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KtrY2IiAh0Ot1NbUyfPp2dO3dy+vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebcN= oeC2QXExccyJCmByUou/VSJpmlogQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz+= 97/niy++YNy4cVewHdcTIQRHjhwhIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8q= VK9m3bx/Jyck0NTVRVFRESUnJDUEL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECAX= p6nDRfvMSpU6c4V1t30yvRL5qm0d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7d= i0Oh4ODBw+ybNky/H4/TU1NvPvuuzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/8= 8sawSImorq6WWVlZ37tZIQSKomAwGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1snj= xYkpKSr7XVkJCAikpKdTW1pKbm0tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC2= BlZSU5OTl4vV6qqqquq1dWVsa8efMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2n= nvuOXJycv4tf//fy/8AgnKjIiDLf+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"2= 8" alt=3D"" style=3D"margin-left:449.75pt; position:absolute" /></span><spa= n class=3D"awspan" style=3D"font-size:18pt; font-weight:bold">Predicci=C3= =B3n de la resistencia a compresi=C3=B3n del</span><span class=3D"awspan" s= tyle=3D"font-size:10pt; font-weight:bold"> </span><span class=3D"awspan" st= yle=3D"font-size:18pt; font-weight:bold">hormig=C3=B3n simple usando un mod= elo de regresi=C3=B3n lineal m=C3=BAltiple</span></p><p class=3D"awdiv" sty= le=3D"font-size:14pt"><span class=3D"awspan" style=3D"font-size:14pt; font-= style:italic">Predicting the compressive strength of plain concrete using a= multiple linear regression model</span></p><p class=3D"awdiv" style=3D"fon= t-size:6.5pt"><span class=3D"awspan" style=3D"font-size:6.5pt; font-weight:= bold">1</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Alisson Natalia Gatia Caiza</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">https://orcid.org/0009-0000-2936-2687</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Universidad T=C3=A9cnica de Ambato (UTA), Ambato, Ecuador </span><= /p><p class=3D"awdiv"><a href=3D"mailto:agatia8292@uta.edu.ec" style=3D"tex= t-decoration:none"><span class=3D"awspan" style=3D"font-size:10pt; text-dec= oration:underline; color:#0563c1">agatia8292@uta.edu.ec</span></a></p><p cl= ass=3D"awdiv" style=3D"font-size:6.5pt"><span class=3D"awspan" style=3D"fon= t-size:6.5pt; font-weight:bold">2</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Mayra Visca=C3= =ADno-Cuzco</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cla= ss=3D"awspan" style=3D"font-size:10pt">https://orcid.org/0000-0003-4987-779= 7</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Universidad T=C3=A9cnica de Ambato (UTA), Amba= to, Ecuador.</span></p><p class=3D"awdiv"><a href=3D"mailto:ma.viscaino@uta= .edu.ec" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"fon= t-size:10pt; text-decoration:underline; color:#0563c1">ma.viscaino@uta.edu.= ec</span></a></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">3</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Sergio Villa= cr=C3=A9s-Parra</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">https://orcid.org/0000-0002-9497= -9795</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">Escuela Superior Polit=C3=A9cnica de Chimb= orazo (ESPOCH), Riobamba, Ecuador.</span></p><p class=3D"awdiv"><a href=3D"= mailto:sergio.villacres@espoch.edu.ec" style=3D"text-decoration:none"><span= class=3D"awspan" style=3D"font-size:10pt; text-decoration:underline; color= :#0563c1">sergio.villacres@espoch.edu.ec</span></a></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt; fon= t-weight:bold">Art=C3=ADculo de Investigaci=C3=B3n Cient=C3=ADfica y Tecnol= =C3=B3gica</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">Enviado: 11/02/2025</span></p><p clas= s=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-s= ize:10pt">Revisado: 16/03/2025</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Aceptado: 04/04/2= 025</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">Publicado:30/04/2025</span></p><p class=3D"a= wdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10= pt">DOI:</span><span class=3D"awspan" style=3D"font-size:9pt; font-weight:b= old"> </span><a href=3D"https://doi.org/10.33262/ap.v7i2.1.604" style=3D"te= xt-decoration:none"></a></p><p class=3D"awdiv" style=3D"font-size:10pt"><a = href=3D"https://doi.org/10.33262/ap.v7i2.1.604" style=3D"text-decoration:no= ne"><span class=3D"awspan" style=3D"font-size:10pt; font-weight:bold; text-= decoration:underline; color:#0563c1">https://doi.org/10.33262/ap.v7i2.1.604= </span></a></p><p style=3D"font-size:11pt"><span class=3D"awspan" style=3D"= font-size:11pt"> </span></p><p class=3D"awdiv"><span class=3D"awspan" = style=3D"font-weight:bold">C=C3=ADtese:</span><span class=3D"awspan"> </spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">Gatia</span><span class=3D"awspan" style=3D"font-siz= e:10pt; letter-spacing:-0.15pt"> </span><span class=3D"awspan" style=3D"fon= t-size:10pt">Caiza,</span><span class=3D"awspan" style=3D"font-size:10pt; l= etter-spacing:-0.15pt"> </span><span class=3D"awspan" style=3D"font-size:10= pt">A.</span><span class=3D"awspan" style=3D"font-size:10pt; letter-spacing= :-0.15pt"> </span><span class=3D"awspan" style=3D"font-size:10pt">N.,</span= ><span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:-0.15pt"> <= /span><span class=3D"awspan" style=3D"font-size:10pt">Visca=C3=ADno</span><= span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:-0.15pt"> </s= pan><span class=3D"awspan" style=3D"font-size:10pt">Cuzco,</span><span clas= s=3D"awspan" style=3D"font-size:10pt; letter-spacing:-0.15pt"> </span><span= class=3D"awspan" style=3D"font-size:10pt">M.,</span><span class=3D"awspan"= style=3D"font-size:10pt; letter-spacing:-0.15pt"> </span><span class=3D"aw= span" style=3D"font-size:10pt">&</span><span class=3D"awspan" style=3D"= font-size:10pt; letter-spacing:-0.15pt"> </span><span class=3D"awspan" styl= e=3D"font-size:10pt">Villacr=C3=A9s</span><span class=3D"awspan" style=3D"f= ont-size:10pt; letter-spacing:-0.15pt"> </span><span class=3D"awspan" style= =3D"font-size:10pt">Parra,</span><span class=3D"awspan" style=3D"font-size:= 10pt; letter-spacing:-0.15pt"> </span><span class=3D"awspan" style=3D"font-= size:10pt">S.</span><span class=3D"awspan" style=3D"font-size:10pt; letter-= spacing:-0.15pt"> </span><span class=3D"awspan" style=3D"font-size:10pt">(2= 025).</span><span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:= -0.15pt"> </span><span class=3D"awspan" style=3D"font-size:10pt">Predicci= =C3=B3n</span><span class=3D"awspan" style=3D"font-size:10pt; letter-spacin= g:-0.15pt"> </span><span class=3D"awspan" style=3D"font-size:10pt">de</span= ><span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:-0.15pt"> <= /span><span class=3D"awspan" style=3D"font-size:10pt">la resistencia</span>= <span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:0.7pt"> </sp= an><span class=3D"awspan" style=3D"font-size:10pt">a</span><span class=3D"a= wspan" style=3D"font-size:10pt; letter-spacing:0.7pt"> </span><span class= =3D"awspan" style=3D"font-size:10pt">compresi=C3=B3n</span><span class=3D"a= wspan" style=3D"font-size:10pt; letter-spacing:0.7pt"> </span><span class= =3D"awspan" style=3D"font-size:10pt">del</span><span class=3D"awspan" style= =3D"font-size:10pt; letter-spacing:0.7pt"> </span><span class=3D"awspan" st= yle=3D"font-size:10pt">hormig=C3=B3n</span><span class=3D"awspan" style=3D"= font-size:10pt; letter-spacing:0.7pt"> </span><span class=3D"awspan" style= =3D"font-size:10pt">simple</span><span class=3D"awspan" style=3D"font-size:= 10pt; letter-spacing:0.7pt"> </span><span class=3D"awspan" style=3D"font-si= ze:10pt">usando</span><span class=3D"awspan" style=3D"font-size:10pt; lette= r-spacing:0.7pt"> </span><span class=3D"awspan" style=3D"font-size:10pt">un= </span><span class=3D"awspan" style=3D"font-size:10pt; letter-spacing:0.7pt= "> </span><span class=3D"awspan" style=3D"font-size:10pt">modelo</span><spa= n class=3D"awspan" style=3D"font-size:10pt; letter-spacing:0.7pt"> </span><= span class=3D"awspan" style=3D"font-size:10pt">de</span><span class=3D"awsp= an" style=3D"font-size:10pt; letter-spacing:0.7pt"> </span><span class=3D"a= wspan" style=3D"font-size:10pt">regresi=C3=B3n</span><span class=3D"awspan"= style=3D"font-size:10pt; letter-spacing:0.7pt"> </span><span class=3D"awsp= an" style=3D"font-size:10pt">lineal m=C3=BAltiple. AlfaPublicaciones, 7(2.1= ), 6=E2=80=9331. </span><a href=3D"https://doi.org/10.33262/ap.v7i2.1.604" = style=3D"text-decoration:none"></a></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><a href=3D"https://doi.org/10.33262/ap.v7i2.1.604" style=3D"text-de= coration:none"><span class=3D"awspan" style=3D"font-size:10pt; text-decorat= ion:underline; color:#0563c1">https://doi.org/10.33262/ap.v7i2.1.604</span>= </a></p><p style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt; font-weight:bold"> </span></p><p class=3D"awdiv" style=3D"fon= t-size:8pt"><span class=3D"awspan" style=3D"font-size:8pt; font-weight:bold= ; font-style:italic">ALFA</span><span class=3D"awspan" style=3D"font-size:8= pt; font-weight:bold; font-style:italic; letter-spacing:2.45pt"> </span><sp= an class=3D"awspan" style=3D"font-size:8pt; font-weight:bold; font-style:it= alic">PUBLICACIONES,</span><span class=3D"awspan" style=3D"font-size:8pt; f= ont-weight:bold; font-style:italic; letter-spacing:2.45pt"> </span><span cl= ass=3D"awspan" style=3D"font-size:8pt; font-style:italic">e</span><span cla= ss=3D"awspan" style=3D"font-size:8pt">s</span><span class=3D"awspan" style= =3D"font-size:8pt; letter-spacing:2.45pt"> </span><span class=3D"awspan" st= yle=3D"font-size:8pt">una</span><span class=3D"awspan" style=3D"font-size:8= pt; letter-spacing:2.45pt"> </span><span class=3D"awspan" style=3D"font-siz= e:8pt">revista</span><span class=3D"awspan" style=3D"font-size:8pt; letter-= spacing:2.45pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">mult= idisciplinar,</span><span class=3D"awspan" style=3D"font-size:8pt; letter-s= pacing:2.45pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">t</sp= an><span class=3D"awspan" style=3D"font-size:8pt; font-weight:bold">rimestr= al,</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:2.4= 5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">que</span><span= class=3D"awspan" style=3D"font-size:8pt; letter-spacing:2.45pt"> </span><s= pan class=3D"awspan" style=3D"font-size:8pt">se</span><span class=3D"awspan= " style=3D"font-size:8pt; letter-spacing:2.45pt"> </span><span class=3D"aws= pan" style=3D"font-size:8pt">publicar=C3=A1</span><span class=3D"awspan" st= yle=3D"font-size:8pt; letter-spacing:2.45pt"> </span><span class=3D"awspan"= style=3D"font-size:8pt">en</span><span class=3D"awspan" style=3D"font-size= :8pt; letter-spacing:2.45pt"> </span><span class=3D"awspan" style=3D"font-s= ize:8pt">soporte electr=C3=B3nico</span><span class=3D"awspan" style=3D"fon= t-size:8pt; letter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"f= ont-size:8pt">tiene</span><span class=3D"awspan" style=3D"font-size:8pt; le= tter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">= como</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:2.= 4pt"> </span><span class=3D"awspan" style=3D"font-size:8pt; font-weight:bol= d">misi=C3=B3n</span><span class=3D"awspan" style=3D"font-size:8pt; font-we= ight:bold; letter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"fo= nt-size:8pt">contribuir</span><span class=3D"awspan" style=3D"font-size:8pt= ; letter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"font-size:8= pt">a</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:2= .4pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">la</span><span= class=3D"awspan" style=3D"font-size:8pt">  </span><span class=3D"awsp= an" style=3D"font-size:8pt; letter-spacing:2.4pt"> </span><span class= =3D"awspan" style=3D"font-size:8pt">formaci=C3=B3n</span><span class=3D"aws= pan" style=3D"font-size:8pt; letter-spacing:2.4pt"> </span><span class=3D"a= wspan" style=3D"font-size:8pt">de</span><span class=3D"awspan" style=3D"fon= t-size:8pt; letter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"f= ont-size:8pt">profesionales</span><span class=3D"awspan" style=3D"font-size= :8pt; letter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"font-si= ze:8pt">competentes</span><span class=3D"awspan" style=3D"font-size:8pt; le= tter-spacing:2.4pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">= con</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:2.4= pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">visi=C3=B3n huma= n=C3=ADstica</span><span class=3D"awspan" style=3D"font-size:8pt; letter-sp= acing:0.5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">y</span= ><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5pt"> </sp= an><span class=3D"awspan" style=3D"font-size:8pt">cr=C3=ADtica</span><span = class=3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5pt"> </span><spa= n class=3D"awspan" style=3D"font-size:8pt">que</span><span class=3D"awspan"= style=3D"font-size:8pt; letter-spacing:0.5pt"> </span><span class=3D"awspa= n" style=3D"font-size:8pt">sean</span><span class=3D"awspan" style=3D"font-= size:8pt; letter-spacing:0.5pt"> </span><span class=3D"awspan" style=3D"fon= t-size:8pt">capaces</span><span class=3D"awspan" style=3D"font-size:8pt; le= tter-spacing:0.5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">= de</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5p= t"> </span><span class=3D"awspan" style=3D"font-size:8pt">exponer</span><sp= an class=3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5pt"> </span><= span class=3D"awspan" style=3D"font-size:8pt">sus</span><span class=3D"awsp= an" style=3D"font-size:8pt; letter-spacing:0.5pt"> </span><span class=3D"aw= span" style=3D"font-size:8pt">resultados</span><span class=3D"awspan" style= =3D"font-size:8pt; letter-spacing:0.5pt"> </span><span class=3D"awspan" sty= le=3D"font-size:8pt">investigativos</span><span class=3D"awspan" style=3D"f= ont-size:8pt; letter-spacing:0.5pt"> </span><span class=3D"awspan" style=3D= "font-size:8pt">y</span><span class=3D"awspan" style=3D"font-size:8pt; lett= er-spacing:0.5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">ci= ent=C3=ADficos</span><span class=3D"awspan" style=3D"font-size:8pt; letter-= spacing:0.5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">en</s= pan><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5pt"> <= /span><span class=3D"awspan" style=3D"font-size:8pt">la</span><span class= =3D"awspan" style=3D"font-size:8pt; letter-spacing:0.5pt"> </span><span cla= ss=3D"awspan" style=3D"font-size:8pt">misma medida</span><span class=3D"aws= pan" style=3D"font-size:8pt; letter-spacing:10.45pt"> </span><span class=3D= "awspan" style=3D"font-size:8pt">que</span><span class=3D"awspan" style=3D"= font-size:8pt; letter-spacing:10.45pt"> </span><span class=3D"awspan" style= =3D"font-size:8pt">se</span><span class=3D"awspan" style=3D"font-size:8pt; = letter-spacing:10.45pt"> </span><span class=3D"awspan" style=3D"font-size:8= pt">promueva</span><span class=3D"awspan" style=3D"font-size:8pt; letter-sp= acing:10.45pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">media= nte</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:10.= 45pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">su</span><span= class=3D"awspan" style=3D"font-size:8pt; letter-spacing:10.45pt"> </span><= span class=3D"awspan" style=3D"font-size:8pt">intervenci=C3=B3n</span><span= class=3D"awspan" style=3D"font-size:8pt; letter-spacing:10.45pt"> </span><= span class=3D"awspan" style=3D"font-size:8pt">cambios</span><span class=3D"= awspan" style=3D"font-size:8pt; letter-spacing:10.45pt"> </span><span class= =3D"awspan" style=3D"font-size:8pt">positivos</span><span class=3D"awspan" = style=3D"font-size:8pt; letter-spacing:10.45pt"> </span><span class=3D"awsp= an" style=3D"font-size:8pt">en</span><span class=3D"awspan" style=3D"font-s= ize:8pt; letter-spacing:10.45pt"> </span><span class=3D"awspan" style=3D"fo= nt-size:8pt">la sociedad. </span><a href=3D"https://alfapublicaciones.com" = style=3D"text-decoration:none"></a></p><p class=3D"awdiv" style=3D"font-siz= e:8pt"><a href=3D"https://alfapublicaciones.com" style=3D"text-decoration:n= one"><span class=3D"awspan" style=3D"font-size:8pt; text-decoration:underli= ne; color:#0563c1">https://alfapublicaciones.com</span></a></p><p style=3D"= font-size:8pt"><span class=3D"awspan" style=3D"font-size:8pt; color:#0563c1= ">  </span></p><p class=3D"awdiv" style=3D"font-size:8pt"><span class= =3D"awspan" style=3D"font-size:8pt">La</span><span class=3D"awspan" style= =3D"font-size:8pt; letter-spacing:1.8pt"> </span><span class=3D"awspan" sty= le=3D"font-size:8pt">revista</span><span class=3D"awspan" style=3D"font-siz= e:8pt; letter-spacing:1.8pt"> </span><span class=3D"awspan" style=3D"font-s= ize:8pt">es</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spa= cing:1.8pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">editada<= /span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:1.8pt">= </span><span class=3D"awspan" style=3D"font-size:8pt">por</span><span clas= s=3D"awspan" style=3D"font-size:8pt; letter-spacing:1.8pt"> </span><span cl= ass=3D"awspan" style=3D"font-size:8pt">la</span><span class=3D"awspan" styl= e=3D"font-size:8pt; letter-spacing:1.8pt"> </span><span class=3D"awspan" st= yle=3D"font-size:8pt">Editorial</span><span class=3D"awspan" style=3D"font-= size:8pt; letter-spacing:1.8pt"> </span><span class=3D"awspan" style=3D"fon= t-size:8pt">Ciencia</span><span class=3D"awspan" style=3D"font-size:8pt; le= tter-spacing:1.8pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">= Digital</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing= :1.8pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">(Editorial</= span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:1.8pt"> = </span><span class=3D"awspan" style=3D"font-size:8pt">de</span><span class= =3D"awspan" style=3D"font-size:8pt; letter-spacing:1.8pt"> </span><span cla= ss=3D"awspan" style=3D"font-size:8pt">prestigio</span><span class=3D"awspan= " style=3D"font-size:8pt; letter-spacing:1.8pt"> </span><span class=3D"awsp= an" style=3D"font-size:8pt">registrada</span><span class=3D"awspan" style= =3D"font-size:8pt; letter-spacing:1.8pt"> </span><span class=3D"awspan" sty= le=3D"font-size:8pt">en</span><span class=3D"awspan" style=3D"font-size:8pt= ; letter-spacing:1.8pt"> </span><span class=3D"awspan" style=3D"font-size:8= pt">la</span><span class=3D"awspan" style=3D"font-size:8pt; letter-spacing:= 1.8pt"> </span><span class=3D"awspan" style=3D"font-size:8pt">C=C3=A1mara E= cuatoriana de Libro con No de Afiliaci=C3=B3n 663) </span><a href=3D"http:/= /www.celibro.org.ec" style=3D"text-decoration:none"></a></p><p class=3D"awd= iv" style=3D"font-size:8pt"><a href=3D"http://www.celibro.org.ec" style=3D"= text-decoration:none"><span class=3D"awspan" style=3D"font-size:8pt; text-d= ecoration:underline; color:#0563c1">www.celibro.org.ec</span></a></p><p cla= ss=3D"awdiv" style=3D"font-size:8pt"><span class=3D"awspan" style=3D"font-s= ize:8pt; font-style:italic">Esta</span><span class=3D"awspan" style=3D"font= -size:8pt; font-style:italic; letter-spacing:2.55pt"> </span><span class=3D= "awspan" style=3D"font-size:8pt; font-style:italic">revista</span><span cla= ss=3D"awspan" style=3D"font-size:8pt; font-style:italic; letter-spacing:2.5= 5pt"> </span><span class=3D"awspan" style=3D"font-size:8pt; font-style:ital= ic">est=C3=A1</span><span class=3D"awspan" style=3D"font-size:8pt; font-sty= le:italic; letter-spacing:2.55pt"> </span><span class=3D"awspan" style=3D"f= ont-size:8pt; font-style:italic">protegida</span><span class=3D"awspan" sty= le=3D"font-size:8pt; font-style:italic; letter-spacing:2.55pt"> </span><spa= n class=3D"awspan" style=3D"font-size:8pt; font-style:italic">bajo</span><s= pan class=3D"awspan" style=3D"font-size:8pt; font-style:italic; letter-spac= ing:2.55pt"> </span><span class=3D"awspan" style=3D"font-size:8pt; font-sty= le:italic">una</span><span class=3D"awspan" style=3D"font-size:8pt; font-st= yle:italic; letter-spacing:2.55pt"> </span><span class=3D"awspan" style=3D"= font-size:8pt; font-style:italic">licencia</span><span class=3D"awspan" sty= le=3D"font-size:8pt; font-style:italic; letter-spacing:2.55pt"> </span><spa= n class=3D"awspan" style=3D"font-size:8pt; font-style:italic">Creative</spa= n><span class=3D"awspan" style=3D"font-size:8pt; font-style:italic; letter-= spacing:2.55pt"> </span><span class=3D"awspan" style=3D"font-size:8pt; font= -style:italic">Commons</span><span class=3D"awspan" style=3D"font-size:8pt;= font-style:italic; letter-spacing:2.55pt"> </span><span class=3D"awspan" s= tyle=3D"font-size:8pt; font-style:italic">Attribution</span><span class=3D"= awspan" style=3D"font-size:8pt; font-style:italic; letter-spacing:2.55pt"> = </span><span class=3D"awspan" style=3D"font-size:8pt; font-style:italic">No= n</span><span class=3D"awspan" style=3D"font-size:8pt; font-style:italic; l= etter-spacing:2.55pt"> </span><span class=3D"awspan" style=3D"font-size:8pt= ; font-style:italic">Commercial</span><span class=3D"awspan" style=3D"font-= size:8pt; font-style:italic; letter-spacing:2.55pt"> </span><span class=3D"= awspan" style=3D"font-size:8pt; font-style:italic">No Derivatives 4.0 Inter= national. Copia de la licencia: </span><a href=3D"http://creativecommons.or= g/licenses/by-nc-sa/4.0/" style=3D"text-decoration:none"></a></p><p class= =3D"awdiv" style=3D"font-size:8pt"><a href=3D"http://creativecommons.org/li= censes/by-nc-sa/4.0/" style=3D"text-decoration:none"><span class=3D"awspan"= style=3D"font-size:8pt; text-decoration:underline; color:#0563c1">http://c= reativecommons.org/licenses/by-nc-sa/4.0/</span></a></p><p style=3D"font-si= ze:8pt"><span class=3D"awspan" style=3D"font-size:8pt; color:#0563c1"> = ;</span></p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"heig= ht:0pt; display:block; position:absolute; z-index:9"><img src=3D"data:image= /jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw= 8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4IC= A4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/= wAARCARpAx4DASIAAhEBAxEB/8QAHAABAAICAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAE= 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olute" /></span><span class=3D"awspan" style=3D"font-weight:bold">Palabras = claves: </span><span class=3D"awspan">Gamificaci=C3=B3n, ense=C3=B1anza-apr= endizaje, ciencias naturales, educaci=C3=B3n b=C3=A1sica, motivaci=C3=B3n.<= /span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-weight:bo= ld; color:#808080">Resumen </span></p><p class=3D"awdiv"><span class=3D"aws= pan" style=3D"font-weight:bold">Introducci=C3=B3n:</span><span class=3D"aws= pan" style=3D"font-weight:bold; letter-spacing:4pt"> </span><span class=3D"= awspan">Los</span><span class=3D"awspan" style=3D"letter-spacing:4pt"> </sp= an><span class=3D"awspan">m=C3=A9todos</span><span class=3D"awspan" style= =3D"letter-spacing:4pt"> </span><span class=3D"awspan">convencionales</span= ><span class=3D"awspan" style=3D"letter-spacing:4pt"> </span><span class=3D= "awspan">utilizados</span><span class=3D"awspan" style=3D"letter-spacing:4p= t"> </span><span class=3D"awspan">para determinar</span><span class=3D"awsp= an" style=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">la</span= ><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span class= =3D"awspan">resistencia</span><span class=3D"awspan" style=3D"letter-spacin= g:2.05pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">hormig=C3=B3n= </span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span= class=3D"awspan">presentan</span><span class=3D"awspan" style=3D"letter-sp= acing:2.05pt"> </span><span class=3D"awspan">importantes limitaciones</span= ><span class=3D"awspan" style=3D"letter-spacing:6.05pt"> </span><span class= =3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:6.05pt"= > </span><span class=3D"awspan">t=C3=A9rminos</span><span class=3D"awspan" = style=3D"letter-spacing:6.05pt"> </span><span class=3D"awspan">de</span><sp= an class=3D"awspan" style=3D"letter-spacing:6.05pt"> </span><span class=3D"= awspan">tiempo,</span><span class=3D"awspan" style=3D"letter-spacing:6.05pt= "> </span><span class=3D"awspan">costos</span><span class=3D"awspan" style= =3D"letter-spacing:6.05pt"> </span><span class=3D"awspan">y</span><span cla= ss=3D"awspan" style=3D"letter-spacing:6.05pt"> </span><span class=3D"awspan= ">eficiencia operativa.</span><span class=3D"awspan" style=3D"letter-spacin= g:0.65pt"> </span><span class=3D"awspan">Para</span><span class=3D"awspan" = style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">considerar</= span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span c= lass=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:0.= 65pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">esp=C3=A9cimen</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span cl= ass=3D"awspan">est=C3=A9</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.65pt"> </span><span class=3D"awspan">listo</span><span class=3D"awspan= " style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">para</span= ><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class= =3D"awspan">ser ensayado</span><span class=3D"awspan" style=3D"letter-spaci= ng:3.4pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" sty= le=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan">medir</span><spa= n class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"aw= span">su</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </spa= n><span class=3D"awspan">resistencia</span><span class=3D"awspan" style=3D"= letter-spacing:3.4pt"> </span><span class=3D"awspan">m=C3=A1xima,</span><sp= an class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"a= wspan">es</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </sp= an><span class=3D"awspan">necesario</span><span class=3D"awspan" style=3D"l= etter-spacing:3.4pt"> </span><span class=3D"awspan">que transcurra</span><s= pan class=3D"awspan" style=3D"letter-spacing:2.95pt"> </span><span class=3D= "awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:2.95pt"> <= /span><span class=3D"awspan">periodo</span><span class=3D"awspan" style=3D"= letter-spacing:2.95pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:2.95pt"> </span><span class=3D"awspan">= curado</span><span class=3D"awspan" style=3D"letter-spacing:2.95pt"> </span= ><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spa= cing:2.95pt"> </span><span class=3D"awspan">28</span><span class=3D"awspan"= style=3D"letter-spacing:2.95pt"> </span><span class=3D"awspan">d=C3=ADas.<= /span><span class=3D"awspan" style=3D"letter-spacing:2.95pt"> </span><span = class=3D"awspan">Adem=C3=A1s,</span><span class=3D"awspan" style=3D"letter-= spacing:2.95pt"> </span><span class=3D"awspan">estas t=C3=A9cnicas</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class=3D= "awspan">tradicionales</span><span class=3D"awspan" style=3D"letter-spacing= :1.65pt"> </span><span class=3D"awspan">implican</span><span class=3D"awspa= n" style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">la</span>= <span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class= =3D"awspan">destrucci=C3=B3n</span><span class=3D"awspan" style=3D"letter-s= pacing:1.65pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">las</span= ><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class= =3D"awspan">muestras despu=C3=A9s</span><span class=3D"awspan" style=3D"let= ter-spacing:1.6pt"> </span><span class=3D"awspan">del</span><span class=3D"= awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">ensay= o,</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><spa= n class=3D"awspan">lo</span><span class=3D"awspan" style=3D"letter-spacing:= 1.6pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">genera</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"aw= span">una</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </sp= an><span class=3D"awspan">p=C3=A9rdida</span><span class=3D"awspan" style= =3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">irreparable</span>= <span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class= =3D"awspan">de recursos</span><span class=3D"awspan" style=3D"letter-spacin= g:1pt"> </span><span class=3D"awspan">materiales</span><span class=3D"awspa= n" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">y</span><spa= n class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awsp= an">econ=C3=B3micos.</span><span class=3D"awspan" style=3D"letter-spacing:1= pt"> </span><span class=3D"awspan">Este</span><span class=3D"awspan" style= =3D"letter-spacing:1pt"> </span><span class=3D"awspan">procedimiento</span>= <span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"= awspan">no</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </spa= n><span class=3D"awspan">solo incrementa</span><span class=3D"awspan" style= =3D"letter-spacing:4.15pt"> </span><span class=3D"awspan">los</span><span c= lass=3D"awspan" style=3D"letter-spacing:4.15pt"> </span><span class=3D"awsp= an">costos</span><span class=3D"awspan" style=3D"letter-spacing:4.15pt"> </= span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter= -spacing:4.15pt"> </span><span class=3D"awspan">los</span><span class=3D"aw= span" style=3D"letter-spacing:4.15pt"> </span><span class=3D"awspan">proyec= tos,</span><span class=3D"awspan" style=3D"letter-spacing:4.15pt"> </span><= span class=3D"awspan">sino</span><span class=3D"awspan" style=3D"letter-spa= cing:4.15pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan= " style=3D"letter-spacing:4.15pt"> </span><span class=3D"awspan">tambi=C3= =A9n provoca</span><span class=3D"awspan" style=3D"letter-spacing:2.65pt"> = </span><span class=3D"awspan">retrasos</span><span class=3D"awspan" style= =3D"letter-spacing:2.65pt"> </span><span class=3D"awspan">significativos</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.65pt"> </span><span cl= ass=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:2.65= pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D= "letter-spacing:2.65pt"> </span><span class=3D"awspan">ejecuci=C3=B3n</span= ><span class=3D"awspan" style=3D"letter-spacing:2.65pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:2.65pt"= > </span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D"l= etter-spacing:2.65pt"> </span><span class=3D"awspan">obras, afectando</span= ><span class=3D"awspan" style=3D"letter-spacing:4.4pt"> </span><span class= =3D"awspan">su</span><span class=3D"awspan" style=3D"letter-spacing:4.4pt">= </span><span class=3D"awspan">cronograma,</span><span class=3D"awspan" sty= le=3D"letter-spacing:4.4pt"> </span><span class=3D"awspan">calidad</span><s= pan class=3D"awspan" style=3D"letter-spacing:4.4pt"> </span><span class=3D"= awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:4.4pt"> </sp= an><span class=3D"awspan">viabilidad</span><span class=3D"awspan" style=3D"= letter-spacing:4.4pt"> </span><span class=3D"awspan">econ=C3=B3mica. </span= ><span class=3D"awspan" style=3D"font-weight:bold">Objetivo:</span><span cl= ass=3D"awspan" style=3D"font-weight:bold; letter-spacing:0.55pt"> </span><s= pan class=3D"awspan">Dise=C3=B1ar</span><span class=3D"awspan" style=3D"let= ter-spacing:0.55pt"> </span><span class=3D"awspan">un</span><span class=3D"= awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">mode= lo</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><sp= an class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing= :0.55pt"> </span><span class=3D"awspan">regresi=C3=B3n</span><span class=3D= "awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">lin= eal</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><s= pan class=3D"awspan">m=C3=BAltiple</span><span class=3D"awspan" style=3D"le= tter-spacing:0.55pt"> </span><span class=3D"awspan">para predecir</span><sp= an class=3D"awspan" style=3D"letter-spacing:2.15pt"> </span><span class=3D"= awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:2.15pt"> </= span><span class=3D"awspan">resistencia</span><span class=3D"awspan" style= =3D"letter-spacing:2.15pt"> </span><span class=3D"awspan">a</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.15pt"> </span><span class=3D"awspan= ">compresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.15= pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" style= =3D"letter-spacing:2.15pt"> </span><span class=3D"awspan">hormig=C3=B3n</sp= an><span class=3D"awspan" style=3D"letter-spacing:2.15pt"> </span><span cla= ss=3D"awspan">simple</span><span class=3D"awspan" style=3D"letter-spacing:2= .15pt"> </span><span class=3D"awspan">de resistencias</span><span class=3D"= awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan">norma= les</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><sp= an class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:= 3.4pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan">7,</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan= ">14</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><s= pan class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing= :3.4pt"> </span><span class=3D"awspan">28</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan">d=C3=ADas.</span>= <span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class= =3D"awspan" style=3D"font-weight:bold">Metodolog=C3=ADa: </span><span class= =3D"awspan">Inicialmente</span><span class=3D"awspan" style=3D"letter-spaci= ng:4.7pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" st= yle=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">realiz=C3=B3</s= pan><span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span><span cla= ss=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:4.7pt= "> </span><span class=3D"awspan">recopilaci=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span><span class= =3D"awspan">informaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-s= pacing:4.7pt"> </span><span class=3D"awspan">de variables</span><span class= =3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">q= ue</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><spa= n class=3D"awspan">intervienen</span><span class=3D"awspan" style=3D"letter= -spacing:0.1pt"> </span><span class=3D"awspan">en</span><span class=3D"awsp= an" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">la</span>= <span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class= =3D"awspan">dosificaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-= spacing:0.1pt"> </span><span class=3D"awspan">del</span><span class=3D"awsp= an" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">hormig=C3= =B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><s= pan class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing= :0.1pt"> </span><span class=3D"awspan">que influyen</span><span class=3D"aw= span" style=3D"letter-spacing:4.1pt"> </span><span class=3D"awspan">en</spa= n><span class=3D"awspan" style=3D"letter-spacing:4.1pt"> </span><span class= =3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:4.1pt">= </span><span class=3D"awspan">resistencia</span><span class=3D"awspan" sty= le=3D"letter-spacing:4.1pt"> </span><span class=3D"awspan">a</span><span cl= ass=3D"awspan" style=3D"letter-spacing:4.1pt"> </span><span class=3D"awspan= ">compresi=C3=B3n.</span><span class=3D"awspan" style=3D"letter-spacing:4.1= pt"> </span><span class=3D"awspan">Para</span><span class=3D"awspan" style= =3D"letter-spacing:4.1pt"> </span><span class=3D"awspan">la</span><span cla= ss=3D"awspan" style=3D"letter-spacing:4.1pt"> </span><span class=3D"awspan"= >etapa</span><span class=3D"awspan" style=3D"letter-spacing:4.1pt"> </span>= <span class=3D"awspan">de entrenamiento</span><span class=3D"awspan" style= =3D"letter-spacing:1pt"> </span><span class=3D"awspan">y</span><span class= =3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">tes= teo</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span= class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:= 1pt"> </span><span class=3D"awspan">modelo,</span><span class=3D"awspan" st= yle=3D"letter-spacing:1pt"> </span><span class=3D"awspan">se</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">= emple=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </sp= an><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-s= pacing:1pt"> </span><span class=3D"awspan">t=C3=A9cnica</span><span class= =3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">hol= d-out. Las m=C3=A9tricas que se emplearon para la evaluar la capacidad pred= ictiva</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </spa= n><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.35pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan= " style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">validaci= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </sp= an><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-= spacing:-0.35pt"> </span><span class=3D"awspan">modelo</span><span class=3D= "awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">fu= eron</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span>= <span class=3D"awspan">R</span><span class=3D"awspan" style=3D"font-size:8p= t">2</span><span class=3D"awspan">,</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.35pt"> </span><span class=3D"awspan">RMSE,</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspa= n">MAPE. Para</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt">= </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"let= ter-spacing:0.25pt"> </span><span class=3D"awspan">etapa</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><sp= an class=3D"awspan">validaci=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.25pt"> </span><span class=3D"awspan">se</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= realizaron</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </= span><span class=3D"awspan">ensayos</span><span class=3D"awspan" style=3D"l= etter-spacing:0.25pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= laboratorio de</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt">= </span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"le= tter-spacing:0.1pt"> </span><span class=3D"awspan">materiales</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspa= n">y</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><s= pan class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacin= g:0.1pt"> </span><span class=3D"awspan">elaboraron</span><span class=3D"aws= pan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">espec=C3= =ADmenes</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </spa= n><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-sp= acing:0.1pt"> </span><span class=3D"awspan">hormig=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">c= on una</span><span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </span>= <span class=3D"awspan">resistencia</span><span class=3D"awspan" style=3D"le= tter-spacing:4.2pt"> </span><span class=3D"awspan">de</span><span class=3D"= awspan" style=3D"letter-spacing:4.2pt"> </span><span class=3D"awspan">240</= span><span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </span><span cl= ass=3D"awspan">kg/cm</span><span class=3D"awspan" style=3D"font-size:8pt">2= </span><span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </span><span = class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:4.2= pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" style= =3D"letter-spacing:4.2pt"> </span><span class=3D"awspan">28</span><span cla= ss=3D"awspan" style=3D"letter-spacing:4.2pt"> </span><span class=3D"awspan"= >d=C3=ADas,</span><span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </= span><span class=3D"awspan">curados</span><span class=3D"awspan" style=3D"l= etter-spacing:4.2pt"> </span><span class=3D"awspan">en laboratorio</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D= "awspan">bajo</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt">= </span><span class=3D"awspan">condiciones</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">controladas.</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cl= ass=3D"awspan" style=3D"font-weight:bold">Resultados:</span><span class=3D"= awspan" style=3D"font-weight:bold; letter-spacing:0.55pt"> </span><span cla= ss=3D"awspan">La</span><span class=3D"awspan" style=3D"letter-spacing:0.55p= t"> </span><span class=3D"awspan">edad del</span><span class=3D"awspan" sty= le=3D"letter-spacing:4pt"> </span><span class=3D"awspan">hormig=C3=B3n</spa= n><span class=3D"awspan" style=3D"letter-spacing:4pt"> </span><span class= =3D"awspan">es</span><span class=3D"awspan" style=3D"letter-spacing:4pt"> <= /span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"lette= r-spacing:4pt"> </span><span class=3D"awspan">variable</span><span class=3D= "awspan" style=3D"letter-spacing:4pt"> </span><span class=3D"awspan">que</s= pan><span class=3D"awspan" style=3D"letter-spacing:4pt"> </span><span class= =3D"awspan">presenta</span><span class=3D"awspan" style=3D"letter-spacing:4= pt"> </span><span class=3D"awspan">mayor</span><span class=3D"awspan" style= =3D"letter-spacing:4pt"> </span><span class=3D"awspan">valor</span><span cl= ass=3D"awspan" style=3D"letter-spacing:4pt"> </span><span class=3D"awspan">= de correlaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:3.= 45pt"> </span><span class=3D"awspan">lineal</span><span class=3D"awspan" st= yle=3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">(0.648),</span= ><span class=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:3.45pt"= > </span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D"l= etter-spacing:3.45pt"> </span><span class=3D"awspan">27</span><span class= =3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">= variables</span><span class=3D"awspan" style=3D"letter-spacing:3.45pt"> </s= pan><span class=3D"awspan">consideradas inicialmente</span><span class=3D"a= wspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">para</sp= an><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class= =3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:3pt"> <= /span><span class=3D"awspan">construcci=C3=B3n</span><span class=3D"awspan"= style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">del</span><spa= n class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awsp= an">modelo,</span><span class=3D"awspan" style=3D"letter-spacing:3pt"> </sp= an><span class=3D"awspan">13</span><span class=3D"awspan" style=3D"letter-s= pacing:3pt"> </span><span class=3D"awspan">resultaron estad=C3=ADsticamente= </span><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span = class=3D"awspan">significativas</span><span class=3D"awspan" style=3D"lette= r-spacing:1.3pt"> </span><span class=3D"awspan">para</span><span class=3D"a= wspan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspan">el</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span clas= s=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:1.= 3pt"> </span><span class=3D"awspan">con</span><span class=3D"awspan" style= =3D"letter-spacing:1.3pt"> </span><span class=3D"awspan">un</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspan"= >90%</span><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><s= pan class=3D"awspan">de confianza.</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.35pt"> </span><span class=3D"awspan" style=3D"font-weight:b= old">Conclusi=C3=B3n:</span><span class=3D"awspan" style=3D"font-weight:bol= d; letter-spacing:-0.35pt"> </span><span class=3D"awspan">Los</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"aws= pan">an=C3=A1lisis</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 35pt"> </span><span class=3D"awspan">demostraron</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">que</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cla= ss=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:-0.35= pt"> </span><span class=3D"awspan">modelo de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">Regresi=C3=B3n= </span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span = class=3D"awspan">Lineal</span><span class=3D"awspan" style=3D"letter-spacin= g:2.2pt"> </span><span class=3D"awspan">M=C3=BAltiple</span><span class=3D"= awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">gener= a</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span= class=3D"awspan">predicciones</span><span class=3D"awspan" style=3D"letter= -spacing:2.2pt"> </span><span class=3D"awspan">aceptables con</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awsp= an">un</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span= ><span class=3D"awspan">error</span><span class=3D"awspan" style=3D"letter-= spacing:-0.6pt"> </span><span class=3D"awspan">porcentual</span><span class= =3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">= absoluto</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </sp= an><span class=3D"awspan">medio</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.6pt"> </span><span class=3D"awspan">del</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">7%.</= span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span c= lass=3D"awspan" style=3D"font-weight:bold">=C3=81rea</span><span class=3D"a= wspan" style=3D"font-weight:bold; letter-spacing:-0.6pt"> </span><span clas= s=3D"awspan" style=3D"font-weight:bold">de</span><span class=3D"awspan" sty= le=3D"font-weight:bold; letter-spacing:-0.6pt"> </span><span class=3D"awspa= n" style=3D"font-weight:bold">estudio general:</span><span class=3D"awspan"= style=3D"font-weight:bold; letter-spacing:7.1pt"> </span><span class=3D"aw= span">Ingenier=C3=ADa</span><span class=3D"awspan" style=3D"letter-spacing:= 7.1pt"> </span><span class=3D"awspan">Civil.</span><span class=3D"awspan" s= tyle=3D"letter-spacing:7.1pt"> </span><span class=3D"awspan" style=3D"font-= weight:bold">=C3=81rea</span><span class=3D"awspan" style=3D"font-weight:bo= ld; letter-spacing:7.1pt"> </span><span class=3D"awspan" style=3D"font-weig= ht:bold">de</span><span class=3D"awspan" style=3D"font-weight:bold; letter-= spacing:7.1pt"> </span><span class=3D"awspan" style=3D"font-weight:bold">es= tudio</span><span class=3D"awspan" style=3D"font-weight:bold; letter-spacin= g:7.1pt"> </span><span class=3D"awspan" style=3D"font-weight:bold">espec=C3= =ADfica: </span><span class=3D"awspan">Materiales. </span><span class=3D"aw= span" style=3D"font-weight:bold; color:#333333">Tipo de estudio:</span><spa= n class=3D"awspan" style=3D"color:#333333">  </span><span class=3D"aws= pan" style=3D"color:#333333">Art=C3=ADculos originales.</span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-weight:bold">Keywords:</spa= n><span class=3D"awspan"> </span></p><p class=3D"awdiv"><span class=3D"awsp= an">Compressive strength, simple concrete, </span></p><p class=3D"awdiv"><s= pan class=3D"awspan" style=3D"font-weight:bold; color:#808080">Abstract</sp= an></p><p class=3D"awdiv" style=3D"padding-bottom:10pt"><span class=3D"awsp= an" style=3D"font-weight:bold">Introduction:</span><span class=3D"awspan" s= tyle=3D"font-weight:bold; letter-spacing:3.55pt"> </span><span class=3D"aws= pan">Conventional</span><span class=3D"awspan" style=3D"letter-spacing:3.55= pt"> </span><span class=3D"awspan">methods</span><span class=3D"awspan" sty= le=3D"letter-spacing:3.55pt"> </span><span class=3D"awspan">used</span><spa= n class=3D"awspan" style=3D"letter-spacing:3.55pt"> </span><span class=3D"a= wspan">to</span><span class=3D"awspan" style=3D"letter-spacing:3.55pt"> </s= pan><span class=3D"awspan">determine</span><span class=3D"awspan" style=3D"= letter-spacing:3.55pt"> </span><span class=3D"awspan">the strength</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class= =3D"awspan">of</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt= "> </span><span class=3D"awspan">concrete</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">have</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"= awspan">significant</span><span class=3D"awspan" style=3D"letter-spacing:-0= .35pt"> </span><span class=3D"awspan">limitations</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">in</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cla= ss=3D"awspan">terms</span><span class=3D"awspan" style=3D"letter-spacing:-0= .35pt"> </span><span class=3D"awspan">of</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">time, costs,</sp= an><span class=3D"awspan" style=3D"letter-spacing:2.9pt"> </span><span clas= s=3D"awspan">and</span><span class=3D"awspan" style=3D"letter-spacing:2.9pt= "> </span><span class=3D"awspan">operational</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.9pt"> </span><span class=3D"awspan">efficiency.</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.9pt"> </span><span cla= ss=3D"awspan">A</span><span class=3D"awspan" style=3D"letter-spacing:2.9pt"= > </span><span class=3D"awspan">28-day</span><span class=3D"awspan" style= =3D"letter-spacing:2.9pt"> </span><span class=3D"awspan">curing</span><span= class=3D"awspan" style=3D"letter-spacing:2.9pt"> </span><span class=3D"aws= pan">period</span><span class=3D"awspan" style=3D"letter-spacing:2.9pt"> </= span><span class=3D"awspan">is </span></p><p class=3D"awdiv" style=3D"font-= size:11pt"><span style=3D"height:0pt; display:block; position:absolute; z-i= ndex:11"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wB= DAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fEx= ciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eH= h4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8QAHAABAAICAwEAAAAA= AAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFEQYHEhMhMVUUF0GSlNH= SCBUWIlFSU1ZhcYGTN0JUdJEjMjOhsbKzNDVDcnXBwsMkJTZEYnOCg+EnZDhFY6KktPH/xAAbAQ= EBAAIDAQAAAAAAAAAAAAAAAQIEAwUGB//EADURAQABAwMBBgMGBgMBAAAAAAABAgMRBBJRUgUTF= CExkQZBgRUyNHGx0SIzNVOhwUJh8HL/2gAMAwEAAhEDEQA/APp8IyPp7vnyeEZH093z5Yx32IfF= t9XLJ4RkfT3fPk8IyPp7vnyxhiDfVyyeEZH093z5PCMj6e758sYYN9XLJ4RkfT3fPk8IyPp7vny= 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pan">prediction, multiple linear regression model, predictors.</span></p><p= class=3D"awdiv"><span class=3D"awspan">required</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">for</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cla= ss=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:-0.35p= t"> </span><span class=3D"awspan">specimen</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">to</span><span= class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"a= wspan">be</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </= span><span class=3D"awspan">considered</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">ready</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"= awspan">for</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> = </span><span class=3D"awspan">testing</span><span class=3D"awspan" style=3D= "letter-spacing:-0.35pt"> </span><span class=3D"awspan">and</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspa= n">its maximum</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt">= </span><span class=3D"awspan">strength</span><span class=3D"awspan" style= =3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">to</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan"= >be</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><sp= an class=3D"awspan">measured.</span><span class=3D"awspan" style=3D"letter-= spacing:0.1pt"> </span><span class=3D"awspan">In</span><span class=3D"awspa= n" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">addition,<= /span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span c= lass=3D"awspan">these</span><span class=3D"awspan" style=3D"letter-spacing:= 0.1pt"> </span><span class=3D"awspan">traditional techniques</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspa= n">involve</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </= span><span class=3D"awspan">the</span><span class=3D"awspan" style=3D"lette= r-spacing:1.05pt"> </span><span class=3D"awspan">destruction</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspa= n">of</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span>= <span class=3D"awspan">the</span><span class=3D"awspan" style=3D"letter-spa= cing:1.05pt"> </span><span class=3D"awspan">samples</span><span class=3D"aw= span" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">after<= /span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span = class=3D"awspan">testing, which</span><span class=3D"awspan" style=3D"lette= r-spacing:1.75pt"> </span><span class=3D"awspan">generates</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan"= >an</span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><s= pan class=3D"awspan">irreparable</span><span class=3D"awspan" style=3D"lett= er-spacing:1.75pt"> </span><span class=3D"awspan">loss</span><span class=3D= "awspan" style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">of<= /span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span = class=3D"awspan">material</span><span class=3D"awspan" style=3D"letter-spac= ing:1.75pt"> </span><span class=3D"awspan">and</span><span class=3D"awspan"= style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">economic re= sources.</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </spa= n><span class=3D"awspan">This</span><span class=3D"awspan" style=3D"letter-= spacing:1.6pt"> </span><span class=3D"awspan">procedure</span><span class= =3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">n= ot</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><spa= n class=3D"awspan">only</span><span class=3D"awspan" style=3D"letter-spacin= g:1.6pt"> </span><span class=3D"awspan">increases</span><span class=3D"awsp= an" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">project</= span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span cl= ass=3D"awspan">costs</span><span class=3D"awspan" style=3D"letter-spacing:1= .6pt"> </span><span class=3D"awspan">but also</span><span class=3D"awspan" = style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">causes</span= ><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class= =3D"awspan">significant</span><span class=3D"awspan" style=3D"letter-spacin= g:2.35pt"> </span><span class=3D"awspan">delays</span><span class=3D"awspan= " style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">in</span><= span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class= =3D"awspan">the</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt= "> </span><span class=3D"awspan">execution</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">of</span><span = class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"aws= pan">the</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </sp= an><span class=3D"awspan">works, affecting</span><span class=3D"awspan" sty= le=3D"letter-spacing:6.15pt"> </span><span class=3D"awspan">their</span><sp= an class=3D"awspan" style=3D"letter-spacing:6.15pt"> </span><span class=3D"= awspan">schedule,</span><span class=3D"awspan" style=3D"letter-spacing:6.15= pt"> </span><span class=3D"awspan">quality,</span><span class=3D"awspan" st= yle=3D"letter-spacing:6.15pt"> </span><span class=3D"awspan">and</span><spa= n class=3D"awspan" style=3D"letter-spacing:6.15pt"> </span><span class=3D"a= wspan">economic</span><span class=3D"awspan" style=3D"letter-spacing:6.15pt= "> </span><span class=3D"awspan">viability. </span><span class=3D"awspan" s= tyle=3D"font-weight:bold">Objective:</span><span class=3D"awspan" style=3D"= font-weight:bold; letter-spacing:0.25pt"> </span><span class=3D"awspan">Des= ign</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><s= pan class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing= :0.25pt"> </span><span class=3D"awspan">multiple</span><span class=3D"awspa= n" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">linear</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span cl= ass=3D"awspan">regression</span><span class=3D"awspan" style=3D"letter-spac= ing:0.25pt"> </span><span class=3D"awspan">model</span><span class=3D"awspa= n" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">to</span>= <span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class= =3D"awspan">predict the</span><span class=3D"awspan" style=3D"letter-spacin= g:0.3pt"> </span><span class=3D"awspan">compressive</span><span class=3D"aw= span" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">strengt= h</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span= class=3D"awspan">of</span><span class=3D"awspan" style=3D"letter-spacing:0= .3pt"> </span><span class=3D"awspan">plain</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">normal</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"a= wspan">strength</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"= > </span><span class=3D"awspan">concrete</span><span class=3D"awspan" style= =3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">at</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan"= >7, 14</span><span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span>= <span class=3D"awspan">and</span><span class=3D"awspan" style=3D"letter-spa= cing:4.7pt"> </span><span class=3D"awspan">28</span><span class=3D"awspan" = style=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">days.</span><= span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span><span class=3D= "awspan" style=3D"font-weight:bold">Methodology:</span><span class=3D"awspa= n" style=3D"font-weight:bold; letter-spacing:4.7pt"> </span><span class=3D"= awspan">Initially,</span><span class=3D"awspan" style=3D"letter-spacing:4.7= pt"> </span><span class=3D"awspan">information</span><span class=3D"awspan"= style=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">was collecte= d</span><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><spa= n class=3D"awspan">on</span><span class=3D"awspan" style=3D"letter-spacing:= 1.65pt"> </span><span class=3D"awspan">variables</span><span class=3D"awspa= n" style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">involved<= /span><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span = class=3D"awspan">in</span><span class=3D"awspan" style=3D"letter-spacing:1.= 65pt"> </span><span class=3D"awspan">the</span><span class=3D"awspan" style= =3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">dosage</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class=3D"a= wspan">of</span><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </s= pan><span class=3D"awspan">concrete</span><span class=3D"awspan" style=3D"l= etter-spacing:1.65pt"> </span><span class=3D"awspan">and which</span><span = class=3D"awspan" style=3D"letter-spacing:3.6pt"> </span><span class=3D"awsp= an">influence</span><span class=3D"awspan" style=3D"letter-spacing:3.6pt"> = </span><span class=3D"awspan">compressive</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.6pt"> </span><span class=3D"awspan">strength.</span><= span class=3D"awspan" style=3D"letter-spacing:3.6pt"> </span><span class=3D= "awspan">For</span><span class=3D"awspan" style=3D"letter-spacing:3.6pt"> <= /span><span class=3D"awspan">the</span><span class=3D"awspan" style=3D"lett= er-spacing:3.6pt"> </span><span class=3D"awspan">training</span><span class= =3D"awspan" style=3D"letter-spacing:3.6pt"> </span><span class=3D"awspan">a= nd testing</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> <= /span><span class=3D"awspan">stage</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.05pt"> </span><span class=3D"awspan">of</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >the</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span>= <span class=3D"awspan">model,</span><span class=3D"awspan" style=3D"letter-= spacing:-0.05pt"> </span><span class=3D"awspan">the</span><span class=3D"aw= span" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">hold-= out</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><= span class=3D"awspan">technique</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.05pt"> </span><span class=3D"awspan">was</span><span class=3D"= awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">use= d.</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><s= pan class=3D"awspan">The metrics</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.4pt"> </span><span class=3D"awspan">used</span><span class=3D= "awspan" style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">to<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><span = class=3D"awspan">evaluate</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.4pt"> </span><span class=3D"awspan">the</span><span class=3D"awspan"= style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">predictive<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><span = class=3D"awspan">capacity</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.4pt"> </span><span class=3D"awspan">and</span><span class=3D"awspan"= style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">validation<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><span = class=3D"awspan">of the</span><span class=3D"awspan" style=3D"letter-spacin= g:1.9pt"> </span><span class=3D"awspan">model</span><span class=3D"awspan" = style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">were</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"= awspan">R2,</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </= span><span class=3D"awspan">RMSE,</span><span class=3D"awspan" style=3D"let= ter-spacing:1.9pt"> </span><span class=3D"awspan">MAPE.</span><span class= =3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">F= or</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><spa= n class=3D"awspan">the</span><span class=3D"awspan" style=3D"letter-spacing= :1.9pt"> </span><span class=3D"awspan">validation</span><span class=3D"awsp= an" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">stage, la= boratory</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </spa= n><span class=3D"awspan">tests</span><span class=3D"awspan" style=3D"letter= -spacing:1.4pt"> </span><span class=3D"awspan">of</span><span class=3D"awsp= an" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">the</span= ><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class= =3D"awspan">materials</span><span class=3D"awspan" style=3D"letter-spacing:= 1.4pt"> </span><span class=3D"awspan">were</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">conducted,</span= ><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class= =3D"awspan">and</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"= > </span><span class=3D"awspan">concrete specimens</span><span class=3D"aws= pan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">were</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span cl= ass=3D"awspan">produced</span><span class=3D"awspan" style=3D"letter-spacin= g:0.15pt"> </span><span class=3D"awspan">with</span><span class=3D"awspan" = style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">a</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"a= wspan">resistance</span><span class=3D"awspan" style=3D"letter-spacing:0.15= pt"> </span><span class=3D"awspan">of</span><span class=3D"awspan" style=3D= "letter-spacing:0.15pt"> </span><span class=3D"awspan">240</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan"= >kg/cm2</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </spa= n><span class=3D"awspan">at</span><span class=3D"awspan" style=3D"letter-sp= acing:0.15pt"> </span><span class=3D"awspan">28 days,</span><span class=3D"= awspan" style=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">cured= </span><span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span><span = class=3D"awspan">in</span><span class=3D"awspan" style=3D"letter-spacing:4.= 7pt"> </span><span class=3D"awspan">the</span><span class=3D"awspan" style= =3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">laboratory</span><= span class=3D"awspan" style=3D"letter-spacing:4.7pt"> </span><span class=3D= "awspan">under</span><span class=3D"awspan" style=3D"letter-spacing:4.7pt">= </span><span class=3D"awspan">controlled</span><span class=3D"awspan" styl= e=3D"letter-spacing:4.7pt"> </span><span class=3D"awspan">conditions. </spa= n><span class=3D"awspan" style=3D"font-weight:bold">Results:</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awsp= an">The</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </sp= an><span class=3D"awspan">age</span><span class=3D"awspan" style=3D"letter-= spacing:-0.05pt"> </span><span class=3D"awspan">of</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">the</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span c= lass=3D"awspan">concrete</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.05pt"> </span><span class=3D"awspan">is</span><span class=3D"awspan" = style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">the</span><= span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">variable</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.05pt"> </span><span class=3D"awspan">that</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">presents</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span cla= ss=3D"awspan">the highest</span><span class=3D"awspan" style=3D"letter-spac= ing:3.25pt"> </span><span class=3D"awspan">linear</span><span class=3D"awsp= an" style=3D"letter-spacing:3.25pt"> </span><span class=3D"awspan">correlat= ion</span><span class=3D"awspan" style=3D"letter-spacing:3.25pt"> </span><s= pan class=3D"awspan">value</span><span class=3D"awspan" style=3D"letter-spa= cing:3.25pt"> </span><span class=3D"awspan">(0.648),</span><span class=3D"a= wspan" style=3D"letter-spacing:3.25pt"> </span><span class=3D"awspan">of</s= pan><span class=3D"awspan" style=3D"letter-spacing:3.25pt"> </span><span cl= ass=3D"awspan">the</span><span class=3D"awspan" style=3D"letter-spacing:3.2= 5pt"> </span><span class=3D"awspan">27</span><span class=3D"awspan" style= =3D"letter-spacing:3.25pt"> </span><span class=3D"awspan">variables initial= ly</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><spa= n class=3D"awspan">considered</span><span class=3D"awspan" style=3D"letter-= spacing:1.2pt"> </span><span class=3D"awspan">for</span><span class=3D"awsp= an" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">the</span= ><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span class= =3D"awspan">construction</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.2pt"> </span><span class=3D"awspan">of</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">the</span><span= class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span class=3D"aws= pan">model,</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </= span><span class=3D"awspan">13</span><span class=3D"awspan" style=3D"letter= -spacing:1.2pt"> </span><span class=3D"awspan">were statistically</span><sp= an class=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span class=3D"= awspan">significant</span><span class=3D"awspan" style=3D"letter-spacing:3.= 45pt"> </span><span class=3D"awspan">for</span><span class=3D"awspan" style= =3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">the</span><span c= lass=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span class=3D"awsp= an">model</span><span class=3D"awspan" style=3D"letter-spacing:3.45pt"> </s= pan><span class=3D"awspan">with</span><span class=3D"awspan" style=3D"lette= r-spacing:3.45pt"> </span><span class=3D"awspan">90%</span><span class=3D"a= wspan" style=3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">confi= dence. </span><span class=3D"awspan" style=3D"font-weight:bold">Conclusion:= </span><span class=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span= class=3D"awspan">The</span><span class=3D"awspan" style=3D"letter-spacing:= 3.45pt"> </span><span class=3D"awspan">analyses</span><span class=3D"awspan= " style=3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">showed</sp= an><span class=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span cla= ss=3D"awspan">that</span><span class=3D"awspan" style=3D"letter-spacing:3.4= 5pt"> </span><span class=3D"awspan">the</span><span class=3D"awspan" style= =3D"letter-spacing:3.45pt"> </span><span class=3D"awspan">Multiple</span><s= pan class=3D"awspan" style=3D"letter-spacing:3.45pt"> </span><span class=3D= "awspan">Linear Regression</span><span class=3D"awspan" style=3D"letter-spa= cing:0.25pt"> </span><span class=3D"awspan">model</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">generate= s</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><spa= n class=3D"awspan">acceptable</span><span class=3D"awspan" style=3D"letter-= spacing:0.25pt"> </span><span class=3D"awspan">predictions</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan"= >with</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span>= <span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.25pt"> </span><span class=3D"awspan">mean absolute</span><span class= =3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">p= ercentage</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </sp= an><span class=3D"awspan">error</span><span class=3D"awspan" style=3D"lette= r-spacing:0.2pt"> </span><span class=3D"awspan">of</span><span class=3D"aws= pan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">7%.</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class= =3D"awspan" style=3D"font-weight:bold">General</span><span class=3D"awspan"= style=3D"font-weight:bold; letter-spacing:0.2pt"> </span><span class=3D"aw= span" style=3D"font-weight:bold">Area</span><span class=3D"awspan" style=3D= "font-weight:bold; letter-spacing:0.2pt"> </span><span class=3D"awspan" sty= le=3D"font-weight:bold">of</span><span class=3D"awspan" style=3D"font-weigh= t:bold; letter-spacing:0.2pt"> </span><span class=3D"awspan" style=3D"font-= weight:bold">Study:</span><span class=3D"awspan" style=3D"font-weight:bold;= letter-spacing:0.2pt"> </span><span class=3D"awspan">Civil Engineering.</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span cl= ass=3D"awspan" style=3D"font-weight:bold">Specific</span><span class=3D"aws= pan" style=3D"font-weight:bold; letter-spacing:0.15pt"> </span><span class= =3D"awspan" style=3D"font-weight:bold">area</span><span class=3D"awspan" st= yle=3D"font-weight:bold; letter-spacing:0.15pt"> </span><span class=3D"awsp= an" style=3D"font-weight:bold">of</span><span class=3D"awspan" style=3D"fon= t-weight:bold; letter-spacing:0.15pt"> </span><span class=3D"awspan" style= =3D"font-weight:bold">study:</span><span class=3D"awspan" style=3D"font-wei= ght:bold; letter-spacing:0.15pt"> </span><span class=3D"awspan">Materials.<= /span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span = class=3D"awspan" style=3D"font-weight:bold; color:#333333">Type</span><span= class=3D"awspan" style=3D"font-weight:bold; letter-spacing:0.15pt; color:#= 333333"> </span><span class=3D"awspan" style=3D"font-weight:bold; color:#33= 3333">of</span><span class=3D"awspan" style=3D"font-weight:bold; letter-spa= cing:0.15pt; color:#333333"> </span><span class=3D"awspan" style=3D"font-we= ight:bold; color:#333333">study:</span><span class=3D"awspan" style=3D"colo= r:#333333"> Original articles.</span></p><p class=3D"awdiv"><span class=3D"= awspan" style=3D"font-weight:bold">1.Introducci=C3=B3n</span></p><p class= =3D"awdiv" style=3D"padding-bottom:10pt"><span class=3D"awspan">Los</span><= span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class= =3D"awspan">m=C3=A9todos</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.05pt"> </span><span class=3D"awspan">tradicionales</span><span class= =3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">= para</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><= span class=3D"awspan">evaluar</span><span class=3D"awspan" style=3D"letter-= spacing:1.05pt"> </span><span class=3D"awspan">la</span><span class=3D"awsp= an" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">resisten= cia</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><s= pan class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing= :1.05pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">compresi=C3=B3n= </span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span= class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:= 1.05pt"> </span><span class=3D"awspan">hormig=C3=B3n</span><span class=3D"a= wspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">se ba= san</span><span class=3D"awspan" style=3D"letter-spacing:-0.5pt"> </span><s= pan class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.5pt"> </span><span class=3D"awspan">ensayos</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.5pt"> </span><span class=3D"awspan">destructi= vos</span><span class=3D"awspan" style=3D"letter-spacing:-0.5pt"> </span><s= pan class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.5pt"> </span><span class=3D"awspan">afectan</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.5pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.5pt"> </span><span class= =3D"awspan">manera</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 5pt"> </span><span class=3D"awspan">directa</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.5pt"> </span><span class=3D"awspan">al</span><span= class=3D"awspan" style=3D"letter-spacing:-0.5pt"> </span><span class=3D"aw= span">cronograma</span><span class=3D"awspan" style=3D"letter-spacing:-0.5p= t"> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.5pt"> </span><span class=3D"awspan">presupuesto de</span><= span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class= =3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"= > </span><span class=3D"awspan">proyecto</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">ya</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspa= n">que,</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </spa= n><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-= spacing:0.65pt"> </span><span class=3D"awspan">ensayar</span><span class=3D= "awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">una= </span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span= class=3D"awspan">probeta</span><span class=3D"awspan" style=3D"letter-spac= ing:0.65pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">conocer</span= ><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class= =3D"awspan">su</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"= > </span><span class=3D"awspan">resistencia</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">m=C3=A1xima</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span cl= ass=3D"awspan">debe haber</span><span class=3D"awspan" style=3D"letter-spac= ing:3.1pt"> </span><span class=3D"awspan">trascurrido</span><span class=3D"= awspan" style=3D"letter-spacing:3.1pt"> </span><span class=3D"awspan">28</s= pan><span class=3D"awspan" style=3D"letter-spacing:3.1pt"> </span><span cla= ss=3D"awspan">d=C3=ADas</span><span class=3D"awspan" style=3D"font-weight:b= old; letter-spacing:3.1pt"> </span><span class=3D"awspan" style=3D"font-wei= ght:bold">(</span><span class=3D"awspan">Le=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:3.1pt"> </span><span class=3D"awspan">&</s= pan><span class=3D"awspan" style=3D"letter-spacing:3.1pt"> </span><span cla= ss=3D"awspan">Rodr=C3=ADguez,</span><span class=3D"awspan" style=3D"letter-= spacing:3.1pt"> </span><span class=3D"awspan">2022;</span><span class=3D"aw= span" style=3D"letter-spacing:3.1pt"> </span><span class=3D"awspan">Nistal<= /span><span class=3D"awspan" style=3D"letter-spacing:3.1pt"> </span><span c= lass=3D"awspan">et</span><span class=3D"awspan" style=3D"letter-spacing:3.1= pt"> </span><span class=3D"awspan">al.,</span><span class=3D"awspan" style= =3D"letter-spacing:3.1pt"> </span><span class=3D"awspan">2012),</span><span= class=3D"awspan" style=3D"letter-spacing:3.1pt"> </span><span class=3D"aws= pan">(</span><span class=3D"awspan" style=3D"font-size:11pt">Instituto Ecua= toriano</span><span class=3D"awspan" style=3D"font-size:11pt; letter-spacin= g:1.45pt"> </span><span class=3D"awspan" style=3D"font-size:11pt">de</span>= <span class=3D"awspan" style=3D"font-size:11pt; letter-spacing:1.45pt"> </s= pan><span class=3D"awspan" style=3D"font-size:11pt">Normalizaci=C3=B3n</spa= n><span class=3D"awspan" style=3D"font-size:11pt; letter-spacing:1.45pt"> <= /span><span class=3D"awspan">[INEN],</span><span class=3D"awspan" style=3D"= letter-spacing:1.45pt"> </span><span class=3D"awspan">2010),</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspa= n">tras</span><span class=3D"awspan" style=3D"letter-spacing:1.45pt"> </spa= n><span class=3D"awspan">concluir</span><span class=3D"awspan" style=3D"let= ter-spacing:1.45pt"> </span><span class=3D"awspan">el</span><span class=3D"= awspan" style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspan">ensa= yo</span><span class=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><sp= an class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing= :1.45pt"> </span><span class=3D"awspan">lleva</span><span class=3D"awspan" = style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspan">a</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><span class=3D"a= wspan">cabo</span><span class=3D"awspan" style=3D"letter-spacing:1.45pt"> <= /span><span class=3D"awspan">la destrucci=C3=B3n</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span clas= s=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.45p= t"> </span><span class=3D"awspan">muestra,</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">lo</span><span= class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"a= wspan">cual</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> = </span><span class=3D"awspan">inhabilita</span><span class=3D"awspan" style= =3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">su</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"aws= pan">uso</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </s= pan><span class=3D"awspan">posterior</span><span class=3D"awspan" style=3D"= letter-spacing:-0.45pt"> </span><span class=3D"awspan">y</span><span class= =3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan"= >lo</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><= span class=3D"awspan">transforma</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.45pt"> </span><span class=3D"awspan">en</span><span class=3D"= awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">esc= ombro. Cabe destacar que, el volumen creciente de residuos del hormig=C3=B3= n tiende a ser una grave amenaza</span><span class=3D"awspan" style=3D"lett= er-spacing:1.45pt"> </span><span class=3D"awspan">para</span><span class=3D= "awspan" style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspan">el<= /span><span class=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><span = class=3D"awspan">medio</span><span class=3D"awspan" style=3D"letter-spacing= :1.45pt"> </span><span class=3D"awspan">ambiente.</span><span class=3D"awsp= an" style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspan">Por</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><span clas= s=3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-spacing:1.45= pt"> </span><span class=3D"awspan">raz=C3=B3n,</span><span class=3D"awspan"= style=3D"letter-spacing:1.45pt"> </span><span class=3D"awspan">es</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.45pt"> </span><span class=3D= 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position:absolute" /></span><span class=3D"awspan">alternativos</span><span= class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"aw= span">no</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </sp= an><span class=3D"awspan">destructivos</span><span class=3D"awspan" style= =3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">para</span><span = class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"aws= pan">predecir</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt">= </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"let= ter-spacing:1.15pt"> </span><span class=3D"awspan">resistencia</span><span = class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"aws= pan">a</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:1.15pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan= ">del</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span>= <span class=3D"awspan">hormig=C3=B3n, cuya</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">metodolog=C3=AD= a</span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><spa= n class=3D"awspan">no</span><span class=3D"awspan" style=3D"letter-spacing:= 1.75pt"> </span><span class=3D"awspan">requiera</span><span class=3D"awspan= " style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">de</span><= span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span class= =3D"awspan">procesos</span><span class=3D"awspan" style=3D"letter-spacing:1= .75pt"> </span><span class=3D"awspan">exhaustivos,</span><span class=3D"aws= pan" style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">lentos<= /span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span = class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:1.7= 5pt"> </span><span class=3D"awspan">costosos;</span><span class=3D"awspan" = style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">entre</span>= <span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span class= =3D"awspan">estas alternativas,</span><span class=3D"awspan" style=3D"lette= r-spacing:0.75pt"> </span><span class=3D"awspan">los</span><span class=3D"a= wspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">model= os</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><sp= an class=3D"awspan">RLM</span><span class=3D"awspan" style=3D"letter-spacin= g:0.75pt"> </span><span class=3D"awspan">destacan</span><span class=3D"awsp= an" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">como</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span cla= ss=3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:0.75= pt"> </span><span class=3D"awspan">soluci=C3=B3n</span><span class=3D"awspa= n" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">adecuada<= /span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span = class=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:0= .75pt"> </span><span class=3D"awspan">su</span><span class=3D"awspan" style= =3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">capacidad de</spa= n><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class= =3D"awspan">establecer</span><span class=3D"awspan" style=3D"letter-spacing= :3pt"> </span><span class=3D"awspan">relaciones</span><span class=3D"awspan= " style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">complejas</sp= an><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class= =3D"awspan">entre</span><span class=3D"awspan" style=3D"letter-spacing:3pt"= > </span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D"l= etter-spacing:3pt"> </span><span class=3D"awspan">m=C3=BAltiples</span><spa= n class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awsp= an">variables</span><span class=3D"awspan" style=3D"letter-spacing:3pt"> </= span><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"lette= r-spacing:3pt"> </span><span class=3D"awspan">influyen</span><span class=3D= "awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">en</sp= an><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class= =3D"awspan">la resistencia</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.05pt"> </span><span class=3D"awspan">del</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">hormig= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </sp= an><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter= -spacing:-0.05pt"> </span><span class=3D"awspan">arrojar</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >predicciones</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"= > </span><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.05pt"> </span><span class=3D"awspan">contribuyan</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D= "awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> = </span><span class=3D"awspan">manera</span><span class=3D"awspan" style=3D"= letter-spacing:-0.05pt"> </span><span class=3D"awspan">anticipada a conocer= la resistencia del hormig=C3=B3n simple (Contreras et al., 2023). </span><= /p><p class=3D"awdiv"><span class=3D"awspan">Es</span><span class=3D"awspan= " style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">importante<= /span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span c= lass=3D"awspan">subrayar</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.1pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">la</span><span= class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"aws= pan">necesidad</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt">= </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"let= ter-spacing:0.1pt"> </span><span class=3D"awspan">desarrollar</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspa= n">modelos</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </s= pan><span class=3D"awspan">predictivos</span><span class=3D"awspan" style= =3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">para</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspa= n">evaluar la</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt">= </span><span class=3D"awspan">resistencia</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">a</span><span c= lass=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awsp= an">compresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.= 35pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" style= =3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">trav=C3=A9s</span= ><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"= > </span><span class=3D"awspan">ensayos</span><span class=3D"awspan" style= =3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">no</span><span cl= ass=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspa= n">destructivos</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt= "> </span><span class=3D"awspan">es</span><span class=3D"awspan" style=3D"l= etter-spacing:2.35pt"> </span><span class=3D"awspan">una</span><span class= =3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">= demanda</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </spa= n><span class=3D"awspan">en aumento</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.25pt"> </span><span class=3D"awspan">en</span><span class= =3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan"= >el</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><= span class=3D"awspan">sector</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.25pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">la</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cla= ss=3D"awspan">construcci=C3=B3n</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.25pt"> </span><span class=3D"awspan">(Contreras</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awsp= an">et</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </spa= n><span class=3D"awspan">al.,</span><span class=3D"awspan" style=3D"letter-= spacing:-0.25pt"> </span><span class=3D"awspan">2023).</span><span class=3D= "awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">Po= r</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><sp= an class=3D"awspan">lo</span><span class=3D"awspan" style=3D"letter-spacing= :-0.25pt"> </span><span class=3D"awspan">tanto,</span><span class=3D"awspan= " style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">los</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span clas= s=3D"awspan">modelos RLM</span><span class=3D"awspan" style=3D"letter-spaci= ng:1pt"> </span><span class=3D"awspan">aplicados</span><span class=3D"awspa= n" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">en</span><sp= an class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"aws= pan">esta</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span= ><span class=3D"awspan">investigaci=C3=B3n</span><span class=3D"awspan" sty= le=3D"letter-spacing:1pt"> </span><span class=3D"awspan">no</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">s= olo</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span= class=3D"awspan">sirven</span><span class=3D"awspan" style=3D"letter-spaci= ng:1pt"> </span><span class=3D"awspan">como</span><span class=3D"awspan" st= yle=3D"letter-spacing:1pt"> </span><span class=3D"awspan">una</span><span c= lass=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan"= >herramienta</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </s= pan><span class=3D"awspan">eficaz</span><span class=3D"awspan" style=3D"let= ter-spacing:1pt"> </span><span class=3D"awspan">para estimar</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.15pt"> </span><span class=3D"awspa= n">la</span><span class=3D"awspan" style=3D"letter-spacing:3.15pt"> </span>= <span class=3D"awspan">resistencia</span><span class=3D"awspan" style=3D"le= tter-spacing:3.15pt"> </span><span class=3D"awspan">a</span><span class=3D"= awspan" style=3D"letter-spacing:3.15pt"> </span><span class=3D"awspan">comp= resi=C3=B3n,</span><span class=3D"awspan" style=3D"letter-spacing:3.15pt"> = </span><span class=3D"awspan">sino</span><span class=3D"awspan" style=3D"le= tter-spacing:3.15pt"> </span><span class=3D"awspan">tambi=C3=A9n</span><spa= n class=3D"awspan" style=3D"letter-spacing:3.15pt"> </span><span class=3D"a= wspan">permiten</span><span class=3D"awspan" style=3D"letter-spacing:3.15pt= "> </span><span class=3D"awspan">optimizar</span><span class=3D"awspan" sty= le=3D"letter-spacing:3.15pt"> </span><span class=3D"awspan">el</span><span = class=3D"awspan" style=3D"letter-spacing:3.15pt"> </span><span class=3D"aws= pan">dise=C3=B1o</span><span class=3D"awspan" style=3D"letter-spacing:3.15p= t"> </span><span class=3D"awspan">de mezclas,</span><span class=3D"awspan" = style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">ya</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"= awspan">que,</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> = </span><span class=3D"awspan">al</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.7pt"> </span><span class=3D"awspan">conocer</span><span class= =3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">= la</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><sp= an class=3D"awspan">relaci=C3=B3n</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.7pt"> </span><span class=3D"awspan">entre</span><span class= =3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">= la</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><sp= an class=3D"awspan">composici=C3=B3n</span><span class=3D"awspan" style=3D"= letter-spacing:-0.7pt"> </span><span class=3D"awspan">del</span><span class= =3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">= hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt">= </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.7pt"> </span><span class=3D"awspan">su</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">resis= tencia, se</span><span class=3D"awspan" style=3D"letter-spacing:3.9pt"> </s= pan><span class=3D"awspan">puede</span><span class=3D"awspan" style=3D"lett= er-spacing:3.9pt"> </span><span class=3D"awspan">ajustar</span><span class= =3D"awspan" style=3D"letter-spacing:3.9pt"> </span><span class=3D"awspan">l= as</span><span class=3D"awspan" style=3D"letter-spacing:3.9pt"> </span><spa= n class=3D"awspan">proporciones</span><span class=3D"awspan" style=3D"lette= r-spacing:3.9pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:3.9pt"> </span><span class=3D"awspan">los</spa= n><span class=3D"awspan" style=3D"letter-spacing:3.9pt"> </span><span class= =3D"awspan">materiales</span><span class=3D"awspan" style=3D"letter-spacing= :3.9pt"> </span><span class=3D"awspan">para</span><span class=3D"awspan" st= yle=3D"letter-spacing:3.9pt"> </span><span class=3D"awspan">obtener</span><= span class=3D"awspan" style=3D"letter-spacing:3.9pt"> </span><span class=3D= "awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:3.9pt"> <= /span><span class=3D"awspan">propiedades mec=C3=A1nicas</span><span class= =3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">d= eseadas,</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </spa= n><span class=3D"awspan">optimizando</span><span class=3D"awspan" style=3D"= letter-spacing:0.6pt"> </span><span class=3D"awspan">el</span><span class= =3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">u= so</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><spa= n class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:= 0.6pt"> </span><span class=3D"awspan">recursos</span><span class=3D"awspan"= style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">y</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"aw= span">reduciendo</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt= "> </span><span class=3D"awspan">tiempos</span><span class=3D"awspan" style= =3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">y</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">= costos.</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span= ><span class=3D"awspan">En cuanto</span><span class=3D"awspan" style=3D"let= ter-spacing:0.45pt"> </span><span class=3D"awspan">a</span><span class=3D"a= wspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">la</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span cl= ass=3D"awspan">adaptabilidad,</span><span class=3D"awspan" style=3D"letter-= spacing:0.45pt"> </span><span class=3D"awspan">estos</span><span class=3D"a= wspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">model= os</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><sp= an class=3D"awspan">pueden</span><span class=3D"awspan" style=3D"letter-spa= cing:0.45pt"> </span><span class=3D"awspan">ser</span><span class=3D"awspan= " style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">f=C3=A1cil= mente</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span>= <span class=3D"awspan">ajustados</span><span class=3D"awspan" style=3D"lett= er-spacing:0.45pt"> </span><span class=3D"awspan">y</span><span class=3D"aw= span" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">actual= izados a</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </spa= n><span class=3D"awspan">medida</span><span class=3D"awspan" style=3D"lette= r-spacing:2.3pt"> </span><span class=3D"awspan">que</span><span class=3D"aw= span" style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">se</spa= n><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class= =3D"awspan">dispone</span><span class=3D"awspan" style=3D"letter-spacing:2.= 3pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">nuevos</span><span= class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"aws= pan">datos,</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </= span><span class=3D"awspan">lo</span><span class=3D"awspan" style=3D"letter= -spacing:2.3pt"> </span><span class=3D"awspan">que</span><span class=3D"aws= pan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">garantiz= a</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span= class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:= 2.3pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" styl= e=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">predicciones</spa= n><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class= =3D"awspan">se mantengan</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.45pt"> </span><span class=3D"awspan">precisas</span><span class=3D"aws= pan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">a</span= ><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class= =3D"awspan">lo</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"= > </span><span class=3D"awspan">largo</span><span class=3D"awspan" style=3D= "letter-spacing:0.45pt"> </span><span class=3D"awspan">del</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan"= >tiempo.</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </sp= an><span class=3D"awspan">Asimismo</span><span class=3D"awspan" style=3D"le= tter-spacing:0.45pt"> </span><span class=3D"awspan">la</span><span class=3D= "awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">Val= idaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> = </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"lette= r-spacing:0.45pt"> </span><span class=3D"awspan">Desempe=C3=B1o</span><span= class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </sp= an><span class=3D"awspan">los Modelos</span><span class=3D"awspan" style=3D= "letter-spacing:-0.45pt"> </span><span class=3D"awspan">(RLM)</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"aws= pan">se</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </sp= an><span class=3D"awspan">evaluaron</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.45pt"> </span><span class=3D"awspan">mediante</span><span = class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"aw= span">m=C3=A9tricas,</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.45pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">cuales</span><= span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class= =3D"awspan">indican,</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.45pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">promedio,</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span clas= s=3D"awspan">qu=C3=A9</span><span class=3D"awspan" style=3D"letter-spacing:= -0.45pt"> </span><span class=3D"awspan">tan lejos</span><span class=3D"awsp= an" style=3D"letter-spacing:3.7pt"> </span><span class=3D"awspan">est=C3=A1= n</span><span class=3D"awspan" style=3D"letter-spacing:3.7pt"> </span><span= class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:= 3.7pt"> </span><span class=3D"awspan">predicciones</span><span class=3D"aws= pan" style=3D"letter-spacing:3.7pt"> </span><span class=3D"awspan">que</spa= n><span class=3D"awspan" style=3D"letter-spacing:3.7pt"> </span><span class= =3D"awspan">genera</span><span class=3D"awspan" style=3D"letter-spacing:3.7= pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" style=3D= "letter-spacing:3.7pt"> </span><span class=3D"awspan">modelo</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.7pt"> </span><span class=3D"awspan= ">de</span><span class=3D"awspan" style=3D"letter-spacing:3.7pt"> </span><s= pan class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spaci= ng:3.7pt"> </span><span class=3D"awspan">valores</span><span class=3D"awspa= n" style=3D"letter-spacing:3.7pt"> </span><span class=3D"awspan">reales</sp= an><span class=3D"awspan" style=3D"letter-spacing:3.7pt"> </span><span clas= s=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:3.7p= t"> </span><span class=3D"awspan">ser considerados</span><span class=3D"aws= pan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">como</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span clas= s=3D"awspan">v=C3=A1lidos</span><span class=3D"awspan" style=3D"letter-spac= ing:1.1pt"> </span><span class=3D"awspan">(</span><a href=3D"#ref1" style= =3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#ref1" styl= e=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decoration:= underline">Alabi</span><span class=3D"awspan" style=3D"text-decoration:unde= rline; letter-spacing:1.1pt"> </span><span class=3D"awspan" style=3D"text-d= ecoration:underline">&</span><span class=3D"awspan" style=3D"text-decor= ation:underline; letter-spacing:1.1pt"> </span><span class=3D"awspan" style= =3D"text-decoration:underline">Mahachi,</span><span class=3D"awspan" style= =3D"text-decoration:underline; letter-spacing:1.1pt"> </span><span class=3D= "awspan" style=3D"text-decoration:underline">2022</span></a></p><p><span cl= ass=3D"awspan">).</span><span class=3D"awspan" style=3D"letter-spacing:1.1p= t"> </span><span class=3D"awspan">No</span><span class=3D"awspan" style=3D"= letter-spacing:1.1pt"> </span><span class=3D"awspan">solo</span><span class= =3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">l= os</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><spa= n class=3D"awspan">ingenieros</span><span class=3D"awspan" style=3D"letter-= spacing:1.1pt"> </span><span class=3D"awspan">civiles</span><span class=3D"= awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">y est= ructurales</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </= span><span class=3D"awspan">pueden</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.6pt"> </span><span class=3D"awspan">darle</span><span class= =3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">= utilidad</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </sp= an><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.6pt"> </span><span class=3D"awspan">este</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">modelo</= span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span c= lass=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.6pt"> </span><span class=3D"awspan">predecir</span><span class=3D"awspan"= style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">la</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D= "awspan">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.6pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" style= =3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">compresi=C3=B3n d= el</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span = class=3D"awspan">hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter= -spacing:1pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan"= style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">trav=C3=A9s</s= pan><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> <= /span><span class=3D"awspan">variables</span><span class=3D"awspan" style= =3D"letter-spacing:1pt"> </span><span class=3D"awspan">simples,</span><span= class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspa= n">sino</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><= span class=3D"awspan">tambi=C3=A9n</span><span class=3D"awspan" style=3D"le= tter-spacing:1pt"> </span><span class=3D"awspan">los</span><span class=3D"a= wspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">producto= res</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span= class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1= pt"> </span><span class=3D"awspan">hormig=C3=B3n quienes</span><span class= =3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">a= l</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span= class=3D"awspan">emplear</span><span class=3D"awspan" style=3D"letter-spac= ing:1.8pt"> </span><span class=3D"awspan">este</span><span class=3D"awspan"= style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">modelo</span= ><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt">= </span><span class=3D"awspan">f=C3=A1cil</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">compresi=C3=B3n</= span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span cl= ass=3D"awspan">podr=C3=ADan</span><span class=3D"awspan" style=3D"letter-sp= acing:1.8pt"> </span><span class=3D"awspan">optimizar</span><span class=3D"= awspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">y</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span clas= s=3D"awspan">acelerar</span><span class=3D"awspan" style=3D"letter-spacing:= 1.8pt"> </span><span class=3D"awspan">los procesos</span><span class=3D"aws= pan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">de</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span clas= s=3D"awspan">fabricaci=C3=B3n,</span><span class=3D"awspan" style=3D"letter= -spacing:1.25pt"> </span><span class=3D"awspan">garantizando</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspa= n">un</span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span>= <span class=3D"awspan">mejor</span><span class=3D"awspan" style=3D"letter-s= pacing:1.25pt"> </span><span class=3D"awspan">control</span><span class=3D"= awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">de</= span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span c= lass=3D"awspan">calidad</span><span class=3D"awspan" style=3D"letter-spacin= g:1.25pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">cada</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"= awspan">uno</span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:1.25pt"> </span><span class=3D"awspan">sus productos </span><span= class=3D"awspan" style=3D"color:#222222">(Iqtidar et al., 2021).</span></p= ><p class=3D"awdiv"><span class=3D"awspan">El</span><span class=3D"awspan" = style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">tema</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </s= pan><span class=3D"awspan">estudio</span><span class=3D"awspan" style=3D"le= tter-spacing:0.8pt"> </span><span class=3D"awspan">ha</span><span class=3D"= awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">sido<= /span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span c= lass=3D"awspan">objeto</span><span class=3D"awspan" style=3D"letter-spacing= :0.8pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">diversas</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"= awspan">investigaciones,</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.8pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">han</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"aw= span">abordado</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt">= </span><span class=3D"awspan">desde diferentes</span><span class=3D"awspan= " style=3D"letter-spacing:2.6pt"> </span><span class=3D"awspan">enfoques</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.6pt"> </span><span cla= ss=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:2.6p= t"> </span><span class=3D"awspan">aspectos</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.6pt"> </span><span class=3D"awspan">relacionados</sp= an><span class=3D"awspan" style=3D"letter-spacing:2.6pt"> </span><span clas= s=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-spacing:2.6pt= "> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"l= etter-spacing:2.6pt"> </span><span class=3D"awspan">resistencia</span><span= class=3D"awspan" style=3D"letter-spacing:2.6pt"> </span><span class=3D"aws= pan">a</span><span class=3D"awspan" style=3D"letter-spacing:2.6pt"> </span>= <span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spac= ing:2.6pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:2.6pt"> </span><span class=3D"awspan">e= n hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:5.35pt= "> </span><span class=3D"awspan">simple</span><span class=3D"awspan" style= =3D"letter-spacing:5.35pt"> </span><span class=3D"awspan">mediante</span><s= pan class=3D"awspan" style=3D"letter-spacing:5.35pt"> </span><span class=3D= "awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:5.35pt"> <= /span><span class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"l= etter-spacing:5.35pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:5.35pt"> </span><span class=3D"awspan">= regresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:5.35pt"= > </span><span class=3D"awspan">lineal</span><span class=3D"awspan" style= =3D"letter-spacing:5.35pt"> </span><span class=3D"awspan">simple.</span><sp= an class=3D"awspan" style=3D"letter-spacing:5.35pt"> </span><span class=3D"= awspan">Un</span><span class=3D"awspan" style=3D"letter-spacing:5.35pt"> </= span><span class=3D"awspan">ejemplo significativo</span><span class=3D"awsp= an" style=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span class= =3D"awspan">estos</span><span class=3D"awspan" style=3D"letter-spacing:2.05= pt"> </span><span class=3D"awspan">trabajos</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">es</span><span= class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span class=3D"aw= span">el</span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </sp= an><span class=3D"awspan">art=C3=ADculo</span><span class=3D"awspan" style= =3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">publicado</span><= span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span class= =3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:2.05pt= "> </span><a href=3D"#ref1" style=3D"text-decoration:none"></a></p><p class= =3D"awdiv"><a href=3D"#ref1" style=3D"text-decoration:none"><span class=3D"= awspan" style=3D"text-decoration:underline">Alabi</span><span class=3D"awsp= an" style=3D"text-decoration:underline; letter-spacing:2.05pt"> </span><spa= n class=3D"awspan" style=3D"text-decoration:underline">&</span><span cl= ass=3D"awspan" style=3D"text-decoration:underline; letter-spacing:2.05pt"> = </span><span class=3D"awspan" style=3D"text-decoration:underline">Mahachi</= span><span class=3D"awspan" style=3D"text-decoration:underline; letter-spac= ing:2.05pt"> </span><span class=3D"awspan" style=3D"text-decoration:underli= ne">(2022)</span></a></p><p style=3D"padding-bottom:10pt"><span class=3D"aw= span">, quienes</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt= "> </span><span class=3D"awspan">indican</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">que</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awsp= an">muchos</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </= span><span class=3D"awspan">problemas</span><span class=3D"awspan" style=3D= "letter-spacing:0.65pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">= ingenier=C3=ADa</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt= "> </span><span class=3D"awspan">demandan</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">la</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awsp= an">interacci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0= .65pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">dos</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awsp= an">o m=C3=A1s</span><span class=3D"awspan" style=3D"letter-spacing:5.1pt">= </span><span class=3D"awspan">par=C3=A1metros,</span><span class=3D"awspan= " style=3D"letter-spacing:5.1pt"> </span><span class=3D"awspan">lo</span><s= pan class=3D"awspan" style=3D"letter-spacing:5.1pt"> </span><span class=3D"= awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:5.1pt"> </= span><span class=3D"awspan">hace</span><span class=3D"awspan" style=3D"lett= er-spacing:5.1pt"> </span><span class=3D"awspan">imprescindible</span><span= class=3D"awspan" style=3D"letter-spacing:5.1pt"> </span><span class=3D"aws= pan">el</span><span class=3D"awspan" style=3D"letter-spacing:5.1pt"> </span= ><span class=3D"awspan">empleo</span><span class=3D"awspan" style=3D"letter= -spacing:5.1pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:5.1pt"> </span><span class=3D"awspan">t=C3=A9cn= icas</span><span class=3D"awspan" style=3D"letter-spacing:5.1pt"> </span><s= pan class=3D"awspan">estad=C3=ADsticas matem=C3=A1ticas</span><span class= =3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">q= ue</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><spa= n class=3D"awspan">permitan</span><span class=3D"awspan" style=3D"letter-sp= acing:1.1pt"> </span><span class=3D"awspan">modelar</span><span class=3D"aw= span" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">sistema= s</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span= class=3D"awspan">multivariados.</span><span class=3D"awspan" style=3D"lett= er-spacing:1.1pt"> </span><span class=3D"awspan">Por</span><span class=3D"a= wspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">esta</= span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span cl= ass=3D"awspan">raz=C3=B3n</span><span class=3D"awspan" style=3D"letter-spac= ing:1.1pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">regresi=C3=B3n= lineal</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span= ><span class=3D"awspan">m=C3=BAltiple</span><span class=3D"awspan" style=3D= "letter-spacing:0.9pt"> </span><span class=3D"awspan">es</span><span class= =3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">u= na</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><spa= n class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:= 0.9pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">herramientas</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class= =3D"awspan">m=C3=A1s</span><span class=3D"awspan" style=3D"letter-spacing:0= .9pt"> </span><span class=3D"awspan">poderosas</span><span class=3D"awspan"= style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">para</span><= span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D= "awspan">predecir</span><span class=3D"awspan" style=3D"letter-spacing:0.9p= t"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"= letter-spacing:0.9pt"> </span><span class=3D"awspan">relaci=C3=B3n</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"= awspan">m=C3=A1s probable</span><span class=3D"awspan" style=3D"letter-spac= ing:0.4pt"> </span><span class=3D"awspan">entre</span><span class=3D"awspan= " style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">la</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"= awspan">respuesta</span><span class=3D"awspan" style=3D"letter-spacing:0.4p= t"> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"l= etter-spacing:0.4pt"> </span><span class=3D"awspan">diversos</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan= ">par=C3=A1metros</span><span class=3D"awspan" style=3D"letter-spacing:0.4p= t"> </span><span class=3D"awspan">independientes.</span><span class=3D"awsp= an" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">Asimismo,= </span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span = class=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:0.= 4pt"> </span><span class=3D"awspan">trabajo experimental</span><span class= =3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">= realizado</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </s= pan><span class=3D"awspan">por</span><span class=3D"awspan" style=3D"letter= -spacing:0.65pt"> </span><span class=3D"awspan">Yancha</span><span class=3D= "awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">(20= 22),</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><= span class=3D"awspan">examin=C3=B3</span><span class=3D"awspan" style=3D"le= tter-spacing:0.65pt"> </span><span class=3D"awspan">el</span><span class=3D= "awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">com= portamiento</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:0.65pt"> </span><span class=3D"awspan">los</span><span class=3D"a= wspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">disti= ntos par=C3=A1metros</span><span class=3D"awspan" style=3D"letter-spacing:0= .25pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">influyen</span><= span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class= =3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"= > </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"le= tter-spacing:0.25pt"> </span><span class=3D"awspan">obtenci=C3=B3n</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D= "awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> <= /span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"lette= r-spacing:0.25pt"> </span><span class=3D"awspan">resistencia</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspa= n">a</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><= span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.25pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= del</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><s= pan class=3D"awspan">hormig=C3=B3n, donde</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">considera</span><= span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D= "awspan">=C3=B3ptima</span><span class=3D"awspan" style=3D"letter-spacing:0= .5pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">aplicaci=C3=B3n</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span cla= ss=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt= "> </span><span class=3D"awspan">modelos</span><span class=3D"awspan" style= =3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">de</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan"= >regresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"= > </span><span class=3D"awspan">lineal</span><span class=3D"awspan" style= =3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">m=C3=BAltiple</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class= =3D"awspan">RLM</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"= > </span><span class=3D"awspan">por medio</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">de</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan= ">la</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><s= pan class=3D"awspan">estad=C3=ADstica</span><span class=3D"awspan" style=3D= "letter-spacing:1.4pt"> </span><span class=3D"awspan">cl=C3=A1sica.</span><= span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D= "awspan">Adem=C3=A1s,</span><span class=3D"awspan" style=3D"letter-spacing:= 1.4pt"> </span><span class=3D"awspan">indica</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">que</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"aw= span">el</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </spa= n><span class=3D"awspan">desarrollo</span><span class=3D"awspan" style=3D"l= etter-spacing:1.4pt"> </span><span class=3D"awspan">de</span><span class=3D= "awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">mode= los</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><sp= an class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-spacin= g:1.4pt"> </span><span class=3D"awspan">alta capacidad</span><span class=3D= "awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">pred= ictiva</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span>= <span class=3D"awspan">puede</span><span class=3D"awspan" style=3D"letter-s= pacing:1.1pt"> </span><span class=3D"awspan">conducir</span><span class=3D"= awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">al</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span cla= ss=3D"awspan">ahorro</span><span class=3D"awspan" style=3D"letter-spacing:1= .1pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">tiempo</span><span= class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"aws= pan">y</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span>= <span class=3D"awspan">dinero</span><span class=3D"awspan" style=3D"letter-= spacing:1.1pt"> </span><span class=3D"awspan">(Yancha,</span><span class=3D= "awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">2022= ).</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><spa= n class=3D"awspan">En </span></p><p class=3D"awdiv" style=3D"font-size:11pt= "><span style=3D"height:0pt; display:block; position:absolute; z-index:15">= 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n-left:449.75pt; position:absolute" /></span><span class=3D"awspan">esta</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span cl= ass=3D"awspan">investigaci=C3=B3n,</span><span class=3D"awspan" style=3D"le= tter-spacing:0.45pt"> </span><span class=3D"awspan">para</span><span class= =3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">= los</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><s= pan class=3D"awspan">modelos</span><span class=3D"awspan" style=3D"letter-s= pacing:0.45pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">RLM</span= ><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class= =3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"= > </span><span class=3D"awspan">recogieron</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">diez</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"a= wspan">variables</span><span class=3D"awspan" style=3D"letter-spacing:0.45p= t"> </span><span class=3D"awspan">tales</span><span class=3D"awspan" style= =3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">como</span><span = class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aws= pan">la relaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:= 0.9pt"> </span><span class=3D"awspan">agua</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">y</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan= ">cemento,</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </s= pan><span class=3D"awspan">tipo</span><span class=3D"awspan" style=3D"lette= r-spacing:0.9pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">cemento<= /span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span c= lass=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:0.9p= t"> </span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D= "letter-spacing:0.9pt"> </span><span class=3D"awspan">cantidades</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </spa= n><span class=3D"awspan">agua,</span><span class=3D"awspan" style=3D"letter= -spacing:0.9pt"> </span><span class=3D"awspan">cemento,</span><span class= =3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">h= umo</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><sp= an class=3D"awspan">de s=C3=ADlice,</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.2pt"> </span><span class=3D"awspan">ceniza</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan= ">volante</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </s= pan><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.2pt"> </span><span class=3D"awspan">=C3=A1rido</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= fino.</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span>= <span class=3D"awspan">Por</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.2pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan"= style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">contrario,<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span = class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:= -0.2pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">modelo</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"= awspan">ANN</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> <= /span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.2pt"> </span><span class=3D"awspan">recogieron</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan= ">13 variables</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"= > </span><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"= letter-spacing:0.45pt"> </span><span class=3D"awspan">resistencias</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D= "awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </= span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter= -spacing:0.45pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span= class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aw= span">en</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </sp= an><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-= spacing:0.45pt"> </span><span class=3D"awspan">28</span><span class=3D"awsp= an" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">d=C3=ADa= s</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><spa= n class=3D"awspan">tales</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.45pt"> </span><span class=3D"awspan">como,</span><span class=3D"awspan= " style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class= =3D"awspan">relaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spac= ing:0.45pt"> </span><span class=3D"awspan">agua</span><span class=3D"awspan= " style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">y cemento,= </span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span = class=3D"awspan">tipo</span><span class=3D"awspan" style=3D"letter-spacing:= 0.7pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">cemento,</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"a= wspan">cantidad</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"= > </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"le= tter-spacing:0.7pt"> </span><span class=3D"awspan">humo</span><span class= =3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">d= e</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span= class=3D"awspan">s=C3=ADlice,</span><span class=3D"awspan" style=3D"letter= -spacing:0.7pt"> </span><span class=3D"awspan">ceniza</span><span class=3D"= awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">volan= te,</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><sp= an class=3D"awspan">=C3=A1rido</span><span class=3D"awspan" style=3D"letter= -spacing:0.7pt"> </span><span class=3D"awspan">fino,</span><span class=3D"a= wspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">=C3=A1= rido grueso, cantidad de agua, entre otros. </span></p><p class=3D"awdiv"><= span class=3D"awspan">Por</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.75pt"> </span><span class=3D"awspan">otra</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">parte</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><a href= =3D"#ref2" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a hre= f=3D"#ref2" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"= text-decoration:underline">Bakhoum</span><span class=3D"awspan" style=3D"te= xt-decoration:underline; letter-spacing:-0.75pt"> </span><span class=3D"aws= pan" style=3D"text-decoration:underline">et</span><span class=3D"awspan" st= yle=3D"text-decoration:underline; letter-spacing:-0.75pt"> </span><span cla= ss=3D"awspan" style=3D"text-decoration:underline">al.</span><span class=3D"= awspan" style=3D"text-decoration:underline; letter-spacing:-0.75pt"> </span= ><span class=3D"awspan" style=3D"text-decoration:underline">(2023</span></a= ></p><p><span class=3D"awspan">)</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.75pt"> </span><span class=3D"awspan">llevaron</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspa= n">a</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span>= <span class=3D"awspan">cabo</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.75pt"> </span><span class=3D"awspan">un</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">an=C3=A1= lisis</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span= ><span class=3D"awspan">sobre</span><span class=3D"awspan" style=3D"letter-= spacing:-0.75pt"> </span><span class=3D"awspan">modelos</span><span class= =3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan"= >predictivos que</span><span class=3D"awspan" style=3D"letter-spacing:0.15p= t"> </span><span class=3D"awspan">estiman</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">la</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awsp= an">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt= "> </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"le= tter-spacing:0.15pt"> </span><span class=3D"awspan">la</span><span class=3D= "awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">com= presi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> = </span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"let= ter-spacing:0.15pt"> </span><span class=3D"awspan">concreto</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan= ">verde,</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </sp= an><span class=3D"awspan">utilizando</span><span class=3D"awspan" style=3D"= letter-spacing:0.15pt"> </span><span class=3D"awspan">polvo</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan= ">de</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><= span class=3D"awspan">horno de</span><span class=3D"awspan" style=3D"letter= -spacing:0.9pt"> </span><span class=3D"awspan">cemento</span><span class=3D= "awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">y</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span cla= ss=3D"awspan">ceniza</span><span class=3D"awspan" style=3D"letter-spacing:0= .9pt"> </span><span class=3D"awspan">volante.</span><span class=3D"awspan" = style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">Es</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"aw= span">importante</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt= "> </span><span class=3D"awspan">resaltar</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">que,</span><span = class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awsp= an">los</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span= ><span class=3D"awspan">mismos</span><span class=3D"awspan" style=3D"letter= -spacing:0.9pt"> </span><span class=3D"awspan">consideraron</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan"= >este tema</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </= span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter= -spacing:-0.6pt"> </span><span class=3D"awspan">gran</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">impac= to</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><sp= an class=3D"awspan">ya</span><span class=3D"awspan" style=3D"letter-spacing= :-0.6pt"> </span><span class=3D"awspan">que,</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">el</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"a= wspan">concreto</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt= "> </span><span class=3D"awspan">verde</span><span class=3D"awspan" style= =3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">es</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspa= n">uno</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span= ><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.6pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan= " style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">recursos</= span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span c= lass=3D"awspan">altamente</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.6pt"> </span><span class=3D"awspan">utilizados en</span><span class= =3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">= la</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><sp= an class=3D"awspan">construcci=C3=B3n</span><span class=3D"awspan" style=3D= "letter-spacing:-0.3pt"> </span><span class=3D"awspan">debido</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awsp= an">a</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span>= <span class=3D"awspan">sus</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.3pt"> </span><span class=3D"awspan">ventajas</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">ambie= ntales.</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </spa= n><span class=3D"awspan">Por</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.3pt"> </span><span class=3D"awspan">esta</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">raz=C3= =B3n,</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span>= <span class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.3pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan= " style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">construcci= =C3=B3n de</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </spa= n><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-s= pacing:1pt"> </span><span class=3D"awspan">modelos</span><span class=3D"aws= pan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">RLM</span>= <span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"= awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span= ><span class=3D"awspan">ANN</span><span class=3D"awspan" style=3D"letter-sp= acing:1pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1pt"> </span><span class=3D"awspan">utilizaron</span= ><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D= "awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </sp= an><span class=3D"awspan">rango</span><span class=3D"awspan" style=3D"lette= r-spacing:1pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">datos</span>= <span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"= awspan">limitados</span><span class=3D"awspan" style=3D"letter-spacing:1pt"= > </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"le= tter-spacing:1pt"> </span><span class=3D"awspan">156</span><span class=3D"a= wspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">puntos, = adem=C3=A1s</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </= span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter= -spacing:1.9pt"> </span><span class=3D"awspan">consider=C3=B3</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspa= n">las</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span>= <span class=3D"awspan">propiedades</span><span class=3D"awspan" style=3D"le= tter-spacing:1.9pt"> </span><span class=3D"awspan">qu=C3=ADmicas</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </spa= n><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-s= pacing:1.9pt"> </span><span class=3D"awspan">componentes</span><span class= =3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">d= el</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><spa= n class=3D"awspan">concreto</span><span class=3D"awspan" style=3D"letter-sp= acing:1.9pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" = style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">el entorno</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span cla= ss=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt= "> </span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"= letter-spacing:0.7pt"> </span><span class=3D"awspan">experimentos</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"a= wspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </sp= an><span class=3D"awspan">laboratorio.</span><span class=3D"awspan" style= =3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">Por</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan= ">otro</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span>= <span class=3D"awspan">lado,</span><span class=3D"awspan" style=3D"letter-s= pacing:0.7pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan= " style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">desarrollar= on</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><spa= n class=3D"awspan">muestras</span><span class=3D"awspan" style=3D"letter-sp= acing:0.7pt"> </span><span class=3D"awspan">de entrenamiento,</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspa= n">validaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.4= pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"= letter-spacing:0.4pt"> </span><span class=3D"awspan">prueba</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan"= >en</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><sp= an class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacin= g:0.4pt"> </span><span class=3D"awspan">dos</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">modelos,</span>= <span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class= =3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt">= </span><span class=3D"awspan">primer</span><span class=3D"awspan" style=3D= "letter-spacing:0.4pt"> </span><span class=3D"awspan">modelo</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan= ">para</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span>= <span class=3D"awspan">concreto verde</span><span class=3D"awspan" style=3D= "letter-spacing:0.3pt"> </span><span class=3D"awspan">contiene</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">polvo</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </sp= an><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-s= pacing:0.3pt"> </span><span class=3D"awspan">horno</span><span class=3D"aws= pan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class= =3D"awspan">cemento</span><span class=3D"awspan" style=3D"letter-spacing:0.= 3pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" style= =3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">cambio,</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"aw= span">el</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </spa= n><span class=3D"awspan">segundo</span><span class=3D"awspan" style=3D"lett= er-spacing:0.3pt"> </span><span class=3D"awspan">modelo</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">p= ara</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><sp= an class=3D"awspan">concreto verde</span><span class=3D"awspan" style=3D"le= tter-spacing:0.6pt"> </span><span class=3D"awspan">contiene</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan"= >ceniza</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span= ><span class=3D"awspan">volante.</span><span class=3D"awspan" style=3D"lett= er-spacing:0.6pt"> </span><span class=3D"awspan">En</span><span class=3D"aw= span" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">cuanto<= /span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span c= lass=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:0.6p= t"> </span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D= "letter-spacing:0.6pt"> </span><span class=3D"awspan">resultados,</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"a= wspan">los</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </s= pan><span class=3D"awspan">modelos</span><span class=3D"awspan" style=3D"le= tter-spacing:0.6pt"> </span><span class=3D"awspan">ANN</span><span class=3D= "awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">most= raron una</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </s= pan><span class=3D"awspan">mejor</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.3pt"> </span><span class=3D"awspan">predicci=C3=B3n</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </= span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter= -spacing:-0.3pt"> </span><span class=3D"awspan">resistencia</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan= ">a</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><s= pan class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.3pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">= del</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><s= pan class=3D"awspan">concreto</span><span class=3D"awspan" style=3D"letter-= spacing:-0.3pt"> </span><span class=3D"awspan">verde</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">con</= span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span c= lass=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 3pt"> </span><span class=3D"awspan">valor</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">de R</span><span= class=3D"awspan" style=3D"font-size:8pt">2</span><span class=3D"awspan"> i= gual a 92,8% (</span><a href=3D"#ref2" style=3D"text-decoration:none"></a><= /p><p class=3D"awdiv"><a href=3D"#ref2" style=3D"text-decoration:none"><spa= n class=3D"awspan" style=3D"text-decoration:underline">Bakhoum et al., 2023= </span></a></p><p><span class=3D"awspan">). </span></p><p class=3D"awdiv"><= span class=3D"awspan">Corroborando</span><span class=3D"awspan" style=3D"le= tter-spacing:0.35pt"> </span><span class=3D"awspan">con</span><span class= =3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">= estos</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span>= <span class=3D"awspan">estudios</span><span class=3D"awspan" style=3D"lette= r-spacing:0.35pt"> </span><span class=3D"awspan">Carrasco</span><span class= =3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">= (2020)</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span= ><span class=3D"awspan">tambi=C3=A9n</span><span class=3D"awspan" style=3D"= letter-spacing:0.35pt"> </span><span class=3D"awspan">destaca</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awsp= an">el</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span= ><span class=3D"awspan">impacto</span><span class=3D"awspan" style=3D"lette= r-spacing:0.35pt"> </span><span class=3D"awspan">que</span><span class=3D"a= wspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">posee= cada</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span>= <span class=3D"awspan">variable</span><span class=3D"awspan" style=3D"lette= r-spacing:0.85pt"> </span><span class=3D"awspan">seleccionada</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awsp= an">en</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:0.85pt"> </span><span class=3D"awspan">resistencia</span><span class= =3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">= a</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><spa= n class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:= 0.85pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class=3D= "awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">del= </span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span= class=3D"awspan">hormig=C3=B3n</span><span class=3D"awspan" style=3D"lette= r-spacing:0.85pt"> </span><span class=3D"awspan">a</span><span class=3D"aws= pan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">los</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span cla= ss=3D"awspan">7</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt= "> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"le= tter-spacing:0.85pt"> </span><span class=3D"awspan">28 d=C3=ADas</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </spa= n><span class=3D"awspan">edad</span><span class=3D"awspan" style=3D"letter-= spacing:1.6pt"> </span><span class=3D"awspan">mediante</span><span class=3D= "awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">el</= span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span cl= ass=3D"awspan">uso</span><span class=3D"awspan" style=3D"letter-spacing:1.6= pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D= "letter-spacing:1.6pt"> </span><span class=3D"awspan">instrumentos</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </s= pan><span class=3D"awspan">regresi=C3=B3n</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">lineal</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"aw= span">m=C3=BAltiple</span><span class=3D"awspan" style=3D"letter-spacing:1.= 6pt"> </span><span class=3D"awspan">o</span><span class=3D"awspan" style=3D= "letter-spacing:1.6pt"> </span><span class=3D"awspan">modelos RLM.</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D= "awspan">Para</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt">= </span><span class=3D"awspan">esta</span><span class=3D"awspan" style=3D"l= etter-spacing:0.65pt"> </span><span class=3D"awspan">investigaci=C3=B3n,</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span cl= ass=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.65= pt"> </span><span class=3D"awspan">llev=C3=B3</span><span class=3D"awspan" = style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">a</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"a= wspan">cabo</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> <= /span><span class=3D"awspan">un</span><span class=3D"awspan" style=3D"lette= r-spacing:0.65pt"> </span><span class=3D"awspan">an=C3=A1lisis</span><span = class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"aws= pan">estad=C3=ADstico</span><span class=3D"awspan" style=3D"letter-spacing:= 0.65pt"> </span><span class=3D"awspan">para</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">cada</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"= awspan">variable recopilada</span><span class=3D"awspan" style=3D"letter-sp= acing:0.3pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" = style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">partir</span>= <span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt">= </span><span class=3D"awspan">709</span><span class=3D"awspan" style=3D"le= tter-spacing:0.3pt"> </span><span class=3D"awspan">ensayos;</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan"= >para</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><= span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.3pt"> </span><span class=3D"awspan">construcci=C3=B3n</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><spa= n class=3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spacing= :0.3pt"> </span><span class=3D"awspan">base</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">datos,</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </s= pan><span class=3D"awspan">donde</span><span class=3D"awspan" style=3D"lett= er-spacing:0.3pt"> </span><span class=3D"awspan">los modelos</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspa= n">arrojados</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> = </span><span class=3D"awspan">posteriormente</span><span class=3D"awspan" s= tyle=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">a</span><span= class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"aw= span">la</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </sp= an><span class=3D"awspan">matriz</span><span class=3D"awspan" style=3D"lett= er-spacing:3.35pt"> </span><span class=3D"awspan">de</span><span class=3D"a= wspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">datos= </span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span= class=3D"awspan">fueron</span><span class=3D"awspan" style=3D"letter-spaci= ng:3.35pt"> </span><span class=3D"awspan">evaluados</span><span class=3D"aw= span" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">median= te m=C3=A9tricas como el coeficiente de Pearson al cuadrado. </span></p><p = class=3D"awdiv" style=3D"padding-bottom:10pt"><span class=3D"awspan">Los</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span c= lass=3D"awspan">modelos</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.05pt"> </span><span class=3D"awspan">ANN</span><span class=3D"awspan" = style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">han</span><= span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">presentado</span><span class=3D"awspan" style=3D"letter-spacing= :-0.05pt"> </span><span class=3D"awspan">una</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">clara</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">ventaja</span><span class=3D"awspan" style=3D"letter-spacing:-0= .05pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" style= =3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">t=C3=A9rminos</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span c= lass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 05pt"> </span><span class=3D"awspan">capacidad</span><span class=3D"awspan"= style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">predictiva= en</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><= span class=3D"awspan">comparaci=C3=B3n</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">a</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awsp= an">los</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </sp= an><span class=3D"awspan">modelos</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.35pt"> </span><span class=3D"awspan">RLM.</span><span class= =3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan"= >No</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><= span class=3D"awspan">obstante,</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.35pt"> </span><span class=3D"awspan">una</span><span class=3D"= awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">de<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span= class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:= -0.35pt"> </span><span class=3D"awspan">principales</span><span class=3D"aw= span" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">limit= aciones</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </sp= an><span class=3D"awspan">que poseen</span><span class=3D"awspan" style=3D"= letter-spacing:2.8pt"> </span><span class=3D"awspan">los</span><span class= =3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">m= odelos</span><span class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span>= <span class=3D"awspan">ANN,</span><span class=3D"awspan" style=3D"letter-sp= acing:2.8pt"> </span><span class=3D"awspan">es</span><span class=3D"awspan"= style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">el</span><sp= an class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"a= wspan">requerimiento</span><span class=3D"awspan" style=3D"letter-spacing:2= .8pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">grandes</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"aw= span">conjuntos</span><span class=3D"awspan" style=3D"letter-spacing:2.8pt"= > </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"le= tter-spacing:2.8pt"> </span><span class=3D"awspan">datos</span><span class= =3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">p= ara entrenamiento,</span><span class=3D"awspan" style=3D"letter-spacing:0.3= pt"> </span><span class=3D"awspan">esto</span><span class=3D"awspan" style= =3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">resulta</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"aw= span">ser</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </sp= an><span class=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-s= pacing:0.3pt"> </span><span class=3D"awspan">aspecto</span><span class=3D"a= wspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">negati= vo</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><spa= n class=3D"awspan">debido</span><span class=3D"awspan" style=3D"letter-spac= ing:0.3pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">la</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">complejidad</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"= > </span><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"l= etter-spacing:0.3pt"> </span><span class=3D"awspan">implica obtener</span><= span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class= =3D"awspan">inmensas</span><span class=3D"awspan" style=3D"letter-spacing:0= .05pt"> </span><span class=3D"awspan">cantidades</span><span class=3D"awspa= n" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">de</span>= <span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class= =3D"awspan">datos</span><span class=3D"awspan" style=3D"letter-spacing:0.05= pt"> </span><span class=3D"awspan">relevantes</span><span class=3D"awspan" = style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">y</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"a= wspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </s= pan><span class=3D"awspan">alta</span><span class=3D"awspan" style=3D"lette= r-spacing:0.05pt"> </span><span class=3D"awspan">calidad;</span><span class= =3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">= esto</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><= span class=3D"awspan">no</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.05pt"> </span><span class=3D"awspan">ocurre</span><span class=3D"awspa= n" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">con</span= ><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class= =3D"awspan">los modelos</span><span class=3D"awspan" style=3D"letter-spacin= g:2.5pt"> </span><span class=3D"awspan">RLM</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">ya</span><span = class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awsp= an">que,</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </spa= n><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-s= pacing:2.5pt"> </span><span class=3D"awspan">una</span><span class=3D"awspa= n" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">cantidad</= span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span cl= ass=3D"awspan">menor</span><span class=3D"awspan" style=3D"letter-spacing:2= .5pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">datos</span><span = class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awsp= an">se</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span>= <span class=3D"awspan">puede</span><span class=3D"awspan" style=3D"letter-s= pacing:2.5pt"> </span><span class=3D"awspan">llegar</span><span class=3D"aw= span" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">a</span= ><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class= =3D"awspan">obtener resultados</span><span class=3D"awspan" style=3D"letter= -spacing:0.3pt"> </span><span class=3D"awspan">aceptables</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">a= </span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span = class=3D"awspan">partir</span><span class=3D"awspan" style=3D"letter-spacin= g:0.3pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">una</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">correcta</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> <= /span><span class=3D"awspan">selecci=C3=B3n</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">variables</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> = </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lett= er-spacing:0.3pt"> </span><span class=3D"awspan">entrada.</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">P= or</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><spa= n class=3D"awspan">otro lado,</span><span class=3D"awspan" style=3D"letter-= spacing:-0.35pt"> </span><span class=3D"awspan">si</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">se</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cl= ass=3D"awspan">compara</span><span class=3D"awspan" style=3D"letter-spacing= :-0.35pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">interpretabil= idad</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span>= <span class=3D"awspan">entre</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.35pt"> </span><span class=3D"awspan">ambos</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">mode= los,</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span>= <span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.35pt"> </span><span class=3D"awspan">modelos</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">RLM<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span= class=3D"awspan">permiten una</span><span class=3D"awspan" style=3D"letter= -spacing:1.05pt"> </span><span class=3D"awspan">mejor</span><span class=3D"= awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">comp= rensi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> = </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"lett= er-spacing:1.05pt"> </span><span class=3D"awspan">su</span><span class=3D"a= wspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">uso,<= /span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span = class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:1.0= 5pt"> </span><span class=3D"awspan">diferencia</span><span class=3D"awspan"= style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D= "awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> = </span><span class=3D"awspan">modelos</span><span class=3D"awspan" style=3D= "letter-spacing:1.05pt"> </span><span class=3D"awspan">ANN,</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan= ">conocidos</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> <= /span><span class=3D"awspan">como modelos de caja negra, porque no son inte= rpretables (Roque, 2021).</span></p><p class=3D"awdiv" style=3D"font-size:1= 1pt"><span style=3D"height:0pt; display:block; position:absolute; z-index:1= 7"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDB= AQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIe= 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rgin-left:449.75pt; position:absolute" /></span><span class=3D"awspan">En</= span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span cl= ass=3D"awspan">este</span><span class=3D"awspan" style=3D"letter-spacing:1.= 2pt"> </span><span class=3D"awspan">sentido</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">el</span><span = class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awsp= an">objetivo</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:1.2pt"> </span><span class=3D"awspan">esta</span><span class=3D"a= wspan" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">invest= igaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> <= /span><span class=3D"awspan">fue</span><span class=3D"awspan" style=3D"lett= er-spacing:1.2pt"> </span><span class=3D"awspan">construir</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">= un</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><spa= n class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spac= ing:1.2pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">regresi=C3=B3n= lineal</span><span class=3D"awspan" style=3D"letter-spacing:3.65pt"> </spa= n><span class=3D"awspan">m=C3=BAltiple</span><span class=3D"awspan" style= =3D"letter-spacing:3.65pt"> </span><span class=3D"awspan">para</span><span = class=3D"awspan" style=3D"letter-spacing:3.65pt"> </span><span class=3D"aws= pan">predecir</span><span class=3D"awspan" style=3D"letter-spacing:3.65pt">= </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"let= ter-spacing:3.65pt"> </span><span class=3D"awspan">resistencia</span><span = class=3D"awspan" style=3D"letter-spacing:3.65pt"> </span><span class=3D"aws= pan">a</span><span class=3D"awspan" style=3D"letter-spacing:3.65pt"> </span= ><span class=3D"awspan">compresi=C3=B3n</span><span class=3D"awspan" style= =3D"letter-spacing:3.65pt"> </span><span class=3D"awspan">del</span><span c= lass=3D"awspan" style=3D"letter-spacing:3.65pt"> </span><span class=3D"awsp= an">hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:3.65= pt"> </span><span class=3D"awspan">simple</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.65pt"> </span><span class=3D"awspan">de resistencias = normales a los 7, 14 y 28 d=C3=ADas.</span></p><p class=3D"awdiv"><span cla= ss=3D"awspan" style=3D"font-weight:bold">2.Metodolog=C3=ADa</span></p><p cl= ass=3D"awdiv"><span class=3D"awspan">El</span><span class=3D"awspan" style= =3D"letter-spacing:1pt"> </span><span class=3D"awspan">enfoque</span><span = class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan= ">de</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><spa= n class=3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-spacin= g:1pt"> </span><span class=3D"awspan">investigaci=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">fue= </span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span cl= ass=3D"awspan">cuantitativo</span><span class=3D"awspan" style=3D"letter-sp= acing:1pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" st= yle=3D"letter-spacing:1pt"> </span><span class=3D"awspan">se</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">= estructur=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:1pt"> = </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"lett= er-spacing:1pt"> </span><span class=3D"awspan">cuatro</span><span class=3D"= awspan" style=3D"letter-spacing:1pt"> </span><span class=3D"awspan">fases.<= /span><span class=3D"awspan" style=3D"letter-spacing:1pt"> </span><span cla= ss=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-spacing:1pt">= </span><span class=3D"awspan">la fase</span><span class=3D"awspan" style= =3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">preliminar,</span= ><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class= =3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"= > </span><span class=3D"awspan">emple=C3=B3</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">la</span><span= class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"aw= span">t=C3=A9cnica</span><span class=3D"awspan" style=3D"letter-spacing:1.2= 5pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">revisi=C3=B3n</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span cla= ss=3D"awspan">bibliogr=C3=A1fica,</span><span class=3D"awspan" style=3D"let= ter-spacing:1.25pt"> </span><span class=3D"awspan">para</span><span class= =3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">= la</span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><sp= an class=3D"awspan">recopilaci=C3=B3n</span><span class=3D"awspan" style=3D= "letter-spacing:1.25pt"> </span><span class=3D"awspan">de datos</span><span= class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"a= wspan">sobre</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt">= </span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.05pt"> </span><span class=3D"awspan">propiedades</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"= awspan">mec=C3=A1nicas</span><span class=3D"awspan" style=3D"letter-spacing= :-0.05pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">f=C3=ADsicas</= span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span = class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0= .05pt"> </span><span class=3D"awspan">agregados</span><span class=3D"awspan= " style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">fino</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span cla= ss=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-0.05p= t"> </span><span class=3D"awspan">grueso,</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">as=C3=AD</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">como</span><span class=3D"awspan" style=3D"letter-spacing:-0.05= pt"> </span><span class=3D"awspan">del cemento,</span><span class=3D"awspan= " style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">que</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">influyen</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.3pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" style= =3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">la</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspa= n">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"= > </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.3pt"> </span><span class=3D"awspan">la</span><span class=3D"= awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">comp= resi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> <= /span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.3pt"> </span><span class=3D"awspan">hormig=C3=B3n.</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"a= wspan">En</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </s= pan><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-= spacing:-0.3pt"> </span><span class=3D"awspan">primera</span><span class=3D= "awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">fas= e, se</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><= span class=3D"awspan">determinaron</span><span class=3D"awspan" style=3D"le= tter-spacing:0.6pt"> </span><span class=3D"awspan">los</span><span class=3D= "awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">pred= ictores</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span= ><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-s= pacing:0.6pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan= " style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">construcci= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span= ><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-sp= acing:0.6pt"> </span><span class=3D"awspan">modelo</span><span class=3D"aws= pan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">predicti= vo</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><spa= n class=3D"awspan">RLM.</span><span class=3D"awspan" style=3D"letter-spacin= g:0.6pt"> </span><span class=3D"awspan">En</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">la segunda</span= ><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class= =3D"awspan">fase,</span><span class=3D"awspan" style=3D"letter-spacing:3.4p= t"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"= letter-spacing:3.4pt"> </span><span class=3D"awspan">evalu=C3=B3</span><spa= n class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"aw= span">la</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </spa= n><span class=3D"awspan">capacidad</span><span class=3D"awspan" style=3D"le= tter-spacing:3.4pt"> </span><span class=3D"awspan">predictiva</span><span c= lass=3D"awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"awspa= n">del</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </span>= <span class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-= spacing:3.4pt"> </span><span class=3D"awspan">mediante</span><span class=3D= "awspan" style=3D"letter-spacing:3.4pt"> </span><span class=3D"awspan">m=C3= =A9tricas</span><span class=3D"awspan" style=3D"letter-spacing:3.4pt"> </sp= an><span class=3D"awspan">de evaluaci=C3=B3n</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">como</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"a= wspan">R</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span= class=3D"awspan">,</span><span class=3D"awspan" style=3D"letter-spacing:0.= 3pt"> </span><span class=3D"awspan">RMSE,</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">MAPE.</span><span= class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"aws= pan">Finalmente,</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt= "> </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"l= etter-spacing:0.3pt"> </span><span class=3D"awspan">la</span><span class=3D= "awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">terc= era</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><sp= an class=3D"awspan">fase,</span><span class=3D"awspan" style=3D"letter-spac= ing:0.3pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">valid=C3=B3</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span cla= ss=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt= "> </span><span class=3D"awspan">modelo RLM</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">comparando</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span c= lass=3D"awspan">sus</span><span class=3D"awspan" style=3D"letter-spacing:-0= .45pt"> </span><span class=3D"awspan">predicciones</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">con</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span c= lass=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:-0= .45pt"> </span><span class=3D"awspan">valores</span><span class=3D"awspan" = style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class= =3D"awspan">resistencia</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.45pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">compresi=C3= =B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span>= <span class=3D"awspan">obtenidos en</span><span class=3D"awspan" style=3D"l= etter-spacing:0.8pt"> </span><span class=3D"awspan">cilindros</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspa= n">de</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><= span class=3D"awspan">hormig=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.8pt"> </span><span class=3D"awspan">elaborados</span><span = class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awsp= an">con</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span= ><span class=3D"awspan">materiales</span><span class=3D"awspan" style=3D"le= tter-spacing:0.8pt"> </span><span class=3D"awspan">de</span><span class=3D"= awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">la</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span cla= ss=3D"awspan">sierra</span><span class=3D"awspan" style=3D"letter-spacing:0= .8pt"> </span><span class=3D"awspan">central</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">del</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"aw= span">Ecuador.</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt">= </span><span class=3D"awspan">A continuaci=C3=B3n,</span><span class=3D"aw= span" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">se</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span cla= ss=3D"awspan">detallan</span><span class=3D"awspan" style=3D"letter-spacing= :0.95pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">m=C3=A9todos</= span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span c= lass=3D"awspan">utilizados</span><span class=3D"awspan" style=3D"letter-spa= cing:0.95pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan"= style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">cada</span>= <span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class= =3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt= "> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"l= etter-spacing:0.95pt"> </span><span class=3D"awspan">las</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= fases,</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span= ><span class=3D"awspan">as=C3=AD</span><span class=3D"awspan" style=3D"lett= er-spacing:0.95pt"> </span><span class=3D"awspan">como</span><span class=3D= "awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">las= actividades realizadas. </span></p><p class=3D"awdiv"><span class=3D"awspa= n" style=3D"font-style:italic">2.1. Fase preliminar</span></p><p class=3D"a= wdiv"><span class=3D"awspan">Para</span><span class=3D"awspan" style=3D"let= ter-spacing:1.05pt"> </span><span class=3D"awspan">cumplir</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan"= >con</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><= span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.05pt"> </span><span class=3D"awspan">prop=C3=B3sito</span><span class= =3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><sp= an class=3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.05pt"> </span><span class=3D"awspan">fase</span><span class=3D"awspan"= style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">se</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D= "awspan">realizaron</span><span class=3D"awspan" style=3D"letter-spacing:1.= 05pt"> </span><span class=3D"awspan">actividades</span><span class=3D"awspa= n" style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">como:</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span cla= ss=3D"awspan">b=C3=BAsqueda</span><span class=3D"awspan" style=3D"letter-sp= acing:1.05pt"> </span><span class=3D"awspan">y recopilaci=C3=B3n</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> <= /span><span class=3D"awspan">informaci=C3=B3n</span><span class=3D"awspan" = style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">mediante</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span c= lass=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 45pt"> </span><span class=3D"awspan">m=C3=A9todo</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">de</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span clas= s=3D"awspan">an=C3=A1lisis</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.45pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">documento= s</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><sp= an class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.45pt"> </span><span class=3D"awspan">exploran a</span><span class=3D"a= wspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">profun= didad</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><= span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.4pt"> </span><span class=3D"awspan">comportamiento</span><span class= =3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">d= el</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><spa= n class=3D"awspan">hormig=C3=B3n.</span><span class=3D"awspan" style=3D"let= ter-spacing:1.4pt"> </span><span class=3D"awspan">Mediante</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">= el</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><spa= n class=3D"awspan">uso</span><span class=3D"awspan" style=3D"letter-spacing= :1.4pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">art=C3=ADculos,</= span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span cl= ass=3D"awspan">fuentes escritas,</span><span class=3D"awspan" style=3D"lett= er-spacing:0.05pt"> </span><span class=3D"awspan">sitios</span><span class= =3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">= web</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><s= pan class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing= :0.05pt"> </span><span class=3D"awspan">repositorios</span><span class=3D"a= wspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">de</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span cl= ass=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:0.0= 5pt"> </span><span class=3D"awspan">universidades,</span><span class=3D"aws= pan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">que</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span cla= ss=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.05p= t"> </span><span class=3D"awspan">indican</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">en</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awsp= an">la</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span= ><a href=3D"#tabla1" style=3D"text-decoration:none"></a></p><p class=3D"awd= iv"><a href=3D"#tabla1" style=3D"text-decoration:none"><span class=3D"awspa= n" style=3D"font-weight:bold; text-decoration:underline">Tabla</span><span = class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline; lett= er-spacing:0.05pt"> </span><span class=3D"awspan" style=3D"font-weight:bold= ; text-decoration:underline">1</span></a></p><p><span class=3D"awspan" styl= e=3D"font-weight:bold">,</span><span class=3D"awspan" style=3D"font-weight:= bold; letter-spacing:0.05pt"> </span><span class=3D"awspan">con el</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D= "awspan">prop=C3=B3sito</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">recopilar</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span clas= s=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:0.25p= t"> </span><span class=3D"awspan">valores</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awsp= an">potenciales</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt= "> </span><span class=3D"awspan">variables</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">predictoras,</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span cl= ass=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:0.2= 5pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style= =3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">adaptan al contex= to local. </span></p><p class=3D"awdiv"><a id=3D"tabla1"></a><span class=3D= "awspan" style=3D"font-weight:bold">Tabla 1</span></p><p class=3D"awdiv"><s= pan class=3D"awspan" style=3D"font-style:italic">Repositorio de universidad= es ecuatorianas</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">Repositorios</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">URL</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">Universidad T=C3=A9cnica de Ambato<= /span></p><p class=3D"awdiv"><a href=3D"https://repositorio.uta.edu.ec/" st= yle=3D"text-decoration:none"><span class=3D"awspan" style=3D"font-size:10pt= ; text-decoration:underline">https://repositorio.uta.edu.ec</span></a></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">Escuela Polit=C3=A9cnica Nacional</span></p><p class=3D"awd= iv"><a href=3D"https://bibdigital.epn.edu.ec/" style=3D"text-decoration:non= e"><span class=3D"awspan" style=3D"font-size:10pt; text-decoration:underlin= e">https://bibdigital.epn.edu.ec</span></a></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Universidad= Central del Ecuador</span></p><p class=3D"awdiv"><a href=3D"https://www.ds= pace.uce.edu.ec/" style=3D"text-decoration:none"><span class=3D"awspan" sty= le=3D"font-size:10pt; text-decoration:underline">https://www.dspace.uce.edu= .ec</span></a></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Pontificia Universidad Cat=C3=B3lica d= el Ecuador</span></p><p class=3D"awdiv"><a href=3D"https://repositorio.puce= .edu.ec/" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"fo= nt-size:10pt; text-decoration:underline">https://repositorio.puce.edu.ec</s= pan></a></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Universidad Esp=C3=ADritu Santo</span></p><p c= lass=3D"awdiv"><a href=3D"http://repositorio.uees.edu.ec/" style=3D"text-de= coration:none"><span class=3D"awspan" style=3D"font-size:10pt; text-decorat= ion:underline">http://repositorio.uees.edu.ec/</span></a></p><p class=3D"aw= div"><span class=3D"awspan">Para</span><span class=3D"awspan" style=3D"lett= er-spacing:2.25pt"> </span><span class=3D"awspan">la</span><span class=3D"a= wspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">selec= ci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </s= pan><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-= spacing:2.25pt"> </span><span class=3D"awspan">las</span><span class=3D"aws= pan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">variabl= es</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><sp= an class=3D"awspan">preliminares,</span><span class=3D"awspan" style=3D"let= ter-spacing:2.25pt"> </span><span class=3D"awspan">se</span><span class=3D"= awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">empl= e=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </spa= n><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-sp= acing:2.25pt"> </span><span class=3D"awspan">m=C3=A9todo</span><span class= =3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><sp= an class=3D"awspan">revisi=C3=B3n</span><span class=3D"awspan" style=3D"let= ter-spacing:2.25pt"> </span><span class=3D"awspan">de literatura</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"a= wspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </s= pan><span class=3D"awspan">identificaron</span><span class=3D"awspan" style= =3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">y</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan= ">preseleccionaron</span><span class=3D"awspan" style=3D"letter-spacing:0.5= 5pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" style= =3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">variables</span><= span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class= =3D"awspan">(</span><a href=3D"#tabla2" style=3D"text-decoration:none"></a>= </p><p class=3D"awdiv"><a href=3D"#tabla2" style=3D"text-decoration:none"><= span class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline"= >Tabla</span><span class=3D"awspan" style=3D"font-weight:bold; text-decorat= ion:underline; letter-spacing:0.55pt"> </span><span class=3D"awspan" style= =3D"font-weight:bold; text-decoration:underline">2</span></a></p><p style= =3D"padding-bottom:10pt"><span class=3D"awspan">),</span><span class=3D"aws= pan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">que</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cla= ss=3D"awspan">fueron</span><span class=3D"awspan" style=3D"letter-spacing:0= 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-left:449.75pt; position:absolute" /></span><a id=3D"tabla2"></a><span clas= s=3D"awspan" style=3D"font-weight:bold">Tabla 2</span></p><p class=3D"awdiv= "><span class=3D"awspan" style=3D"font-style:italic">Recopilaci=C3=B3n de l= as variables utilizadas en estudios previos</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Reco= pilaci=C3=B3n de variables</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">Autores</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">Tipo y marca del cemento</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt; color:#= 222222">Iqtidar et al. (2021)</span><span class=3D"awspan" style=3D"font-si= ze:10pt">, Yancha (2022), Bakhoum et al. (2023), Roque (2021)</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">Asentamiento del hormig=C3=B3n (Cono Abrams)</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt; color:#222222">Iqtidar et al. (2021)</span><span class=3D"awspan= " style=3D"font-size:10pt">, Yancha (2022)</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Tipo = de curado</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Yancha (2022)</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">C=C3=B3digo de la muestra</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Yancha (2022), Roqu= e (2021).</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Humo S=C3=ADlice</span></p><p class=3D= "awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:= 10pt; color:#222222">Iqtidar et al. (2021)</span><span class=3D"awspan" sty= le=3D"font-size:10pt">, Yancha (2022)</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Ceniza vol= ante de alta reactividad</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt; color:#222222">Iqtidar = et al. (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">Ceniza volante com=C3=BAn</span></= p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt; color:#222222">Iqtidar et al. (2021),</span><span class= =3D"awspan" style=3D"font-size:10pt"> Yancha (2022)</span></p><p class=3D"a= wdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10= pt">Granito Triturado</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt; color:#222222">Iqtidar et = al. (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">Escoria de horno de cuba</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt; color:#222222">Iqtidar et al. (2021)</span></p><p class=3D"a= wdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10= pt">Soluci=C3=B3n alcalina</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt; color:#222222">Iqtida= r et al. (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">Relaci=C3=B3n Agua-Cemento (A/C)= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt; color:#222222">Iqtidar et al. (2021)</span><spa= n class=3D"awspan" style=3D"font-size:10pt">, Yancha (2022), Bakhoum et al.= (2023), Carrasco (2020), Roque (2021).</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Edad de= l hormig=C3=B3n </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt; color:#222222">Iqtidar et al. (= 2021)</span><span class=3D"awspan" style=3D"font-size:10pt">, Yancha (2022)= , Carrasco (2020)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><sp= an class=3D"awspan" style=3D"font-size:10pt">Tipo de mezcla</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">Roque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">Peso del cemento</span>= </p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" styl= e=3D"font-size:10pt">Yancha (2022), Bakhoum et al. (2023), Yancha (2022), R= oque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cla= ss=3D"awspan" style=3D"font-size:10pt">Cantidad granulom=C3=A9tricas de los= =C3=A1ridos (fino y grueso)</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt; color:#222222">Iqti= dar et al. (2021)</span><span class=3D"awspan" style=3D"font-size:10pt">, Y= ancha (2022), Bakhoum et al. (2023), Carrasco (2020), Roque L=C3=B3pez (202= 1).</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">Pesos de los =C3=A1ridos (fino y grueso)</sp= an></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" s= tyle=3D"font-size:10pt; color:#222222">Iqtidar et al. (2021)</span><span cl= ass=3D"awspan" style=3D"font-size:10pt">, Yancha (2022), Bakhoum et al. (20= 23), Carrasco (2020), Roque (2021).</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad de = agua a=C3=B1adida a la mezcla</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Yancha (2022), Bak= houm et al. (2023), Carrasco (2020)</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Peso de agua= a=C3=B1adida a la mezcla</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">Roque (2021)</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Porcentaje de humedad en cada uno de los tipos de =C3= =A1ridos</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Roque (2021)</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">Lugar de fabricaci=C3=B3n Mezcladora o Dosificadora</span></p><p class=3D= "awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:= 10pt">Roque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><s= pan class=3D"awspan" style=3D"font-size:10pt">Mes del hormigonado</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Roque (2021)</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Descenso del co= no de Abrams en laboratorio</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">Roque (2021)</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Descenso del cono de Abrams en obra</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Roque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">Temperatura de agua de cur= ado</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">Yancha (2022)</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Tem= peratura del hormig=C3=B3n en laboratorio</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Yancha= (2022), Roque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">Temperatura del hormig=C3= =B3n en obra</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">Roque (2021)</span></p><p class=3D"= awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:1= 0pt">Tiempo de traslado del hormig=C3=B3n a obra</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >Roque (2021)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">Resistencia a compresi=C3=B3n a lo= s 28 d=C3=ADas* </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">Yancha (2022), Bakhoum et al. 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n-left:449.75pt; position:absolute" /></span><span class=3D"awspan" style= =3D"font-weight:bold">Tabla 2</span></p><p class=3D"awdiv"><span class=3D"a= wspan" style=3D"font-style:italic">Recopilaci=C3=B3n de las variables utili= zadas en estudios previos (continuaci=C3=B3n)</span></p><p class=3D"awdiv" = style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Re= copilaci=C3=B3n de variables</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Autores</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">Gravedad Espec=C3=ADfica de la muestra</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt; color:#222222">Iqtidar et al. (2021)</span></p><p class=3D"awdiv" = style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Ca= ntidad de superplastificantes</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Bakhoum et al. (20= 23), Carrasco (2020)</span></p><p class=3D"awdiv" style=3D"font-size:10pt">= <span class=3D"awspan" style=3D"font-size:10pt">Relaci=C3=B3n ripio-cemento= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">Yancha (2022)</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Densid= ad del agregado</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">Yancha (2022)</span></p><p class= =3D"awdiv"><span class=3D"awspan">La informaci=C3=B3n recolectada fue trata= da, en primera instancia se codificaron las variables, luego</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan= ">se</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><s= pan class=3D"awspan">realiz=C3=B3</span><span class=3D"awspan" style=3D"let= ter-spacing:0.4pt"> </span><span class=3D"awspan">la</span><span class=3D"a= wspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">transf= ormaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> = </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lett= er-spacing:0.4pt"> </span><span class=3D"awspan">las</span><span class=3D"a= wspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">unidad= es,</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><sp= an class=3D"awspan">unificando</span><span class=3D"awspan" style=3D"letter= -spacing:0.4pt"> </span><span class=3D"awspan">las</span><span class=3D"aws= pan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">unidades= </span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span = class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.= 4pt"> </span><span class=3D"awspan">medida</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">y formatos</span= ><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class= =3D"awspan">num=C3=A9ricos,</span><span class=3D"awspan" style=3D"letter-sp= acing:2.5pt"> </span><span class=3D"awspan">as=C3=AD</span><span class=3D"a= wspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">tambi= =C3=A9n</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span= ><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spa= cing:2.5pt"> </span><span class=3D"awspan">establecieron</span><span class= =3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">l= as</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><spa= n class=3D"awspan">edades</span><span class=3D"awspan" style=3D"letter-spac= ing:2.5pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">las</span><span= class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"aws= pan">que</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </spa= n><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-sp= acing:2.5pt"> </span><span class=3D"awspan">evalu=C3=B3</span><span class= =3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">l= a resistencia</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt">= </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"lett= er-spacing:0.45pt"> </span><span class=3D"awspan">la</span><span class=3D"a= wspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">compr= esi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </= span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"lette= r-spacing:0.45pt"> </span><span class=3D"awspan">hormig=C3=B3n,</span><span= class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aw= span">las</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </s= pan><span class=3D"awspan">cuales</span><span class=3D"awspan" style=3D"let= ter-spacing:0.45pt"> </span><span class=3D"awspan">fueron</span><span class= =3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">= a</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><spa= n class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing= :0.45pt"> </span><span class=3D"awspan">7,</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">14</span><span = class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aws= pan">y</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span= ><span class=3D"awspan">28</span><span class=3D"awspan" style=3D"letter-spa= cing:0.45pt"> </span><span class=3D"awspan">d=C3=ADas,</span><span class=3D= "awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">con= </span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span= class=3D"awspan">la finalidad de obtener un modelo predictivo (Yancha, 202= 2).</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-style= :italic">2.2. Fase 1</span></p><p class=3D"awdiv"><span class=3D"awspan">En= esta fase se busc=C3=B3 identificar correlaci=C3=B3n lineal entre las vari= ables independientes y la variable</span><span class=3D"awspan" style=3D"le= tter-spacing:0.4pt"> </span><span class=3D"awspan">dependiente</span><span = class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awsp= an">de</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span>= <span class=3D"awspan">inter=C3=A9s</span><span class=3D"awspan" style=3D"l= etter-spacing:0.4pt"> </span><span class=3D"awspan">que</span><span class= =3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">e= s</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span= class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0= .4pt"> </span><span class=3D"awspan">resistencia</span><span class=3D"awspa= n" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">a</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"= awspan">compresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacin= g:0.4pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">hormig=C3=B3n</= span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span cl= ass=3D"awspan">simple. Para</span><span class=3D"awspan" style=3D"letter-sp= acing:3.05pt"> </span><span class=3D"awspan">ello</span><span class=3D"awsp= an" style=3D"letter-spacing:3.05pt"> </span><span class=3D"awspan">se</span= ><span class=3D"awspan" style=3D"letter-spacing:3.05pt"> </span><span class= =3D"awspan">evalu=C3=B3</span><span class=3D"awspan" style=3D"letter-spacin= g:3.05pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" st= yle=3D"letter-spacing:3.05pt"> </span><span class=3D"awspan">relaci=C3=B3n<= /span><span class=3D"awspan" style=3D"letter-spacing:3.05pt"> </span><span = class=3D"awspan">entre</span><span class=3D"awspan" style=3D"letter-spacing= :3.05pt"> </span><span class=3D"awspan">28</span><span class=3D"awspan" sty= le=3D"letter-spacing:3.05pt"> </span><span class=3D"awspan">variables</span= ><span class=3D"awspan" style=3D"letter-spacing:3.05pt"> </span><span class= =3D"awspan">predictoras</span><span class=3D"awspan" style=3D"letter-spacin= g:3.05pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" sty= le=3D"letter-spacing:3.05pt"> </span><span class=3D"awspan">la</span><span = class=3D"awspan" style=3D"letter-spacing:3.05pt"> </span><span class=3D"aws= pan">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:3.05p= t"> </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"l= etter-spacing:3.05pt"> </span><span class=3D"awspan">la compresi=C3=B3n</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span cl= ass=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 75pt"> </span><span class=3D"awspan">hormig=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">como</= span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span = class=3D"awspan">variable</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.75pt"> </span><span class=3D"awspan">dependiente,</span><span class= =3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan"= >utilizando</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> = </span><span class=3D"awspan">un</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.75pt"> </span><span class=3D"awspan">conjunto</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspa= n">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span= ><span class=3D"awspan">179</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.75pt"> </span><span class=3D"awspan">datos de</span><span class=3D= "awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">espe= c=C3=ADmenes</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:2.2pt"> </span><span class=3D"awspan">concreto.</span><span class= =3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">P= ara</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><sp= an class=3D"awspan">evaluar</span><span class=3D"awspan" style=3D"letter-sp= acing:2.2pt"> </span><span class=3D"awspan">qu=C3=A9</span><span class=3D"a= wspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">tan</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span cla= ss=3D"awspan">fuerte</span><span class=3D"awspan" style=3D"letter-spacing:2= .2pt"> </span><span class=3D"awspan">es</span><span class=3D"awspan" style= =3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">la</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan"= >correlaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.2p= t"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"= letter-spacing:2.2pt"> </span><span class=3D"awspan">us=C3=B3</span><span c= lass=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspa= n">el software</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"= > </span><span class=3D"awspan">RStudio</span><span class=3D"awspan" style= =3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">y</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan= ">los</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span>= <span class=3D"awspan">paquetes</span><span class=3D"awspan" style=3D"lette= r-spacing:1.85pt"> </span><span class=3D"awspan" style=3D"font-style:italic= ">readxl</span><span class=3D"awspan">,</span><span class=3D"awspan" style= =3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">desarrollado</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span clas= s=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:1.85p= t"> </span><span class=3D"awspan">Wickham</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">&</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"a= wspan">Bryan</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> = </span><span class=3D"awspan">(2025), corrplot</span><span class=3D"awspan"= style=3D"letter-spacing:2.4pt"> </span><span class=3D"awspan">desarrollado= </span><span class=3D"awspan" style=3D"letter-spacing:2.4pt"> </span><span = class=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:2= .4pt"> </span><span class=3D"awspan">Wei</span><span class=3D"awspan" style= =3D"letter-spacing:2.4pt"> </span><span class=3D"awspan">&</span><span = class=3D"awspan" style=3D"letter-spacing:2.4pt"> </span><span class=3D"awsp= an">Simko</span><span class=3D"awspan" style=3D"letter-spacing:2.4pt"> </sp= an><span class=3D"awspan">(2024),</span><span class=3D"awspan" style=3D"let= ter-spacing:2.4pt"> </span><span class=3D"awspan">el</span><span class=3D"a= wspan" style=3D"letter-spacing:2.4pt"> </span><span class=3D"awspan">paquet= e</span><span class=3D"awspan" style=3D"letter-spacing:2.4pt"> </span><span= class=3D"awspan" style=3D"font-style:italic">GGally</span><span class=3D"a= wspan" style=3D"font-style:italic; letter-spacing:2.4pt"> </span><span clas= s=3D"awspan">desarrollado</span><span class=3D"awspan" style=3D"letter-spac= ing:2.4pt"> </span><span class=3D"awspan">por Schloerke</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">e= t</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span= class=3D"awspan">al.</span><span class=3D"awspan" style=3D"letter-spacing:= 0.3pt"> </span><span class=3D"awspan">(2024),</span><span class=3D"awspan" = style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">el</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"aw= span">paquete</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> = </span><span class=3D"awspan" style=3D"font-style:italic">ggplot2</span><sp= an class=3D"awspan" style=3D"font-style:italic; letter-spacing:0.3pt"> </sp= an><span class=3D"awspan" style=3D"font-style:italic">desarrollado</span><s= pan class=3D"awspan" style=3D"font-style:italic; letter-spacing:0.3pt"> </s= pan><span class=3D"awspan" style=3D"font-style:italic">por</span><span clas= s=3D"awspan" style=3D"font-style:italic; letter-spacing:0.3pt"> </span><spa= n class=3D"awspan">Wickham</span><span class=3D"awspan" style=3D"letter-spa= cing:0.3pt"> </span><span class=3D"awspan">(2016).</span><span class=3D"aws= pan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">Tambi=C3= =A9n se</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span= ><span class=3D"awspan">emple=C3=B3</span><span class=3D"awspan" style=3D"l= etter-spacing:0.8pt"> </span><span class=3D"awspan">el</span><span class=3D= "awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">ento= rno</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><sp= an class=3D"awspan" style=3D"font-style:italic">Tidyverse</span><span class= =3D"awspan">,</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> = </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"lette= r-spacing:0.8pt"> </span><span class=3D"awspan">el</span><span class=3D"aws= pan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">conjunto= </span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span = class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.= 8pt"> </span><span class=3D"awspan">paquetes</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">dise=C3=B1ados= </span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span = class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:= 0.8pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">ciencia</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"aw= span">de datos</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"= > </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.2pt"> </span><span class=3D"awspan">R,</span><span class=3D= "awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">des= arrollado</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </s= pan><span class=3D"awspan">por</span><span class=3D"awspan" style=3D"letter= -spacing:-0.2pt"> </span><span class=3D"awspan">Wickham</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= et</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><sp= an class=3D"awspan">al.</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.2pt"> </span><span class=3D"awspan">(2019).</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">Una</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class= =3D"awspan">vez</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt= "> </span><span class=3D"awspan">generados</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">los</span><span= class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"aw= span">resultados,</span><span class=3D"awspan" style=3D"letter-spacing:-0.2= pt"> </span><span class=3D"awspan">se evalu=C3=B3</span><span class=3D"awsp= an" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">el</span>= <span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">valor</span><span class=3D"awspan" style=3D"letter-spacing:0.6p= t"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"= letter-spacing:0.6pt"> </span><span class=3D"awspan">coeficiente</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </spa= n><span class=3D"awspan">determinaci=C3=B3n</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">(R</span><span = class=3D"awspan" style=3D"font-size:8pt">2</span><span class=3D"awspan">),<= /span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span c= lass=3D"awspan">considerando</span><span class=3D"awspan" style=3D"letter-s= pacing:0.6pt"> </span><span class=3D"awspan">valores</span><span class=3D"a= wspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">superi= ores</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><s= pan class=3D"awspan">a 0.5 o inferiores -0.5, como valores que indican una = alta correlaci=C3=B3n lineal.</span></p><p class=3D"awdiv"><span class=3D"a= wspan" style=3D"font-style:italic">2.3. Fase 2 </span></p><p class=3D"awdiv= "><span class=3D"awspan">Para</span><span class=3D"awspan" style=3D"letter-= spacing:2pt"> </span><span class=3D"awspan">construir</span><span class=3D"= awspan" style=3D"letter-spacing:2pt"> </span><span class=3D"awspan">y</span= ><span class=3D"awspan" style=3D"letter-spacing:2pt"> </span><span class=3D= "awspan">testear</span><span class=3D"awspan" style=3D"letter-spacing:2pt">= </span><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"let= ter-spacing:2pt"> </span><span class=3D"awspan">modelo</span><span class=3D= "awspan" style=3D"letter-spacing:2pt"> </span><span class=3D"awspan">se</sp= an><span class=3D"awspan" style=3D"letter-spacing:2pt"> </span><span class= =3D"awspan">emple=C3=B3</span><span class=3D"awspan" style=3D"letter-spacin= g:2pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:2pt"> </span><span class=3D"awspan">t=C3=A9cnica</span><= span class=3D"awspan" style=3D"letter-spacing:2pt"> </span><span class=3D"a= wspan">=E2=80=9CHold-out=E2=80=9D</span><span class=3D"awspan" style=3D"let= ter-spacing:2pt"> </span><span class=3D"awspan">la</span><span class=3D"aws= pan" style=3D"letter-spacing:2pt"> </span><span class=3D"awspan">cual</span= ><span class=3D"awspan" style=3D"letter-spacing:2pt"> </span><span class=3D= "awspan">divide</span><span class=3D"awspan" style=3D"letter-spacing:2pt"> = </span><span class=3D"awspan">el conjunto</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awsp= an">datos</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </s= pan><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-= spacing:-0.7pt"> </span><span class=3D"awspan">dos</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">subconj= untos</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span>= <span class=3D"awspan">uno</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.7pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan"= style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">entrenamien= to</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><sp= an class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:= -0.7pt"> </span><span class=3D"awspan">otro</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">de</span><span= class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"aw= span">prueba</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> = </span><span class=3D"awspan">(Fern=C3=A1ndez-Hern=C3=A1ndez</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awsp= an">et</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </spa= n><span class=3D"awspan">al.,</span><span class=3D"awspan" style=3D"letter-= spacing:-0.05pt"> </span><span class=3D"awspan">2022).</span><span class=3D= "awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">Pr= imero</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span= ><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.05pt"> </span><span class=3D"awspan">realiz=C3=B3</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >la</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><= span class=3D"awspan">divisi=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.05pt"> </span><span class=3D"awspan">del</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >conjunto</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </= span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter= -spacing:-0.05pt"> </span><span class=3D"awspan">datos,</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >se</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><= span class=3D"awspan">asign=C3=B3</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.05pt"> </span><span class=3D"awspan">el 80%</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan"= >para</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span>= <span class=3D"awspan">datos</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.7pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">entrenami= ento</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><= span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.7pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">20%</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"a= wspan">para</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> <= /span><span class=3D"awspan">datos</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.7pt"> </span><span class=3D"awspan">de</span><span class=3D= "awspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">pru= eba</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><s= pan class=3D"awspan">(</span><a href=3D"#ref1" style=3D"text-decoration:non= e"></a></p><p class=3D"awdiv"><a href=3D"#ref1" style=3D"text-decoration:no= ne"><span class=3D"awspan" style=3D"text-decoration:underline">Alabi</span>= <span class=3D"awspan" style=3D"text-decoration:underline; letter-spacing:-= 0.7pt"> </span><span class=3D"awspan" style=3D"text-decoration:underline">&= amp;</span><span class=3D"awspan" style=3D"text-decoration:underline; lette= r-spacing:-0.7pt"> </span><span class=3D"awspan" style=3D"text-decoration:u= nderline">Mahachi,</span><span class=3D"awspan" style=3D"text-decoration:un= derline; letter-spacing:-0.7pt"> </span><span class=3D"awspan" style=3D"tex= t-decoration:underline">2022</span></a></p><p style=3D"padding-bottom:10pt"= ><span class=3D"awspan">). Para</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.6pt"> </span><span class=3D"awspan">la</span><span class=3D"aw= span" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">constr= ucci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> <= /span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.6pt"> </span><span class=3D"awspan">modelo</span><span class= =3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><sp= an class=3D"awspan">regresi=C3=B3n</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.6pt"> </span><span class=3D"awspan">lineal</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan"= >m=C3=BAltiple,</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt= "> </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.6pt"> </span><span class=3D"awspan">emple=C3=B3</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"a= wspan">el</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </s= pan><span class=3D"awspan">m=C3=A9todo</span><span class=3D"awspan" style= =3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">un</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspa= n">paso hacia</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> = </span><span class=3D"awspan">adelante</span><span class=3D"awspan" style= =3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">y</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">= un</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><spa= n class=3D"awspan">paso</span><span class=3D"awspan" style=3D"letter-spacin= g:0.6pt"> </span><span class=3D"awspan">hacia</span><span class=3D"awspan" = style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">atr=C3=A1s.</= span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span cl= ass=3D"awspan">Este</span><span class=3D"awspan" style=3D"letter-spacing:0.= 6pt"> </span><span class=3D"awspan">procedimiento</span><span class=3D"awsp= an" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">iterativo= </span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span = class=3D"awspan">consiste</span><span class=3D"awspan" style=3D"letter-spac= ing:0.6pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">agregar</span>= <span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">y eliminar</span><span class=3D"awspan" style=3D"letter-spacing= :0.6pt"> </span><span class=3D"awspan">variables</span><span class=3D"awspa= n" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">del</span>= <span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:0.6= pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D= "letter-spacing:0.6pt"> </span><span class=3D"awspan">forma</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan"= >sucesiva</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </sp= an><span class=3D"awspan">hasta</span><span class=3D"awspan" style=3D"lette= r-spacing:0.6pt"> </span><span class=3D"awspan">alcanzar</span><span class= =3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">u= n</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span= class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.6pt"> </span><span class=3D"awspan">final</span><span class=3D"awspan"= style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">con</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"= awspan">un ajuste de manera =C3=B3ptima a los datos, sin necesidad de inclu= ir variables que no mejoran la capacidad</span><span class=3D"awspan" style= =3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">predictiva</span>= <span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class= =3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt= "> </span><span class=3D"awspan">modelo.</span><span class=3D"awspan" style= =3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">Finalmente,</span= ><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class= =3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"= > </span><span class=3D"awspan">evalu=C3=B3</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">el</span><span= class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"aw= span">error</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:2.25pt"> </span><span class=3D"awspan">predicci=C3=B3n</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"a= wspan">en</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </s= pan><span class=3D"awspan">el </span></p><p class=3D"awdiv" style=3D"font-s= ize:11pt"><span style=3D"height:0pt; display:block; position:absolute; z-in= dex:23"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBD= AAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExc= iJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh= 4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8QAHAABAAICAwEAAAAAA= AAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFEQYHEhMhMVUUF0GSlNHS= CBUWIlFSU1ZhcYGTN0JUdJEjMjOhsbKzNDVDcnXBwsMkJTZEYnOCg+EnZDhFY6KktPH/xAAbAQE= 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family:Calibri; font-size:11pt; letter-spacing:3pt; color:#ffffff"> &#= xa0;            = ;      </span><span class=3D"awspan" style=3D"font= -family:Calibri; font-size:11pt; letter-spacing:3pt; color:#ffffff">P=C3=A1= gina</span><span class=3D"awspan" style=3D"font-family:Calibri; font-size:1= 1pt; color:#ffffff"> 14 | 31</span></p><p class=3D"awdiv"><span class=3D"aw= span" style=3D"color:#ffffff">ISSN: </span><span class=3D"awspan" style=3D"= font-weight:bold; color:#ffffff">2773-7330</span><span class=3D"awspan" sty= le=3D"color:#ffffff">Vol. 7 No. 2.1</span><span class=3D"awspan" style=3D"c= olor:#ffffff">  </span><span class=3D"awspan" style=3D"color:#ffffff">= pp. 6 =E2=80=93 31. abril - mayo 2025Revista multidisciplinarArt=C3=ADculo = original</span></p><p class=3D"awdiv"><span><svg font-family=3D"Times New R= oman" font-size=3D"16" height=3D"41.33" version=3D"1.1" width=3D"230.64" xm= lns=3D"http://www.w3.org/2000/svg" style=3D"width:230.64px; height:41.33px;= 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=3D"margin-left:449.75pt; position:absolute" /></span><span class=3D"awspan= ">modelo</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </spa= n><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-sp= acing:0.4pt"> </span><span class=3D"awspan">regresi=C3=B3n</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">= lineal</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span>= <span class=3D"awspan">m=C3=BAltiple,</span><span class=3D"awspan" style=3D= "letter-spacing:0.4pt"> </span><span class=3D"awspan">para</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">= lo</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><spa= n class=3D"awspan">cual</span><span class=3D"awspan" style=3D"letter-spacin= g:0.4pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">aplic=C3=B3</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class= =3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt">= </span><span class=3D"awspan">conjunto</span><span class=3D"awspan" style= =3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">de</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan"= >m=C3=A9tricas</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt">= </span><span class=3D"awspan">para cuantificar</span><span class=3D"awspan= " style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">la</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"= awspan">discrepancia</span><span class=3D"awspan" style=3D"letter-spacing:0= .3pt"> </span><span class=3D"awspan">entre</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">los</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">valores</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </= span><span class=3D"awspan">predichos</span><span class=3D"awspan" style=3D= "letter-spacing:0.3pt"> </span><span class=3D"awspan">por</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">e= l</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span= class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.3pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">los</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">valores</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </= span><span class=3D"awspan">reales de</span><span class=3D"awspan" style=3D= "letter-spacing:1.15pt"> </span><span class=3D"awspan">la</span><span class= =3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">= variable</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </sp= an><span class=3D"awspan">dependiente.</span><span class=3D"awspan" style= =3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">Las</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awsp= an">m=C3=A9tricas</span><span class=3D"awspan" style=3D"letter-spacing:1.15= pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D= "letter-spacing:1.15pt"> </span><span class=3D"awspan">evaluaci=C3=B3n</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span clas= s=3D"awspan">aplicadas</span><span class=3D"awspan" style=3D"letter-spacing= :1.15pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">esta</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"a= wspan">investigaci=C3=B3n como</span><span class=3D"awspan" style=3D"letter= -spacing:1.2pt"> </span><span class=3D"awspan">el</span><span class=3D"awsp= an" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">RMSE,</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span clas= s=3D"awspan">RSE</span><span class=3D"awspan" style=3D"letter-spacing:1.2pt= "> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"le= tter-spacing:1.2pt"> </span><span class=3D"awspan">el</span><span class=3D"= awspan" style=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">MAPE,= </span><span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span = class=3D"awspan">han</span><span class=3D"awspan" style=3D"letter-spacing:1= .2pt"> </span><span class=3D"awspan">sido</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">utilizadas</span>= <span class=3D"awspan" style=3D"letter-spacing:1.2pt"> </span><span class= =3D"awspan">ampliamente</span><span class=3D"awspan" style=3D"letter-spacin= g:1.2pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.2pt"> </span><span class=3D"awspan">investigaciones = previas</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </spa= n><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-= spacing:1.85pt"> </span><span class=3D"awspan">evaluar</span><span class=3D= "awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">la<= /span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span = class=3D"awspan">calidad</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.85pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">sus</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"= awspan">modelos</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt= "> </span><span class=3D"awspan">predictivos</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">(</span><a hr= ef=3D"#ref1" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a h= ref=3D"#ref1" style=3D"text-decoration:none"><span class=3D"awspan" style= =3D"text-decoration:underline">Alabi</span><span class=3D"awspan" style=3D"= text-decoration:underline; letter-spacing:1.85pt"> </span><span class=3D"aw= span" style=3D"text-decoration:underline">&</span><span class=3D"awspan= " style=3D"text-decoration:underline; letter-spacing:1.85pt"> </span><span = class=3D"awspan" style=3D"text-decoration:underline">Mahachi,</span><span c= lass=3D"awspan" style=3D"text-decoration:underline; letter-spacing:1.85pt">= </span><span class=3D"awspan" style=3D"text-decoration:underline">2022</sp= an></a></p><p><span class=3D"awspan">; (Yancha, 2022). </span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-style:italic">2.4. Fase 3</= span></p><p class=3D"awdiv"><span class=3D"awspan">La</span><span class=3D"= awspan" style=3D"letter-spacing:2.75pt"> </span><span class=3D"awspan">vali= daci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.75pt"> <= /span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"lett= er-spacing:2.75pt"> </span><span class=3D"awspan">modelo</span><span class= =3D"awspan" style=3D"letter-spacing:2.75pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:2.75pt"> </span><sp= an class=3D"awspan">regresi=C3=B3n</span><span class=3D"awspan" style=3D"le= tter-spacing:2.75pt"> </span><span class=3D"awspan">lineal</span><span clas= s=3D"awspan" style=3D"letter-spacing:2.75pt"> </span><span class=3D"awspan"= >m=C3=BAltiple</span><span class=3D"awspan" style=3D"letter-spacing:2.75pt"= > </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"le= tter-spacing:2.75pt"> </span><span class=3D"awspan">llev=C3=B3</span><span = class=3D"awspan" style=3D"letter-spacing:2.75pt"> </span><span class=3D"aws= pan">a</span><span class=3D"awspan" style=3D"letter-spacing:2.75pt"> </span= ><span class=3D"awspan">cabo</span><span class=3D"awspan" style=3D"letter-s= pacing:2.75pt"> </span><span class=3D"awspan">mediante</span><span class=3D= "awspan" style=3D"letter-spacing:2.75pt"> </span><span class=3D"awspan">la = comparaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:5.8pt= "> </span><span class=3D"awspan">entre</span><span class=3D"awspan" style= =3D"letter-spacing:5.8pt"> </span><span class=3D"awspan">las</span><span cl= ass=3D"awspan" style=3D"letter-spacing:5.8pt"> </span><span class=3D"awspan= ">predicciones</span><span class=3D"awspan" style=3D"letter-spacing:5.8pt">= </span><span class=3D"awspan">generadas</span><span class=3D"awspan" style= =3D"letter-spacing:5.8pt"> </span><span class=3D"awspan">por</span><span cl= ass=3D"awspan" style=3D"letter-spacing:5.8pt"> </span><span class=3D"awspan= ">el</span><span class=3D"awspan" style=3D"letter-spacing:5.8pt"> </span><s= pan class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-sp= acing:5.8pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" = style=3D"letter-spacing:5.8pt"> </span><span class=3D"awspan">los</span><sp= an class=3D"awspan" style=3D"letter-spacing:5.8pt"> </span><span class=3D"a= wspan">resultados experimentales</span><span class=3D"awspan" style=3D"lett= er-spacing:0.7pt"> </span><span class=3D"awspan">obtenidos</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">= en</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><spa= n class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:= 0.7pt"> </span><span class=3D"awspan">laboratorio.</span><span class=3D"aws= pan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">En</span= ><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class= =3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt= "> </span><span class=3D"awspan">etapa</span><span class=3D"awspan" style= =3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">se</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan"= >realizaron</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </= span><span class=3D"awspan">tres</span><span class=3D"awspan" style=3D"lett= er-spacing:0.7pt"> </span><span class=3D"awspan">cilindros</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">= de hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt= "> </span><span class=3D"awspan">para</span><span class=3D"awspan" style=3D= "letter-spacing:0.4pt"> </span><span class=3D"awspan">cada</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">= edad,</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><= span class=3D"awspan">sometidos</span><span class=3D"awspan" style=3D"lette= r-spacing:0.4pt"> </span><span class=3D"awspan">al</span><span class=3D"aws= pan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">ensayo</= span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span cl= ass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.4p= t"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class=3D"awsp= an" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">de</span>= <span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class= =3D"awspan">cilindros</span><span class=3D"awspan" style=3D"letter-spacing:= 0.4pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">hormig=C3=B3n a lo= s 7, 14 y 28 d=C3=ADas. En esta fase fue necesario realizar las siguientes = actividades: </span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"= font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">Toma</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt">= </span><span class=3D"awspan">muestras</span><span class=3D"awspan" style= =3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">del</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan= ">agregado</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </s= pan><span class=3D"awspan">fino</span><span class=3D"awspan" style=3D"lette= r-spacing:1.9pt"> </span><span class=3D"awspan">y</span><span class=3D"awsp= an" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">grueso</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span cla= ss=3D"awspan">siguiendo</span><span class=3D"awspan" style=3D"letter-spacin= g:1.9pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">norma</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"aw= span">INEN</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </s= pan><span class=3D"awspan">695 (INEN,</span><span class=3D"awspan" style=3D= "letter-spacing:-0.25pt"> </span><span class=3D"awspan">2010a).</span><span= class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"a= wspan">Seguidamente,</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.25pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">muestras</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span clas= s=3D"awspan">fueron</span><span class=3D"awspan" style=3D"letter-spacing:-0= .25pt"> </span><span class=3D"awspan">reducidas</span><span class=3D"awspan= " style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">a</span><= span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class= =3D"awspan">tama=C3=B1o</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.25pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">ensayo seg= =C3=BAn la norma lo menciona (Valarezo, 2015).</span></p><p class=3D"awdiv"= ><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7</span= ><span class=3D"awspan">La</span><span class=3D"awspan" style=3D"letter-spa= cing:1.6pt"> </span><span class=3D"awspan">determinaci=C3=B3n</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspa= n">del</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span>= <span class=3D"awspan">c=C3=A1lculo</span><span class=3D"awspan" style=3D"l= etter-spacing:1.6pt"> </span><span class=3D"awspan">de</span><span class=3D= "awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">la</= span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span cl= ass=3D"awspan">densidad</span><span class=3D"awspan" style=3D"letter-spacin= g:1.6pt"> </span><span class=3D"awspan">por</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">medio</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"a= wspan">del</span><span class=3D"awspan" style=3D"letter-spacing:1.6pt"> </s= pan><span class=3D"awspan">m=C3=A9todo</span><span class=3D"awspan" style= =3D"letter-spacing:1.6pt"> </span><span class=3D"awspan">del</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.6pt"> </span><span class=3D"awspan= ">frasco volum=C3=A9trico</span><span class=3D"awspan" style=3D"letter-spac= ing:0.1pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">Le</span><span= class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"aws= pan">Chatelier,</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"= > </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"le= tter-spacing:0.1pt"> </span><span class=3D"awspan">realiz=C3=B3</span><span= class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"aws= pan">seg=C3=BAn</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"= > </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"le= tter-spacing:0.1pt"> </span><span class=3D"awspan">norma</span><span class= =3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">I= NEN</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><sp= an class=3D"awspan">156</span><span class=3D"awspan" style=3D"letter-spacin= g:0.1pt"> </span><span class=3D"awspan">(INEN,</span><span class=3D"awspan"= style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">2009). Para<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span = class=3D"awspan">determinar</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.3pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan= " style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">densidad</= span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span c= lass=3D"awspan">real</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.3pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">cemento</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D= "awspan">hidr=C3=A1ulico,</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.3pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" = style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">sumergi=C3= =B3</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><s= pan class=3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.3pt"> </span><span class=3D"awspan">muestra de</span><span class=3D"a= wspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">cemen= to</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><sp= an class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing= :0.15pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">frasco</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D= "awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> <= /span><span class=3D"awspan">Le</span><span class=3D"awspan" style=3D"lette= r-spacing:0.15pt"> </span><span class=3D"awspan">Chatelier</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan"= >lleno</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span= ><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spa= cing:0.15pt"> </span><span class=3D"awspan">gasolina,</span><span class=3D"= awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">dond= e,</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><sp= an class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing= :0.15pt"> </span><span class=3D"awspan">volumen</span><span class=3D"awspan= " style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">de gasolin= a</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><spa= n class=3D"awspan">desplazado</span><span class=3D"awspan" style=3D"letter-= spacing:0.65pt"> </span><span class=3D"awspan">por</span><span class=3D"aws= pan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">el</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span clas= s=3D"awspan">cemento</span><span class=3D"awspan" style=3D"letter-spacing:0= .65pt"> </span><span class=3D"awspan">es</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">directamente</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span clas= s=3D"awspan">proporcional</span><span class=3D"awspan" style=3D"letter-spac= ing:0.65pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">su</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"a= wspan">volumen. De</span><span class=3D"awspan" style=3D"letter-spacing:2.1= pt"> </span><span class=3D"awspan">esta</span><span class=3D"awspan" style= =3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">manera,</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span class=3D"aw= span">al</span><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </spa= n><span class=3D"awspan">conocer</span><span class=3D"awspan" style=3D"lett= er-spacing:2.1pt"> </span><span class=3D"awspan">la</span><span class=3D"aw= span" style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">masa</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span cla= ss=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:2.1p= t"> </span><span class=3D"awspan">cemento</span><span class=3D"awspan" styl= e=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">y</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan"= >el</span><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><sp= an class=3D"awspan">volumen</span><span class=3D"awspan" style=3D"letter-sp= acing:2.1pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan"= style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">calcula</spa= n><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span class= =3D"awspan">su densidad </span></p><p class=3D"awdiv"><span class=3D"awspan= " style=3D"font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan= ">An=C3=A1lisis</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"= > </span><span class=3D"awspan">granulom=C3=A9trico</span><span class=3D"aw= span" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">en</spa= n><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class= =3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"= > </span><span class=3D"awspan">=C3=A1ridos</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">finos</span><sp= an class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"a= wspan">y</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </spa= n><span class=3D"awspan">gruesos</span><span class=3D"awspan" style=3D"lett= er-spacing:2.2pt"> </span><span class=3D"awspan">seg=C3=BAn</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan"= >NTE</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><s= pan class=3D"awspan">INEN</span><span class=3D"awspan" style=3D"letter-spac= ing:2.2pt"> </span><span class=3D"awspan">696 (INEN,</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">2011a= )</span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><spa= n class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.7pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">verificaci=C3=B3n= </span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span= class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:= -0.7pt"> </span><span class=3D"awspan">cumplimiento</span><span class=3D"aw= span" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">de</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span cla= ss=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:-0.7= pt"> </span><span class=3D"awspan">requisitos</span><span class=3D"awspan" = style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">seg=C3=BAn</= span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span c= lass=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 7pt"> </span><span class=3D"awspan">norma NTE INEN 872 (INEN, 2011b). </spa= n></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Wingd= ings 3'">=EF=82=B7</span><span class=3D"awspan">Tambi=C3=A9n,</span><span c= lass=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"awsp= an">la</span><span class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span= ><span class=3D"awspan">determinaci=C3=B3n</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"aws= pan">la</span><span class=3D"awspan" style=3D"letter-spacing:2.45pt"> </spa= n><span class=3D"awspan">densidad,</span><span class=3D"awspan" style=3D"le= tter-spacing:2.45pt"> </span><span class=3D"awspan">densidad</span><span cl= ass=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"awspa= n">relativa</span><span class=3D"awspan" style=3D"letter-spacing:2.45pt"> <= /span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter= -spacing:2.45pt"> </span><span class=3D"awspan">porcentaje</span><span clas= s=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan"= >de absorci=C3=B3n del =C3=A1rido fino seg=C3=BAn NTE INEN 856 (INEN, 2010b= ) y del =C3=A1rido grueso seg=C3=BAn</span><span class=3D"awspan" style=3D"= letter-spacing:0.65pt"> </span><span class=3D"awspan">NTE</span><span class= =3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">= INEN</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><= span class=3D"awspan">857</span><span class=3D"awspan" style=3D"letter-spac= ing:0.65pt"> </span><span class=3D"awspan">(INEN,</span><span class=3D"awsp= an" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">2010c).<= /span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span = class=3D"awspan">Adem=C3=A1s,</span><span class=3D"awspan" style=3D"letter-= spacing:0.65pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">la</span= ><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class= =3D"awspan">determinaci=C3=B3n</span><span class=3D"awspan" style=3D"letter= -spacing:0.65pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">la</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span clas= s=3D"awspan">masa unitaria y porcentaje de vac=C3=ADos seg=C3=BAn NTE INEN = 858 (INEN, 2010d).</span></p><p class=3D"awdiv" style=3D"padding-bottom:10p= t"><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7</sp= an><span class=3D"awspan">Determinaci=C3=B3n</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">de</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"a= wspan">la</span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </s= pan><span class=3D"awspan">dosificaci=C3=B3n</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">=C3=B3ptima</= span><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span c= lass=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:1= .05pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">hormig=C3=B3n</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span cla= ss=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-spacing:1.05= pt"> </span><span class=3D"awspan">resistencia</span><span class=3D"awspan"= style=3D"letter-spacing:1.05pt"> </span><span class=3D"awspan">a</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.05pt"> </span><span class=3D"= awspan">la compresi=C3=B3n de 240 kg/cm</span><span class=3D"awspan" style= =3D"font-size:8pt">2</span><span class=3D"awspan">. Se emple=C3=B3 el m=C3= =A9todo de la densidad =C3=B3ptima. Una vez determinadas</span><span class= =3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan"= >las</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span>= <span class=3D"awspan">caracter=C3=ADsticas</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">f=C3=ADsicas<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span= class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.35pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">materiales</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cl= ass=3D"awspan">empleados,</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.35pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan"= style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">efectuaron= los</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><= span class=3D"awspan">c=C3=A1lculos</span><span class=3D"awspan" style=3D"l= etter-spacing:0.45pt"> </span><span class=3D"awspan">necesarios</span><span= class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"aw= span">para</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </= span><span class=3D"awspan">obtener</span><span class=3D"awspan" style=3D"l= etter-spacing:0.45pt"> </span><span class=3D"awspan">un</span><span class= =3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">= hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt">= </span><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"le= tter-spacing:0.45pt"> </span><span class=3D"awspan">las</span><span class= =3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">= resistencias</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> = </span><span class=3D"awspan">requeridas a</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">los</span><span = class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awsp= an">7,</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span>= <span class=3D"awspan">14</span><span class=3D"awspan" style=3D"letter-spac= ing:0.2pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">28</span><span = class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awsp= an">d=C3=ADas.</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt">= </span><span class=3D"awspan">Para</span><span class=3D"awspan" style=3D"l= etter-spacing:0.2pt"> </span><span class=3D"awspan">determinar</span><span = class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awsp= an">el</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span>= <span class=3D"awspan">contenido</span><span class=3D"awspan" style=3D"lett= er-spacing:0.2pt"> </span><span class=3D"awspan">de</span><span class=3D"aw= span" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">humedad= </span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span = class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.= 2pt"> </span><span class=3D"awspan">utiliz=C3=B3</span><span class=3D"awspa= n" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D= "awspan">NTE INEN 862 (INEN, 2011c).</span></p><p class=3D"awdiv" style=3D"= font-size:11pt"><span style=3D"height:0pt; display:block; position:absolute= ; z-index:25"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAA= D/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dH= x8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4e= 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awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"= awspan">Propiedades</span><span class=3D"awspan" style=3D"letter-spacing:0.= 75pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" style= =3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">hormig=C3=B3n</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span cla= ss=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:0.75p= t"> </span><span class=3D"awspan">estado</span><span class=3D"awspan" style= =3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">fresco</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"a= wspan">mediante</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt= "> </span><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"l= etter-spacing:0.75pt"> </span><span class=3D"awspan">ensayo</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan= ">de</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><= span class=3D"awspan">asentamiento seg=C3=BAn la NTE INEN 1578 (INEN, 2010e= ).</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family= :'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">Ensayo</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspa= n">a</span><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><s= pan class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacin= g:1.3pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspan">s= eg=C3=BAn</span><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </sp= an><span class=3D"awspan">NTE</span><span class=3D"awspan" style=3D"letter-= spacing:1.3pt"> </span><span class=3D"awspan">INEN</span><span class=3D"aws= pan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspan">1573</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span clas= s=3D"awspan">(INEN,</span><span class=3D"awspan" style=3D"letter-spacing:1.= 3pt"> </span><span class=3D"awspan">2010).</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.3pt"> </span><span class=3D"awspan">La</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.3pt"> </span><span class=3D"awspa= n">carga</span><span class=3D"awspan" style=3D"letter-spacing:1.3pt"> </spa= n><span class=3D"awspan">axial aplicada</span><span class=3D"awspan" style= =3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">en</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspa= n">el</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span>= <span class=3D"awspan">esp=C3=A9cimen</span><span class=3D"awspan" style=3D= "letter-spacing:-0.1pt"> </span><span class=3D"awspan">ten=C3=ADa</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"= awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> <= /span><span class=3D"awspan">velocidad</span><span class=3D"awspan" style= =3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">entre</span><span= class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"aw= span">0.25</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </= span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-= spacing:-0.1pt"> </span><span class=3D"awspan">0.05</span><span class=3D"aw= span" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">MPa</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span cl= ass=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 1pt"> </span><span class=3D"awspan">segundo, los</span><span class=3D"awspa= n" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">cilindros<= /span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span c= lass=3D"awspan">permanecieron</span><span class=3D"awspan" style=3D"letter-= spacing:0.4pt"> </span><span class=3D"awspan">durante</span><span class=3D"= awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">los</= span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span cl= ass=3D"awspan">7,14</span><span class=3D"awspan" style=3D"letter-spacing:0.= 4pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D= "letter-spacing:0.4pt"> </span><span class=3D"awspan">28</span><span class= =3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">d= =C3=ADas</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </spa= n><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-sp= acing:0.4pt"> </span><span class=3D"awspan">condiciones</span><span class= =3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">d= e</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span= class=3D"awspan">curado seg=C3=BAn</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.2pt"> </span><span class=3D"awspan">lo</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= establece</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </s= pan><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-= spacing:-0.2pt"> </span><span class=3D"awspan">NTE</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">INEN</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span cl= ass=3D"awspan">1576</span><span class=3D"awspan" style=3D"letter-spacing:-0= .2pt"> </span><span class=3D"awspan">(INEN,</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">2011c)</span><= span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class= =3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt">= </span><span class=3D"awspan">NTE</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.2pt"> </span><span class=3D"awspan">INEN</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= 2528</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><= span class=3D"awspan">(INEN, 2010f).</span></p><p class=3D"awdiv"><span cla= ss=3D"awspan" style=3D"font-weight:bold">3.Resultados</span></p><p class=3D= "awdiv"><span class=3D"awspan">En</span><span class=3D"awspan" style=3D"let= ter-spacing:1.4pt"> </span><span class=3D"awspan">este</span><span class=3D= "awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">apar= tado</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><s= pan class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacin= g:1.4pt"> </span><span class=3D"awspan">detallar=C3=A1n</span><span class= =3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">l= os</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><spa= n class=3D"awspan">resultados</span><span class=3D"awspan" style=3D"letter-= spacing:1.4pt"> </span><span class=3D"awspan">obtenidos</span><span class= =3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">e= n</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span= class=3D"awspan">cada</span><span class=3D"awspan" style=3D"letter-spacing= :1.4pt"> </span><span class=3D"awspan">una</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspa= n">las</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span>= <span class=3D"awspan">fases</span><span class=3D"awspan" style=3D"letter-s= pacing:1.4pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">la investig= aci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </= span><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-= spacing:0.25pt"> </span><span class=3D"awspan">se</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">comparar= =C3=A1n</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </spa= n><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-s= pacing:0.25pt"> </span><span class=3D"awspan">los</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">valores<= /span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span = class=3D"awspan">establecidos</span><span class=3D"awspan" style=3D"letter-= spacing:0.25pt"> </span><span class=3D"awspan">en</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">las</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span clas= s=3D"awspan">diferentes</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">normativas, cuando sea necesario.<= /span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-style:ita= lic">3.1. Fase preliminar</span></p><p class=3D"awdiv"><span class=3D"awspa= n">A</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span>= <span class=3D"awspan">partir</span><span class=3D"awspan" style=3D"letter-= spacing:-0.75pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">la</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span cl= ass=3D"awspan">revisi=C3=B3n</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.75pt"> </span><span class=3D"awspan">bibliogr=C3=A1fica,</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class= =3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt= "> </span><span class=3D"awspan">seleccionaron</span><span class=3D"awspan"= style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">las</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span class= =3D"awspan">variables</span><span class=3D"awspan" style=3D"letter-spacing:= -0.75pt"> </span><span class=3D"awspan">preliminares</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.75pt"> </span><span class=3D"awspan">con<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.75pt"> </span><span= class=3D"awspan">mayor incidencia,</span><span class=3D"awspan" style=3D"l= etter-spacing:0.75pt"> </span><span class=3D"awspan">que</span><span class= =3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">= han</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><s= pan class=3D"awspan">sido</span><span class=3D"awspan" style=3D"letter-spac= ing:0.75pt"> </span><span class=3D"awspan">empleadas</span><span class=3D"a= wspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">en</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span cl= ass=3D"awspan">estudios</span><span class=3D"awspan" style=3D"letter-spacin= g:0.75pt"> </span><span class=3D"awspan">similares.</span><span class=3D"aw= span" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">No</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span cla= ss=3D"awspan">obstante,</span><span class=3D"awspan" style=3D"letter-spacin= g:0.75pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">incorporaron v= ariables</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </spa= n><span class=3D"awspan">adicionales,</span><span class=3D"awspan" style=3D= "letter-spacing:0.7pt"> </span><span class=3D"awspan">que</span><span class= =3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">s= e</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span= class=3D"awspan">ajustan</span><span class=3D"awspan" style=3D"letter-spac= ing:0.7pt"> </span><span class=3D"awspan">al</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">contexto</span= ><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class= =3D"awspan">local.</span><span class=3D"awspan" style=3D"letter-spacing:0.7= pt"> </span><span class=3D"awspan">El</span><span class=3D"awspan" style=3D= "letter-spacing:0.7pt"> </span><span class=3D"awspan">enfoque</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspa= n">de</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><= span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.7pt"> </span><span class=3D"awspan">metodolog=C3=ADa</span><span class= =3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">e= s estrictamente</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt= "> </span><span class=3D"awspan">cuantitativo,</span><span class=3D"awspan"= style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">considerand= o</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><spa= n class=3D"awspan">s=C3=B3lo</span><span class=3D"awspan" style=3D"letter-s= pacing:0.75pt"> </span><span class=3D"awspan">las</span><span class=3D"awsp= an" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">variable= s</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><spa= n class=3D"awspan">num=C3=A9ricas,</span><span class=3D"awspan" style=3D"le= tter-spacing:0.75pt"> </span><span class=3D"awspan">lo</span><span class=3D= "awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">que= </span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span= class=3D"awspan">descarta</span><span class=3D"awspan" style=3D"letter-spa= cing:0.75pt"> </span><span class=3D"awspan">a la</span><span class=3D"awspa= n" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">variable<= /span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span = class=3D"awspan">=E2=80=9Ctipo</span><span class=3D"awspan" style=3D"letter= -spacing:3.35pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">cemento= =E2=80=9D,</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </= span><span class=3D"awspan">por</span><span class=3D"awspan" style=3D"lette= r-spacing:3.35pt"> </span><span class=3D"awspan">ser</span><span class=3D"a= wspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">cuali= tativa.</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </spa= n><span class=3D"awspan">Las</span><span class=3D"awspan" style=3D"letter-s= pacing:3.35pt"> </span><span class=3D"awspan">variables</span><span class= =3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">= estandarizadas</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"= > </span><span class=3D"awspan">se presentan en la </span><a href=3D"#tabla= 3" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#ta= bla3" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"font-w= eight:bold; text-decoration:underline">Tabla 3</span></a></p><p><span class= =3D"awspan">.</span></p><p class=3D"awdiv"><a id=3D"tabla3"></a><span class= =3D"awspan" style=3D"font-weight:bold">Tabla 3</span></p><p class=3D"awdiv"= ><span class=3D"awspan" style=3D"font-style:italic">Variables estandarizada= s codificadas</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">N=C2=B0</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >Nombre de las variables preliminares</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">U.</span><= span class=3D"awspan" style=3D"font-size:10pt">  </span><span class=3D= "awspan" style=3D"font-size:10pt">medida</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Codific= aci=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">1</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Asentam= iento</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">cm</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Asent</span>= </p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" styl= e=3D"font-size:10pt">2</span></p><p class=3D"awdiv" style=3D"font-size:10pt= "><span class=3D"awspan" style=3D"font-size:10pt">Densidad del cemento</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">kg/m</span><span class=3D"awspan" style=3D"font-size= :6.5pt">3</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Dens_Cem</span></p><p class=3D"awdiv" = style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">3<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">M=C3=B3dulo de finura del agregado fino</span></= p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">-</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">Mod_fin_af</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">4</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">Tama=C3=B1o m=C3=A1ximo del agrega= do fino</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">cm</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">TM_af</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">5</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">Tama=C3=B1o nominal = m=C3=A1ximo del agregado fino</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">cm</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">TMN_af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><s= pan class=3D"awspan" style=3D"font-size:10pt">6</span></p><p class=3D"awdiv= " style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">= Densidad aparente suelta del agregado fino</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m<= /span><span class=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">DAS_af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">7</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Den= sidad aparente compacta del agregado fino</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m</= span><span class=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">DAC_af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">8</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Por= centaje de humedad del agregado fino</span></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">%</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Porcent_hum_af</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">9</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">Porcentaje de absorci=C3=B3n del agregado fino</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">%</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">Porcent_absor_af</span></p><p c= lass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fon= t-size:10pt">10</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">M=C3=B3dulo de finura del agrega= do grueso</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">-</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Mod_fin= _ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">11</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Tama=C3=B1o m= =C3=A1ximo del agregado grueso</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">cm</span></p><p c= lass=3D"awdiv" style=3D"padding-bottom:10pt; font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">TM_ag</span></p><p class=3D"awdiv" style= =3D"font-size:11pt"><span style=3D"height:0pt; display:block; position:abso= lute; z-index:27"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYA= BgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYG= h0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4e= Hh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8QAHAABAAI= CAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFEQYHEhMhMV= 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susWLGCsWPH8pMlP2HOvDk0NjTSdOkidrsdnaLDZrMxLNVGSnIK4eZwXK5e/ra5hH2f7MPnvf6J= BWlyK8ePHycrK4uamhqKiop49dVXkVJSXV19U4fNZjNjxoxh+fLlOJ1OWlpamDBhAps2baKtrY2= IiAh0Ot1NbUyfPp2dO3dy+vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebcNoeC2Q= XExccyJCmByUou/VSJpmlogQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz+97/ni= y++YNy4cVewHdcTIQRHjhwhIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8qVK9m3= bx/Jyck0NTVRVFRESUnJDUEL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECAXp6nDR= fvMSpU6c4V1t30yvRL5qm0d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7di0Oh4= ODBw+ybNky/H4/TU1NvPvuuzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/88sawS= Imorq6WWVlZ37tZIQSKomAwGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1snjxYkpK= Sr7XVkJCAikpKdTW1pKbm0tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC2BlZSU= 5OTl4vV6qqqquq1dWVsa8efMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2nnvuOX= Jycv4tf//fy/8AgnKjIiDLf+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"28" al= t=3D"" style=3D"margin-left:449.75pt; position:absolute" /></span><span cla= ss=3D"awspan" style=3D"font-weight:bold">Tabla 3</span></p><p class=3D"awdi= v"><span class=3D"awspan" style=3D"font-style:italic">Variables estandariza= das codificadas (continuaci=C3=B3n)</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">N=C2=B0</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">Nombre de las variables preliminares</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">U.</span><span class=3D"awspan" style=3D"font-size:10pt"> = </span><span class=3D"awspan" style=3D"font-size:10pt">medida</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">Codificaci=C3=B3n</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">12</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">Densidad aparente suelta del agregado grueso</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">kg/m</span><span class=3D"awspan" style=3D"font-size:6.5pt">3</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">DAS_ag</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">13</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">Densidad aparente compacta del agregado grueso</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">kg/m</span><span class=3D"awspan" style=3D"font-size:6.5pt">3= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">DAC_ag</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">14</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">Porcentaje de humedad del agregado grueso</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">%</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">Porcent_hum_ag</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">15</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cla= ss=3D"awspan" style=3D"font-size:10pt">Porcentaje de absorci=C3=B3n del agr= egado grueso</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">%</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Porcen= t_absor_ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">16</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Porcent= aje =C3=B3ptimo de la arena</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">%</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Porcent_opt_arena</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">17</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Porcentaje =C3=B3ptimo de la grava</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">%</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">Porcent_opt_grava</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">18</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">Densidad =C3=B3ptima de la mezcla</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">kg/m</span><span class=3D"awspan" style=3D"font-size:6.5pt">3</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">DO_mezcla</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">19</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">Densidad m=C3=A1xima de la mezcla</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">kg/m</span><span class=3D"awspan" style=3D"font-size:6.5pt">3</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">DM_mezcla</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">20</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Cantidad de agua</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">kg </span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Agua</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">21</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cant= idad de cemento</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">kg </span></p><p class=3D"awdiv"= style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">C= emento</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">22</span></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad de= grava</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Grava</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">23</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad de arena</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">Arena</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">24</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span = class=3D"awspan" style=3D"font-size:10pt">Cantidad de agua corregida</span>= </p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" styl= e=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">Agua_corr</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">25</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">Cantidad de cemento corregida</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cemento_corr</span= ></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" sty= le=3D"font-size:10pt">26</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad de grava corre= gida</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"a= wspan" style=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Grava_corr</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">27</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad de arena c= orregida</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">kg </span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Arena_c= orr</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">28</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Edad del hormi= g=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">d=C3=ADas</span></p><p class=3D"awdiv"= style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">E= dad_Ho</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">29</span></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Resistencia= a la compresi=C3=B3n del hormig=C3=B3n</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/cm</= span><span class=3D"awspan" style=3D"font-size:6.5pt">2</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Resis_comp</span></p><p class=3D"awdiv"><span class=3D"awspan" sty= le=3D"font-style:italic">3.2. Fase 1</span></p><p class=3D"awdiv"><span cla= ss=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt= "> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"l= etter-spacing:0.6pt"> </span><a href=3D"#tabla4" style=3D"text-decoration:n= one"></a></p><p class=3D"awdiv"><a href=3D"#tabla4" style=3D"text-decoratio= n:none"><span class=3D"awspan" style=3D"font-weight:bold; text-decoration:u= nderline">Tabla</span><span class=3D"awspan" style=3D"font-weight:bold; tex= t-decoration:underline; letter-spacing:0.6pt"> </span><span class=3D"awspan= " style=3D"font-weight:bold; text-decoration:underline">4</span></a></p><p>= <span class=3D"awspan">,</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.6pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">presentan</span= ><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"= > </span><span class=3D"awspan">resultados</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspa= n">R</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan"= >obtenidos</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </s= pan><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-= spacing:0.6pt"> </span><span class=3D"awspan">cada</span><span class=3D"aws= pan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">variable= </span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span = class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:0.= 6pt"> </span><span class=3D"awspan">relaci=C3=B3n con</span><span class=3D"= awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">la</= span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span c= lass=3D"awspan">variable</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.3pt"> </span><span class=3D"awspan">resistencia</span><span class=3D"= awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">a</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span cl= ass=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.3= pt"> </span><span class=3D"awspan">compresi=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">del</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span cla= ss=3D"awspan">hormig=C3=B3n,</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.3pt"> </span><span class=3D"awspan">arrojados</span><span class= =3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">= por</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><s= pan class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.3pt"> </span><span class=3D"awspan">software</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">R</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt">= </span><span class=3D"awspan">su interfaz RStudio.</span></p><p class=3D"a= wdiv"><a id=3D"tabla4"></a><span class=3D"awspan" style=3D"font-weight:bold= ">Tabla 4</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font= -style:italic">Coeficiente de determinaci=C3=B3n de cada variable prelimina= r</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Variable predictora </span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">Resis_comp</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">Resis_comp</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">1,0000</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Asentamiento</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">-0,1324</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">       <= /span><span class=3D"awspan" style=3D"font-size:10pt">Densidad_cemento</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">-0,1552</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Modulo_finura_af<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">0,0686</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">TM_af</span></= p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">-0,2325</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">TNM_af</span></p><p = class=3D"awdiv" style=3D"padding-bottom:10pt; font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">0,0521</span></p><p class=3D"awdiv" st= yle=3D"font-size:11pt"><span style=3D"height:0pt; display:block; position:a= bsolute; z-index:29"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQE= AYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGC= EYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eH= h4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8QAHAAB= AAICAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFEQYHEhM= 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2LP/98susWLGCsWPH8pMlP2HOvDk0NjTSdOkidrsdnaLDZrMxLNVGSnIK4eZwXK5e/ra5hH2f7M= Pnvf6JBWlyK8ePHycrK4uamhqKiop49dVXkVJSXV19U4fNZjNjxoxh+fLlOJ1OWlpamDBhAps2b= aKtrY2IiAh0Ot1NbUyfPp2dO3dy+vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebc= NoeC2QXExccyJCmByUou/VSJpmlogQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz= +97/niy++YNy4cVewHdcTIQRHjhwhIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8= qVK9m3bx/Jyck0NTVRVFRESUnJDUEL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECA= Xp6nDRfvMSpU6c4V1t30yvRL5qm0d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7= di0Oh4ODBw+ybNky/H4/TU1NvPvuuzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/= 88sawSImorq6WWVlZ37tZIQSKomAwGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1sn= jxYkpKSr7XVkJCAikpKdTW1pKbm0tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC= 2BlZSU5OTl4vV6qqqquq1dWVsa8efMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2= nnvuOXJycv4tf//fy/8AgnKjIiDLf+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"= 28" alt=3D"" style=3D"margin-left:449.75pt; position:absolute" /></span><sp= an class=3D"awspan" style=3D"font-weight:bold">Tabla 4</span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-style:italic">Coeficiente d= e determinaci=C3=B3n de cada variable preliminar (continuaci=C3=B3n)</span>= </p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" styl= e=3D"font-size:10pt">Variable predictora</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Resis_c= omp</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">DAS_af</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,0419</sp= an></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" s= tyle=3D"font-size:10pt">DAC_af</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,1298</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">Porcen_humedad_af</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-0,0421</span= ></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" sty= le=3D"font-size:10pt">Porcen_absor_af</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-0,0104</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">TM_ag</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-0,1390</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">TNM_ag</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">-0,0400</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">DAS_ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt">= <span class=3D"awspan" style=3D"font-size:10pt">-0,0200</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">DAC_ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">0,0004</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">Porcen_humedad_ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><= span class=3D"awspan" style=3D"font-size:10pt">-0,0914</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Porcen_absor_ag</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">0,4497</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">Porcen_opt_arena</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">-0,0845</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">Porcen_opt_grava</span></p><p class=3D"awdiv" style=3D"font-= size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,0934</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">DO_mezcla</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,0487</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">DM_mezcla</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">0,0544</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">Agua</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">0,0304</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">Cemento</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">0,0982</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Are= na</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aws= pan" style=3D"font-size:10pt">-0,0196</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Grava</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">-0,0777</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Agua_corr</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">0,0304</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cemento_corr</span></= p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">0,0982</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">Arena_corr</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">-0,0196</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">Grava_corr</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">-0,0777</span></p><p class=3D"awdiv" style=3D"font-size:10pt= "><span class=3D"awspan" style=3D"font-size:10pt">Edad_ hormig=C3=B3n</span= ></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" sty= le=3D"font-size:10pt">0,6480</span></p><p class=3D"awdiv"><span class=3D"aw= span">Al</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </sp= an><span class=3D"awspan">analizar</span><span class=3D"awspan" style=3D"le= tter-spacing:0.75pt"> </span><span class=3D"awspan">los</span><span class= =3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">= coeficientes</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> = </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lett= er-spacing:0.75pt"> </span><span class=3D"awspan">determinaci=C3=B3n</span>= <span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"= > </span><span class=3D"awspan">cada</span><span class=3D"awspan" style=3D"= letter-spacing:0.75pt"> </span><span class=3D"awspan">variable</span><span = class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"aws= pan">preliminar</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt= "> </span><span class=3D"awspan">(</span><a href=3D"#tabla4" style=3D"text-= decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla4" style=3D"te= xt-decoration:none"><span class=3D"awspan" style=3D"font-weight:bold; text-= decoration:underline">Tabla</span><span class=3D"awspan" style=3D"font-weig= ht:bold; text-decoration:underline; letter-spacing:0.75pt"> </span><span cl= ass=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">4</spa= n></a></p><p style=3D"padding-bottom:10pt"><span class=3D"awspan">),</span>= <span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class= =3D"awspan">se observ=C3=B3</span><span class=3D"awspan" style=3D"letter-sp= acing:4.85pt"> </span><span class=3D"awspan">que</span><span class=3D"awspa= n" style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">=C3=BAnic= amente</span><span class=3D"awspan" style=3D"letter-spacing:4.85pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:4.85pt"> </span><span class=3D"awspan">variable</span><span class=3D"a= wspan" style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">=E2= =80=9CEdad_hormig=C3=B3n=E2=80=9D</span><span class=3D"awspan" style=3D"let= ter-spacing:4.85pt"> </span><span class=3D"awspan">present=C3=B3</span><spa= n class=3D"awspan" style=3D"letter-spacing:4.85pt"> </span><span class=3D"a= wspan">un</span><span class=3D"awspan" style=3D"letter-spacing:4.85pt"> </s= pan><span class=3D"awspan">valor</span><span class=3D"awspan" style=3D"lett= er-spacing:4.85pt"> </span><span class=3D"awspan">de</span><span class=3D"a= wspan" style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">R</sp= an><span class=3D"awspan" style=3D"font-size:8pt">2</span><span class=3D"aw= span"> considerable</span><span class=3D"awspan" style=3D"letter-spacing:0.= 9pt"> </span><span class=3D"awspan">alcanzando</span><span class=3D"awspan"= style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">un</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"a= wspan">valor</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:0.9pt"> </span><span class=3D"awspan">0,648.</span><span class=3D= "awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">Sin<= /span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span c= lass=3D"awspan">embargo,</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.9pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">27</span><span= class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"aws= pan">variables</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt">= </span><span class=3D"awspan">preliminares restantes</span><span class=3D"= awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">most= raron</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span>= <span class=3D"awspan">coeficientes</span><span class=3D"awspan" style=3D"l= etter-spacing:1.95pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">= determinaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:1.9= 5pt"> </span><span class=3D"awspan">inferiores</span><span class=3D"awspan"= style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">a</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"= awspan">0,5,</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> = </span><span class=3D"awspan">lo</span><span class=3D"awspan" style=3D"lett= er-spacing:1.95pt"> </span><span class=3D"awspan">que</span><span class=3D"= awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">indi= ca</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><sp= an class=3D"awspan">una relaci=C3=B3n</span><span class=3D"awspan" style=3D= "letter-spacing:-0.15pt"> </span><span class=3D"awspan">baja</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awsp= an">o</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span= ><span class=3D"awspan">no</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.15pt"> </span><span class=3D"awspan">necesariamente</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspa= n">lineal</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </= span><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.15pt"> </span><span class=3D"awspan">la</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">resi= stencia</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </sp= an><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.15pt"> </span><span class=3D"awspan">la</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">compresi= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </sp= an><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-= spacing:-0.15pt"> </span><span class=3D"awspan">hormig=C3=B3n, en</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"= awspan">contraste</span><span class=3D"awspan" style=3D"letter-spacing:1.95= pt"> </span><span class=3D"awspan">con</span><span class=3D"awspan" style= =3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">la</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspa= n">fuerte</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> </s= pan><span class=3D"awspan">relaci=C3=B3n</span><span class=3D"awspan" style= =3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">arrojada</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D= "awspan">con</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> = </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"lett= er-spacing:1.95pt"> </span><span class=3D"awspan">edad.</span><span class= =3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">= A</span><span class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><spa= n class=3D"awspan">pesar</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.95pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.95pt"> </span><span class=3D"awspan">estos</span><= span class=3D"awspan" style=3D"letter-spacing:1.95pt"> </span><span class= =3D"awspan">resultados iniciales,</span><span class=3D"awspan" style=3D"let= ter-spacing:1.1pt"> </span><span class=3D"awspan">se</span><span class=3D"a= wspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">opt=C3= =B3</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><sp= an class=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacin= g:1.1pt"> </span><span class=3D"awspan">mantener</span><span class=3D"awspa= n" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">todas</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class= =3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"= > </span><span class=3D"awspan">variables</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">para</span><span = class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awsp= an">la</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span>= <span class=3D"awspan">etapa</span><span class=3D"awspan" style=3D"letter-s= pacing:1.1pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">la</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"= awspan">construcci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spac= ing:1.1pt"> </span><span class=3D"awspan">del modelo,</span><span class=3D"= awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">ya</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span cla= ss=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:2.8p= t"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"= letter-spacing:2.8pt"> </span><span class=3D"awspan">emplear=C3=A1</span><s= pan class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"= awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:2.8pt"> </s= pan><span class=3D"awspan">t=C3=A9cnica</span><span class=3D"awspan" style= =3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">de</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan"= >=E2=80=9Cstep-wise=E2=80=9D</span><span class=3D"awspan" style=3D"letter-s= pacing:2.8pt"> </span><span class=3D"awspan">o</span><span class=3D"awspan"= style=3D"letter-spacing:2.8pt"> </span><span class=3D"awspan">selecci=C3= =B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.8pt"> </span><s= pan class=3D"awspan">escalonada</span><span class=3D"awspan" style=3D"lette= r-spacing:2.8pt"> </span><span class=3D"awspan">para determinar</span><span= class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"aws= pan">un</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span= ><span class=3D"awspan">subconjunto</span><span class=3D"awspan" style=3D"l= etter-spacing:0.2pt"> </span><span class=3D"awspan">=C3=B3ptimo</span><span= class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"aws= pan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span= ><span class=3D"awspan">variables</span><span class=3D"awspan" style=3D"let= ter-spacing:0.2pt"> </span><span class=3D"awspan">predictoras</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspa= n">para</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span= 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/span><span class=3D"awspan" style=3D"font-style:italic">3.3. Fase 2</span>= </p><p class=3D"awdiv"><span class=3D"awspan">La</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">conforma= ci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </= span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.05pt"> </span><span class=3D"awspan">conjunto</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan= ">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span>= <span class=3D"awspan">datos</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.05pt"> </span><span class=3D"awspan">para</span><span class=3D"aw= span" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">entre= nar</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><= span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.05pt"> </span><span class=3D"awspan">testear</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">el</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span cla= ss=3D"awspan">modelo,</span><span class=3D"awspan" style=3D"letter-spacing:= -0.05pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">lo</span><span= class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"a= wspan">realiz=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:-0= .05pt"> </span><span class=3D"awspan">de forma</span><span class=3D"awspan"= style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">aleatoria.</= span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span cl= ass=3D"awspan">Se</span><span class=3D"awspan" style=3D"letter-spacing:1.4p= t"> </span><span class=3D"awspan">asign=C3=B3</span><span class=3D"awspan" = style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">el</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"aw= span">80%</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </sp= an><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-s= pacing:1.4pt"> </span><span class=3D"awspan">los</span><span class=3D"awspa= n" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">datos,</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span clas= s=3D"awspan">es</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"= > </span><span class=3D"awspan">decir</span><span class=3D"awspan" style=3D= "letter-spacing:1.4pt"> </span><span class=3D"awspan">144</span><span class= =3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">r= egistros,</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </sp= an><span class=3D"awspan">al</span><span class=3D"awspan" style=3D"letter-s= pacing:1.4pt"> </span><span class=3D"awspan">conjunto</span><span class=3D"= awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">de en= trenamiento,</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> <= /span><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"lette= r-spacing:1.8pt"> </span><span class=3D"awspan">cual</span><span class=3D"a= wspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">se</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span clas= s=3D"awspan">utiliz=C3=B3</span><span class=3D"awspan" style=3D"letter-spac= ing:1.8pt"> </span><span class=3D"awspan">para</span><span class=3D"awspan"= style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">construir</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span cla= ss=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"= > </span><span class=3D"awspan">ajustar</span><span class=3D"awspan" style= =3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">el</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan"= >modelo.</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </spa= n><span class=3D"awspan">El</span><span class=3D"awspan" style=3D"letter-sp= acing:1.8pt"> </span><span class=3D"awspan">20%</span><span class=3D"awspan= " style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">restante, e= quivalente</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> <= /span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter= -spacing:-0.45pt"> </span><span class=3D"awspan">35</span><span class=3D"aw= span" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">regis= tros,</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span= ><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.45pt"> </span><span class=3D"awspan">reserv=C3=B3</span><span class= =3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan"= >como</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span= ><span class=3D"awspan">conjunto</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.45pt"> </span><span class=3D"awspan">de</span><span class=3D"= awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">pru= eba,</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span>= <span class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.45pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan= " style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">objetivo<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span= class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.45pt"> </span><span class=3D"awspan">evaluar la capacidad de generalizaci= =C3=B3n de los modelos entrenados.</span><span class=3D"awspan">  </sp= an></p><p class=3D"awdiv"><span class=3D"awspan">En</span><span class=3D"aw= span" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">la</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cla= ss=3D"awspan">construcci=C3=B3n</span><span class=3D"awspan" style=3D"lette= r-spacing:0.55pt"> </span><span class=3D"awspan">del</span><span class=3D"a= wspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">model= o</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><spa= n class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:= 0.55pt"> </span><span class=3D"awspan">regresi=C3=B3n</span><span class=3D"= awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">line= al</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><sp= an class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing= :0.55pt"> </span><span class=3D"awspan">obtuvieron</span><span class=3D"aws= pan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">tres</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cl= ass=3D"awspan">modelos</span><span class=3D"awspan" style=3D"letter-spacing= :0.55pt"> </span><span class=3D"awspan">para</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">cada conjunto= </span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span= class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0= .25pt"> </span><span class=3D"awspan">datos,</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">los</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"= awspan">nombres</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt= "> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"l= etter-spacing:0.25pt"> </span><span class=3D"awspan">las</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= variables</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </s= pan><span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-s= pacing:0.25pt"> </span><span class=3D"awspan">las</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">unidades= </span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span= class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0= .25pt"> </span><span class=3D"awspan">medida</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">se</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"a= wspan">indica</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt">= </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"let= ter-spacing:0.25pt"> </span><span class=3D"awspan">la </span><a href=3D"#ta= bla5" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"= #tabla5" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"fon= t-weight:bold; text-decoration:underline">Tabla 5</span></a></p><p><span cl= ass=3D"awspan">.</span></p><p class=3D"awdiv"><span class=3D"awspan" style= =3D"font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan" style= =3D"font-weight:bold">Modelo 1 (M</span><span class=3D"awspan" style=3D"fon= t-size:8pt; font-weight:bold">1</span><span class=3D"awspan" style=3D"font-= weight:bold">):</span><span class=3D"awspan"> </span><span class=3D"awspan"= style=3D"font-weight:bold">Base de datos con unidades de medida originales= .</span></p><p class=3D"awdiv"><span class=3D"awspan">Resis_comp</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"a= wspan">=3D</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </= span><span class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D= "letter-spacing:1.55pt"> </span><span class=3D"awspan">450,215</span><span = class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"aws= pan">=E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"= > </span><span class=3D"awspan">4,274</span><span class=3D"awspan" style=3D= "letter-spacing:1.55pt"> </span><span class=3D"awspan">(</span><span class= =3D"awspan" style=3D"font-style:italic">Asentamiento</span><span class=3D"a= wspan">)</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </sp= an><span class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D"l= etter-spacing:1.55pt"> </span><span class=3D"awspan">17,304</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan= ">(</span><span class=3D"awspan" style=3D"font-style:italic">Modulo_fin_af<= /span><span class=3D"awspan" style=3D"font-style:italic; letter-spacing:1.5= 5pt"> </span><span class=3D"awspan">)</span><span class=3D"awspan" style=3D= "letter-spacing:1.55pt"> </span><span class=3D"awspan">- 79,763</span><span= class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"a= wspan">(</span><span class=3D"awspan" style=3D"font-style:italic">TM_af</sp= an><span class=3D"awspan" style=3D"font-style:italic; letter-spacing:-0.55p= t"> </span><span class=3D"awspan">) </span><span class=3D"awspan"> </s= pan><span class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D"= letter-spacing:-0.55pt"> </span><span class=3D"awspan">0,049</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awsp= an">(</span><span class=3D"awspan" style=3D"font-style:italic">DAC_af</span= ><span class=3D"awspan" style=3D"font-style:italic; letter-spacing:-0.55pt"= > </span><span class=3D"awspan">)</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.55pt"> </span><span class=3D"awspan">=E2=80=93</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"aws= pan">15,315</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> = </span><span class=3D"awspan">(</span><span class=3D"awspan" style=3D"font-= style:italic">TM_ag</span><span class=3D"awspan">)</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">=E2=80= =93</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><= span class=3D"awspan">0,070</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.55pt"> </span><span class=3D"awspan">(</span><span class=3D"awspan= " style=3D"font-style:italic">DAS_ag</span><span class=3D"awspan" style=3D"= font-style:italic; letter-spacing:-0.55pt"> </span><span class=3D"awspan">)= </span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><spa= n class=3D"awspan">+</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.55pt"> </span><span class=3D"awspan">0,110 (</span><span class=3D"awspan"= style=3D"font-style:italic">DAC_ag</span><span class=3D"awspan" style=3D"f= ont-style:italic; letter-spacing:2.45pt"> </span><span class=3D"awspan">)</= span><span class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span c= lass=3D"awspan">+</span><span class=3D"awspan" style=3D"letter-spacing:2.45= pt"> </span><span class=3D"awspan">21,9007</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">(</span><span c= lass=3D"awspan" style=3D"font-style:italic">Porcen_absor_ag</span><span cla= ss=3D"awspan" style=3D"font-style:italic; letter-spacing:2.45pt"> </span><s= pan class=3D"awspan">)</span><span class=3D"awspan" style=3D"letter-spacing= :2.45pt"> </span><span class=3D"awspan">+</span><span class=3D"awspan" styl= e=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">469,231</span><s= pan class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D= "awspan">(</span><span class=3D"awspan" style=3D"font-style:italic">Porcen_= opt_arena</span><span class=3D"awspan">)</span><span class=3D"awspan" style= =3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">+ 569,529</span><= span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class= =3D"awspan">(</span><span class=3D"awspan" style=3D"font-style:italic">Porc= en_opt_grava</span><span class=3D"awspan">)</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">+</span><span= class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"a= wspan">0,033</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt">= </span><span class=3D"awspan">(</span><span class=3D"awspan" style=3D"font= -style:italic">DO_mezcla</span><span class=3D"awspan">)</span><span class= =3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan"= >+</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><s= pan class=3D"awspan">0,482</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.55pt"> </span><span class=3D"awspan">(</span><span class=3D"awspan"= style=3D"font-style:italic">Agu</span><span class=3D"awspan">a)</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"= awspan">+</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </= span><span class=3D"awspan">3,224</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.55pt"> </span><span class=3D"awspan">(</span><span class=3D"= awspan" style=3D"font-style:italic">Edad hormig=C3=B3n) </span><span class= =3D"awspan"> </span><span class=3D"awspan">+</span></p><p class=3D"awd= iv"><span class=3D"awspan" style=3D"font-family:'Cambria Math'"> </spa= n></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Cambr= ia Math'">=F0=9D=9C=80</span></p><p class=3D"awdiv"><span class=3D"awspan" = style=3D"font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan" = style=3D"font-weight:bold">Modelo 2 (M</span><span class=3D"awspan" style= =3D"font-size:8pt; font-weight:bold">2</span><span class=3D"awspan" style= =3D"font-weight:bold">):</span><span class=3D"awspan"> </span><span class= =3D"awspan" style=3D"font-weight:bold">Base de datos con unidades de medida= estandarizadas.</span></p><p class=3D"awdiv"><span class=3D"awspan">Resis_= comp=3D</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </spa= n><span class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D"le= tter-spacing:0.35pt"> </span><span class=3D"awspan">450,215</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan= ">=E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> <= /span><span class=3D"awspan">4,274</span><span class=3D"awspan" style=3D"le= tter-spacing:0.35pt"> </span><span class=3D"awspan">(Asentamiento)</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D= "awspan">=E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:0.3= 5pt"> </span><span class=3D"awspan">17,304</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">(Modulo_finura_= af)</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><s= pan class=3D"awspan">=E2=80=93 31,403</span><span class=3D"awspan" style=3D= "letter-spacing:0.55pt"> </span><span class=3D"awspan">(TM_af)</span><span = class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"aws= pan">-</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span= ><span class=3D"awspan">0,049</span><span class=3D"awspan" style=3D"letter-= spacing:0.55pt"> </span><span class=3D"awspan">(DAC_af)</span><span class= =3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">= =E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </s= pan><span class=3D"awspan">6,026</span><span class=3D"awspan" style=3D"lett= er-spacing:0.55pt"> </span><span class=3D"awspan">(TM_ag)</span><span class= =3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">= =E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </s= pan><span class=3D"awspan">0,069</span><span class=3D"awspan" style=3D"lett= er-spacing:0.55pt"> </span><span class=3D"awspan">(DAS_ag)</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan"= >+</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><sp= an class=3D"awspan">0,110 (DAC_ag)</span><span class=3D"awspan" style=3D"le= tter-spacing:4.85pt"> </span><span class=3D"awspan">+</span><span class=3D"= awspan" style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">21,9= 007</span><span class=3D"awspan" style=3D"letter-spacing:4.85pt"> </span><s= pan class=3D"awspan">(Porcen_absor_ag)</span><span class=3D"awspan" style= =3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">+</span><span cla= ss=3D"awspan" style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan= ">469,231</span><span class=3D"awspan" style=3D"letter-spacing:4.85pt"> </s= pan><span class=3D"awspan">(Porcen_opt_arena)</span><span class=3D"awspan" = style=3D"letter-spacing:4.85pt"> </span><span class=3D"awspan">+ 569,529</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.7pt"> </span><span cla= ss=3D"awspan">(Porcen_opt_grava)</span><span class=3D"awspan" style=3D"lett= er-spacing:1.7pt"> </span><span class=3D"awspan">+</span><span class=3D"aws= pan" style=3D"letter-spacing:1.7pt"> </span><span class=3D"awspan">0,033</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.7pt"> </span><span cla= ss=3D"awspan">(DO_mezcla)</span><span class=3D"awspan" style=3D"letter-spac= ing:1.7pt"> </span><span class=3D"awspan">+</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.7pt"> </span><span class=3D"awspan">0,48234</span><= span class=3D"awspan" style=3D"letter-spacing:1.7pt"> </span><span class=3D= "awspan">(Agua)</span><span class=3D"awspan" style=3D"letter-spacing:1.7pt"= > </span><span class=3D"awspan">+</span><span class=3D"awspan" style=3D"let= ter-spacing:1.7pt"> </span><span class=3D"awspan">3,224 (Edad hormig=C3=B3n= ) + =CE=B5</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"fon= t-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan" style=3D"fon= t-weight:bold">Modelo 3 (M</span><span class=3D"awspan" style=3D"font-size:= 8pt; font-weight:bold">3</span><span class=3D"awspan" style=3D"font-weight:= bold">):</span><span class=3D"awspan">  </span><span class=3D"awspan" = style=3D"font-weight:bold">Base de datos con valores normalizados.</span></= p><p class=3D"awdiv"><span class=3D"awspan">Resis_comp=3D</span><span class= =3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">= =E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </s= pan><span class=3D"awspan">0,354</span><span class=3D"awspan" style=3D"lett= er-spacing:2.35pt"> </span><span class=3D"awspan">=E2=80=93</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan= ">0,128</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </spa= n><span class=3D"awspan">(Asentamiento)</span><span class=3D"awspan" style= =3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">=E2=80=93</span><= span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class= =3D"awspan">0,107</span><span class=3D"awspan" style=3D"letter-spacing:2.35= pt"> </span><span class=3D"awspan">(Modulo_finura_af)</span><span class=3D"= awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">=E2= =80=93 0,063</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> = </span><span class=3D"awspan">(</span><span class=3D"awspan" style=3D"lette= r-spacing:0.35pt"> </span><span class=3D"awspan">TM_af)</span><span class= =3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">= =E2=80=93</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </s= pan><span class=3D"awspan">0,</span><span class=3D"awspan" style=3D"letter-= spacing:0.35pt"> </span><span class=3D"awspan">529</span><span class=3D"aws= pan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">(DAC_af= )</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><spa= n class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D"letter-s= pacing:0.35pt"> </span><span class=3D"awspan">0,080</span><span class=3D"aw= span" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">(TM_ag= )</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><spa= n class=3D"awspan">=E2=80=93</span><span class=3D"awspan" style=3D"letter-s= pacing:0.35pt"> </span><span class=3D"awspan">0,321</span><span class=3D"aw= span" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">(DAS_a= g)</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><sp= an class=3D"awspan">+</span><span class=3D"awspan" style=3D"letter-spacing:= 0.35pt"> </span><span class=3D"awspan">0,520 (DAC_ag)+</span><span class=3D= "awspan" style=3D"letter-spacing:4.45pt"> </span><span class=3D"awspan">0,4= 20</span><span class=3D"awspan" style=3D"letter-spacing:4.45pt"> </span><sp= an class=3D"awspan">(Porcen_absor_ag)</span><span class=3D"awspan" style=3D= "letter-spacing:4.45pt"> </span><span class=3D"awspan">+</span><span class= =3D"awspan" style=3D"letter-spacing:4.45pt"> </span><span class=3D"awspan">= 0,475</span><span class=3D"awspan" style=3D"letter-spacing:4.45pt"> </span>= <span class=3D"awspan">(Porcen_opt_arena)</span><span class=3D"awspan" styl= e=3D"letter-spacing:4.45pt"> </span><span class=3D"awspan">+</span><span cl= ass=3D"awspan" style=3D"letter-spacing:4.45pt"> </span><span class=3D"awspa= n">0,576 (Porcen_opt_grava)</span><span class=3D"awspan" style=3D"letter-sp= acing:4.2pt"> </span><span class=3D"awspan">+</span><span class=3D"awspan" = style=3D"letter-spacing:4.2pt"> </span><span class=3D"awspan">0,284</span><= span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </span><span class=3D= "awspan">(DO_mezcla)</span><span class=3D"awspan" style=3D"letter-spacing:4= .2pt"> </span><span class=3D"awspan">+</span><span class=3D"awspan" style= =3D"letter-spacing:4.2pt"> </span><span class=3D"awspan">0,207</span><span = class=3D"awspan" style=3D"letter-spacing:4.2pt"> </span><span class=3D"awsp= an">(Agua)</span><span class=3D"awspan" style=3D"letter-spacing:4.2pt"> </s= pan><span class=3D"awspan">+</span><span class=3D"awspan" style=3D"letter-s= pacing:4.2pt"> </span><span class=3D"awspan">0,285</span><span class=3D"aws= pan" style=3D"letter-spacing:4.2pt"> </span><span class=3D"awspan">(Edad ho= rmig=C3=B3n)+ =CE=B5</span></p><p class=3D"awdiv"><span class=3D"awspan">El= </span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span = class=3D"awspan">c=C3=B3digo</span><span class=3D"awspan" style=3D"letter-s= pacing:0.7pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">las</span><= span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D= "awspan">variables</span><span class=3D"awspan" style=3D"letter-spacing:0.7= pt"> </span><span class=3D"awspan">predictoras</span><span class=3D"awspan"= style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">que</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"= awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </s= pan><span class=3D"awspan">emplearon</span><span class=3D"awspan" style=3D"= letter-spacing:0.7pt"> </span><span class=3D"awspan">para</span><span class= =3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">l= a</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span= class=3D"awspan">construcci=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.7pt"> </span><span class=3D"awspan">de los</span><span clas= s=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">= modelos</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span= ><span class=3D"awspan">M1,</span><span class=3D"awspan" style=3D"letter-sp= acing:0.5pt"> </span><span class=3D"awspan">M2,</span><span class=3D"awspan= " style=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">M3,</span><= span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D= "awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </= span><span class=3D"awspan">descripci=C3=B3n</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">y</span><span = class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D"awsp= an">la</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span>= <span class=3D"awspan">unidad</span><span class=3D"awspan" style=3D"letter-= spacing:0.5pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">medida</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span clas= s=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.5pt"= > </span><span class=3D"awspan">indican</span><span class=3D"awspan" style= =3D"letter-spacing:0.5pt"> </span><span class=3D"awspan">en</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.5pt"> </span><span class=3D"awspan"= >la </span><span class=3D"awspan" style=3D"font-weight:bold">Tabla 5</span>= <span class=3D"awspan">. </span></p><p class=3D"awdiv" style=3D"padding-bot= tom:10pt"><a id=3D"tabla5"></a><span class=3D"awspan" style=3D"font-weight:= bold">Tabla 5</span></p><p class=3D"awdiv" style=3D"font-size:11pt"><span s= tyle=3D"height:0pt; display:block; position:absolute; z-index:33"><img src= =3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQF= BQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wB= DAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh= 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xu/3o6oqW7ZswWQysXr1al566SVOnDhx3R5ysFwDmuYPUHP2LP/98susWLGCsWPH8pMlP2HOvDk= 0NjTSdOkidrsdnaLDZrMxLNVGSnIK4eZwXK5e/ra5hH2f7MPnvf6JBWlyK8ePHycrK4uamhqKio= p49dVXkVJSXV19U4fNZjNjxoxh+fLlOJ1OWlpamDBhAps2baKtrY2IiAh0Ot1NbUyfPp2dO3dy+= vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebcNoeC2QXExccyJCmByUou/VSJpmlo= gQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz+97/niy++YNy4cVewHdcTIQRHjhw= hIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8qVK9m3bx/Jyck0NTVRVFRESUnJDU= EL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECAXp6nDRfvMSpU6c4V1t30yvRL5qm0= d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7di0Oh4ODBw+ybNky/H4/TU1NvPvu= uzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/88sawSImorq6WWVlZ37tZIQSKomA= wGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1snjxYkpKSr7XVkJCAikpKdTW1pKbm0= tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC2BlZSU5OTl4vV6qqqquq1dWVsa8e= fMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2nnvuOXJycv4tf//fy/8AgnKjIiDL= f+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"28" alt=3D"" style=3D"margin= -left:449.75pt; position:absolute" /></span><span class=3D"awspan" style=3D= "font-style:italic">Nombre de las variables preliminares</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Codificaci=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">Nombre de las variabl= es predictoras</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span = class=3D"awspan" style=3D"font-size:10pt">Unidad de medida</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">Resis_comp</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">Resistencia a la compresi= =C3=B3n del hormig=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/cm</span><span clas= s=3D"awspan" style=3D"font-size:6.5pt">2</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Asentam= iento</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">Asentamiento</span></p><p class=3D"awdiv" = style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">cm= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">Mod_fin_af</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">M=C3=B3= dulo de finura del agregado fino</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">TM_af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><= span class=3D"awspan" style=3D"font-size:10pt">Tama=C3=B1o m=C3=A1ximo del = agregado fino</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">in</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">DAC_= af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aws= pan" style=3D"font-size:10pt">Densidad aparente compacta del agregado fino<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">kg/m</span><span class=3D"awspan" style=3D"font-= size:6.5pt">3</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">TM_ag</span></p><p class=3D"awdiv"= style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">T= ama=C3=B1o m=C3=A1ximo del agregado grueso</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">in</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">DAS_ag</span></p><p class=3D"awdiv" style=3D"font-= size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Densidad aparent= e suelta del agregado grueso</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m</span><span cl= ass=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">DAC_a= g</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Densidad aparente compacta del agregado grueso= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">kg/m</span><span class=3D"awspan" style=3D"font= -size:6.5pt">3</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span = class=3D"awspan" style=3D"font-size:10pt">Porcent_absor_ag</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">Porcentaje de absorci=C3=B3n del agregado grueso</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">%</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">Porcent_opt_arena</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">Porcentaje =C3=B3ptimo de la arena</span></p><p class=3D"awdiv" = style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">%<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">Porcent_opt_grava</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Por= centaje =C3=B3ptimo de la grava</span></p><p class=3D"awdiv" style=3D"font-= size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">%</span></p><p c= lass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fon= t-size:10pt">DO_mezcla</span></p><p class=3D"awdiv" style=3D"font-size:10pt= "><span class=3D"awspan" style=3D"font-size:10pt">Densidad =C3=B3ptima de l= a mezcla</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">kg/m</span><span class=3D"awspan" styl= e=3D"font-size:6.5pt">3</span></p><p class=3D"awdiv" style=3D"font-size:10p= t"><span class=3D"awspan" style=3D"font-size:10pt">Agua</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Cantidad de agua</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">kg</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Edad_hormig=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size= :10pt"><span class=3D"awspan" style=3D"font-size:10pt">Edad del hormig=C3= =B3n</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"a= wspan" style=3D"font-size:10pt">d=C3=ADas</span></p><p class=3D"awdiv"><spa= n class=3D"awspan">Al</span><span class=3D"awspan" style=3D"letter-spacing:= 0.45pt"> </span><span class=3D"awspan">examinar</span><span class=3D"awspan= " style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">los</span>= <span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class= =3D"awspan">tres</span><span class=3D"awspan" style=3D"letter-spacing:0.45p= t"> </span><span class=3D"awspan">modelos</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span class=3D"awsp= an">regresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.4= 5pt"> </span><span class=3D"awspan">lineal</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">m=C3=BAltiple</= span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><span c= lass=3D"awspan">obtenidos,</span><span class=3D"awspan" style=3D"letter-spa= cing:0.45pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan"= style=3D"letter-spacing:0.45pt"> </span><span class=3D"awspan">observ=C3= =B3</span><span class=3D"awspan" style=3D"letter-spacing:0.45pt"> </span><s= pan class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.45pt"> </span><span class=3D"awspan">los tres</span><span class=3D"aws= pan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">modelos= </span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span= class=3D"awspan">predictivos</span><span class=3D"awspan" style=3D"letter-= spacing:0.35pt"> </span><span class=3D"awspan">comparten</span><span class= =3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">= las</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><s= pan class=3D"awspan">trece</span><span class=3D"awspan" style=3D"letter-spa= cing:0.35pt"> </span><span class=3D"awspan">mismas</span><span class=3D"aws= pan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">variabl= es</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><sp= an class=3D"awspan">predictoras,</span><span class=3D"awspan" style=3D"lett= er-spacing:0.35pt"> </span><span class=3D"awspan">indicadas</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan= ">en la</span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </spa= n><a href=3D"#tabla5" style=3D"text-decoration:none"></a></p><p class=3D"aw= div"><a href=3D"#tabla5" style=3D"text-decoration:none"><span class=3D"awsp= an" style=3D"font-weight:bold; text-decoration:underline">Tabla</span><span= class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline; let= ter-spacing:2.05pt"> </span><span class=3D"awspan" style=3D"font-weight:bol= d; text-decoration:underline">5</span></a></p><p><span class=3D"awspan">.</= span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span c= lass=3D"awspan">Sin</span><span class=3D"awspan" style=3D"letter-spacing:2.= 05pt"> </span><span class=3D"awspan">embargo,</span><span class=3D"awspan" = style=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">a</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span class=3D"a= wspan">pesar</span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> = </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lett= er-spacing:2.05pt"> </span><span class=3D"awspan">esta</span><span class=3D= "awspan" style=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">sim= ilitud</span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span= ><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spa= cing:2.05pt"> </span><span class=3D"awspan">las</span><span class=3D"awspan= " style=3D"letter-spacing:2.05pt"> </span><span class=3D"awspan">variables,= </span><span class=3D"awspan" style=3D"letter-spacing:2.05pt"> </span><span= class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:= 2.05pt"> </span><span class=3D"awspan">coeficientes estimados</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspa= n">para</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span= ><span class=3D"awspan">cada</span><span class=3D"awspan" style=3D"letter-s= pacing:0.7pt"> </span><span class=3D"awspan">modelo</span><span class=3D"aw= span" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">difiere= n</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span= class=3D"awspan">significativamente,</span><span class=3D"awspan" style=3D= "letter-spacing:0.7pt"> </span><span class=3D"awspan">indicando</span><span= class=3D"awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"aws= pan">que</span><span class=3D"awspan" style=3D"letter-spacing:0.7pt"> </spa= n><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-sp= acing:0.7pt"> </span><span class=3D"awspan">influencia</span><span class=3D= "awspan" style=3D"letter-spacing:0.7pt"> </span><span class=3D"awspan">de c= ada</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><s= pan class=3D"awspan">variable</span><span class=3D"awspan" style=3D"letter-= spacing:3.35pt"> </span><span class=3D"awspan">independiente</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspa= n">sobre</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </sp= an><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-s= pacing:3.35pt"> </span><span class=3D"awspan">variable</span><span class=3D= "awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">dep= endiente</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </sp= an><span class=3D"awspan">var=C3=ADa</span><span class=3D"awspan" style=3D"= letter-spacing:3.35pt"> </span><span class=3D"awspan">entre</span><span cla= ss=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan= ">los</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span>= <span class=3D"awspan">distintos conjuntos de datos.</span></p><p class=3D"= awdiv"><span class=3D"awspan">En</span><span class=3D"awspan" style=3D"lett= er-spacing:0.4pt"> </span><span class=3D"awspan">la</span><span class=3D"aw= span" style=3D"letter-spacing:0.4pt"> </span><a href=3D"#tabla6" style=3D"t= ext-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla6" style= =3D"text-decoration:none"><span class=3D"awspan" style=3D"font-weight:bold;= text-decoration:underline">Tabla</span><span class=3D"awspan" style=3D"fon= t-weight:bold; text-decoration:underline; letter-spacing:0.4pt"> </span><sp= an class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">6= </span></a></p><p><span class=3D"awspan" style=3D"letter-spacing:0.4pt">&#x= a0;</span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"l= etter-spacing:0.4pt"> </span><span class=3D"awspan">presentan</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspa= n">los</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span>= <span class=3D"awspan">valores</span><span class=3D"awspan" style=3D"letter= -spacing:0.4pt"> </span><span class=3D"awspan">obtenidos</span><span class= =3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">d= e</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span= class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:= 0.4pt"> </span><span class=3D"awspan">m=C3=A9tricas</span><span class=3D"aw= span" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">de</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class= =3D"awspan">evaluaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-sp= acing:0.4pt"> </span><span class=3D"awspan">aplicada en los tres modelos de= regresi=C3=B3n lineal m=C3=BAltiple.</span></p><p class=3D"awdiv"><a id=3D= "tabla6"></a><span class=3D"awspan" style=3D"font-weight:bold">Tabla 6</spa= n></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-style:italic"= >Valores de m=C3=A9tricas de evaluaci=C3=B3n</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Dat= os de entrada</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">R</span><span class=3D"awspan" sty= le=3D"font-size:6.5pt">2 </span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt"> </span><span cla= ss=3D"awspan" style=3D"font-size:10pt">MSE</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">RMSE = (kg/cm</span><span class=3D"awspan" style=3D"font-size:6.5pt">2</span><span= class=3D"awspan" style=3D"font-size:10pt">)</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">MAP= E (%)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">M</span><span class=3D"awspan" style=3D"fo= nt-size:6.5pt">1</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">0,7934</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">407,858</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">20,195</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">7</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">M</span><span class=3D"awspan" style=3D"font-size= :6.5pt">2</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">0,7934</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">407,= 858</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">20,195</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">7</span></= p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">M</span><span class=3D"awspan" style=3D"font-size:6.5pt= ">3</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aw= span" style=3D"font-size:10pt">0,7934</span></p><p class=3D"awdiv" style=3D= "font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,007</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">0,084</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">26</span></p><p cla= ss=3D"awdiv" style=3D"padding-bottom:10pt"><span class=3D"awspan">Al</span>= <span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class= =3D"awspan">analizar</span><span class=3D"awspan" style=3D"letter-spacing:0= .1pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" style= =3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">coeficiente</span>= <span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt">= </span><span class=3D"awspan">determinaci=C3=B3n</span><span class=3D"awsp= an" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">R</span><= span class=3D"awspan" style=3D"font-size:8pt">2</span><span class=3D"awspan= " style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"= awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </= span><span class=3D"awspan">tres</span><span class=3D"awspan" style=3D"lett= er-spacing:0.1pt"> </span><span class=3D"awspan">modelos</span><span class= =3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">(= </span><span class=3D"awspan" style=3D"font-weight:bold">Tabla</span><span = class=3D"awspan" style=3D"font-weight:bold; letter-spacing:0.1pt"> </span><= span class=3D"awspan" style=3D"font-weight:bold">6</span><span class=3D"aws= pan">),</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span= ><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spa= cing:0.1pt"> </span><span class=3D"awspan">observ=C3=B3 una</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan"= >igualdad</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </sp= an><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-s= pacing:0.3pt"> </span><span class=3D"awspan">este</span><span class=3D"awsp= an" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">indicador= ,</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span= class=3D"awspan">al</span><span class=3D"awspan" style=3D"letter-spacing:0= .3pt"> </span><span class=3D"awspan">poseer</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">un</span><span = class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awsp= an">coeficiente</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"= > </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"le= tter-spacing:0.3pt"> </span><span class=3D"awspan">determinaci=C3=B3n</span= ><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class= =3D"awspan">ajustado</span><span class=3D"awspan" style=3D"letter-spacing:0= .3pt"> </span><span class=3D"awspan">igual a</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">0,</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"a= wspan">7934,</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> = </span><span class=3D"awspan">en</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.1pt"> </span><span class=3D"awspan">los</span><span class=3D"= awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">tres= </span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span= class=3D"awspan">modelos.</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.1pt"> </span><span class=3D"awspan">Esto</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">indica</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span cl= ass=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 1pt"> </span><span class=3D"awspan">tanto</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">el</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awsp= an">modelo</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </= span><span class=3D"awspan">=E2=80=9CM</span><span class=3D"awspan" style= =3D"font-size:8pt">1</span><span class=3D"awspan">=E2=80=9D</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan= ">generado</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </= span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-= spacing:-0.1pt"> </span><span class=3D"awspan">partir</span><span class=3D"= awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">de l= a</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><spa= n class=3D"awspan">base</span><span class=3D"awspan" style=3D"letter-spacin= g:0.85pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">datos</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D= "awspan">con</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> = </span><span class=3D"awspan">unidades</span><span class=3D"awspan" style= =3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">de</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspa= n">medidas</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </= span><span class=3D"awspan">originales</span><span class=3D"awspan" style= =3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">como</span><span = class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"aws= pan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </spa= n><span class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"lette= r-spacing:0.85pt"> </span><span class=3D"awspan">=E2=80=9CM</span><span cla= ss=3D"awspan" style=3D"font-size:8pt">2</span><span class=3D"awspan">=E2=80= =9D</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><s= pan class=3D"awspan">generado</span><span class=3D"awspan" style=3D"letter-= spacing:0.85pt"> </span><span class=3D"awspan">a </span></p><p class=3D"awd= iv" style=3D"font-size:11pt"><span style=3D"height:0pt; display:block; posi= tion:absolute; z-index:35"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJR= gABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQa= FRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4= eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8= QAHAABAAICAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFE= QYHEhMhMVUUF0GSlNHSCBUWIlFSU1ZhcYGTN0JUdJEjMjOhsbKzNDVDcnXBwsMkJTZEYnOCg+En= ZDhFY6KktPH/xAAbAQEBAAIDAQAAAAAAAAAAAAAAAQIEAwUGB//EADURAQABAwMBBgMGBgMBAAA= AAAABAgMRBBJRUgUTFCExkQZBgRUyNHGx0SIzNVOhwUJh8HL/2gAMAwEAAhEDEQA/APp8IyPp7v= nyeEZH093z5Yx32IfFt9XLJ4RkfT3fPk8IyPp7vnyxhiDfVyyeEZH093z5PCMj6e758sYYN9XLJ= 4RkfT3fPk8IyPp7vnyxhiDfVyyeEZH093z5PCMj6e758sYYN9XLJ4RkfT3fPk8IyPp7vnyxhiDf= 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pan class=3D"awspan">partir</span><span class=3D"awspan" style=3D"letter-sp= acing:1.55pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class= =3D"awspan">base</span><span class=3D"awspan" style=3D"letter-spacing:1.55p= t"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"= letter-spacing:1.55pt"> </span><span class=3D"awspan">datos</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan= ">con</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span>= <span class=3D"awspan">unidades</span><span class=3D"awspan" style=3D"lette= r-spacing:1.55pt"> </span><span class=3D"awspan">de</span><span class=3D"aw= span" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">medida= s</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><spa= n class=3D"awspan">estandarizadas</span><span class=3D"awspan" style=3D"let= ter-spacing:1.55pt"> </span><span class=3D"awspan">y</span><span class=3D"a= wspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">el</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span cl= ass=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:= 1.55pt"> </span><span class=3D"awspan">=E2=80=9CM</span><span class=3D"awsp= an" style=3D"font-size:8pt">3</span><span class=3D"awspan">=E2=80=9D genera= do</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><sp= an class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:= 0.25pt"> </span><span class=3D"awspan">partir</span><span class=3D"awspan" = style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">de</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"= awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> <= /span><span class=3D"awspan">base</span><span class=3D"awspan" style=3D"let= ter-spacing:0.25pt"> </span><span class=3D"awspan">de</span><span class=3D"= awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">dato= s</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><spa= n class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-spacing= :0.25pt"> </span><span class=3D"awspan">datos</span><span class=3D"awspan" = style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">normalizados= ,</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><spa= n class=3D"awspan">explican</span><span class=3D"awspan" style=3D"letter-sp= acing:0.25pt"> </span><span class=3D"awspan">una</span><span class=3D"awspa= n" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">proporci= =C3=B3n similar</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt= "> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.6pt"> </span><span class=3D"awspan">variabilidad</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"= awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </= span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter= -spacing:-0.6pt"> </span><span class=3D"awspan">variable</span><span class= =3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">= dependiente,</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> = </span><span class=3D"awspan">siendo</span><span class=3D"awspan" style=3D"= letter-spacing:-0.6pt"> </span><span class=3D"awspan">cualquiera</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"a= wspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </s= pan><span class=3D"awspan">estos</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.6pt"> </span><span class=3D"awspan">tres</span><span class=3D= "awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">mod= elos candidatos ideales para convertirse en el modelo definitivo. </span></= p><p class=3D"awdiv"><span class=3D"awspan">Sin</span><span class=3D"awspan= " style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">embargo,</= span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span c= lass=3D"awspan">al</span><span class=3D"awspan" style=3D"letter-spacing:2.2= 5pt"> </span><span class=3D"awspan">analizar</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">los</span><sp= an class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"= awspan">valores</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt= "> </span><span class=3D"awspan">obtenidos</span><span class=3D"awspan" sty= le=3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">en</span><span = class=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"aws= pan">las</span><span class=3D"awspan" style=3D"letter-spacing:2.25pt"> </sp= an><span class=3D"awspan">m=C3=A9tricas</span><span class=3D"awspan" style= =3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">de</span><span cl= ass=3D"awspan" style=3D"letter-spacing:2.25pt"> </span><span class=3D"awspa= n">evaluaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:2.2= 5pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" style= =3D"letter-spacing:2.25pt"> </span><span class=3D"awspan">los modelos</span= ><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D= "awspan">=E2=80=9CM</span><span class=3D"awspan" style=3D"font-size:8pt">1<= /span><span class=3D"awspan">=E2=80=9D</span><span class=3D"awspan" style= =3D"letter-spacing:3pt"> </span><span class=3D"awspan">y</span><span class= =3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">=E2= =80=9CM</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span = class=3D"awspan">=E2=80=9D,</span><span class=3D"awspan" style=3D"letter-sp= acing:3pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" s= tyle=3D"letter-spacing:3pt"> </span><span class=3D"awspan">observ=C3=B3</sp= an><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class= =3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:3pt"> = </span><span class=3D"awspan">igualdad</span><span class=3D"awspan" style= =3D"letter-spacing:3pt"> </span><span class=3D"awspan">en</span><span class= =3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awspan">amb= os</span><span class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span = class=3D"awspan">modelos</span><span class=3D"awspan" style=3D"letter-spaci= ng:3pt"> </span><span class=3D"awspan">al</span><span class=3D"awspan" styl= e=3D"letter-spacing:3pt"> </span><span class=3D"awspan">obtener</span><span= class=3D"awspan" style=3D"letter-spacing:3pt"> </span><span class=3D"awspa= n">un MSE=3D407,858,</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.65pt"> </span><span class=3D"awspan">RMSE=3D</span><span class=3D"awspan"= style=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">20,195</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span cl= ass=3D"awspan">kg/cm</span><span class=3D"awspan" style=3D"font-size:8pt">2= </span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><spa= n class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.65pt"> </span><span class=3D"awspan">MAPE</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">=3D</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D= "awspan">7%,</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt">= </span><span class=3D"awspan">siendo</span><span class=3D"awspan" style=3D= "letter-spacing:-0.65pt"> </span><span class=3D"awspan">ambos</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"aws= pan">modelos</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt">= </span><span class=3D"awspan">candidatos =C3=B3ptimos para la selecci=C3= =B3n del modelo de regresi=C3=B3n lineal m=C3=BAltiple. </span></p><p class= =3D"awdiv"><span class=3D"awspan">Para</span><span class=3D"awspan" style= =3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">esta</span><span = class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"aws= pan">investigaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">opt=C3=B3</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span clas= s=3D"awspan">por</span><span class=3D"awspan" style=3D"letter-spacing:0.25p= t"> </span><span class=3D"awspan">seleccionar</span><span class=3D"awspan" = style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">el</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"= awspan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"= > </span><span class=3D"awspan">=E2=80=9CM</span><span class=3D"awspan" sty= le=3D"font-size:8pt">1</span><span class=3D"awspan">=E2=80=9D</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awsp= an">debido</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </= span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-= spacing:0.25pt"> </span><span class=3D"awspan">su</span><span class=3D"awsp= an" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">simplici= dad, al no tener que realizar transformaciones a las unidades de medida. </= span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-style:ital= ic">3.4. Fase 3</span></p><p class=3D"awdiv"><span class=3D"awspan">Para</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span cl= ass=3D"awspan">obtener</span><span class=3D"awspan" style=3D"letter-spacing= :0.85pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">datos</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D= "awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt">= </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"let= ter-spacing:0.85pt"> </span><span class=3D"awspan">etapa</span><span class= =3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><sp= an class=3D"awspan">validaci=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.85pt"> </span><span class=3D"awspan">del</span><span class= =3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">= modelo,</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </spa= n><span class=3D"awspan">fue</span><span class=3D"awspan" style=3D"letter-s= pacing:0.85pt"> </span><span class=3D"awspan">necesario</span><span class= =3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">= realizar</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </sp= an><span class=3D"awspan">la dosificaci=C3=B3n</span><span class=3D"awspan"= style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">para</span>= <span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class= =3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"= > </span><span class=3D"awspan">hormig=C3=B3n</span><span class=3D"awspan" = style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">de</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"= awspan">240</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> <= /span><span class=3D"awspan">kg/cm</span><span class=3D"awspan" style=3D"fo= nt-size:8pt">2</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"= > </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"let= ter-spacing:1.15pt"> </span><span class=3D"awspan">los</span><span class=3D= "awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">28<= /span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span = class=3D"awspan">d=C3=ADas,</span><span class=3D"awspan" style=3D"letter-sp= acing:1.15pt"> </span><span class=3D"awspan">para</span><span class=3D"awsp= an" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">lo</span= ><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class= =3D"awspan">cual</span><span class=3D"awspan" style=3D"letter-spacing:1.15p= t"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"= letter-spacing:1.15pt"> </span><span class=3D"awspan">realizaron ensayos</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span cl= ass=3D"awspan">para</span><span class=3D"awspan" style=3D"letter-spacing:-0= .3pt"> </span><span class=3D"awspan">caracterizar</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">a</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt= "> </span><span class=3D"awspan">materiales.</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">La</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"a= wspan">densidad</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt= "> </span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"= letter-spacing:-0.3pt"> </span><span class=3D"awspan">cemento</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awsp= an">hidr=C3=A1ulico</span><span class=3D"awspan" style=3D"letter-spacing:-0= .3pt"> </span><span class=3D"awspan">tipo</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">IP</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awsp= an">fue de 2,719 g/cm</span><span class=3D"awspan" style=3D"font-size:8pt">= 3</span><span class=3D"awspan">, valor obtenido usando el frasco de Le Chat= elier. </span></p><p class=3D"awdiv"><span class=3D"awspan">En</span><span = class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"aw= span">cuanto</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt">= </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.05pt"> </span><span class=3D"awspan">los</span><span class=3D= "awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">re= sultados</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </s= pan><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-= spacing:-0.05pt"> </span><span class=3D"awspan">los</span><span class=3D"aw= span" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">ensay= os</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><s= pan class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.05pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" = style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">agregados</= span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span = class=3D"awspan">fino,</span><span class=3D"awspan" style=3D"letter-spacing= :-0.05pt"> </span><span class=3D"awspan">grueso</span><span class=3D"awspan= " style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">se</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">obtuvieron</span><span class=3D"awspan" style=3D"letter-spacing= :-0.05pt"> </span><span class=3D"awspan">los siguientes resultados:</span><= /p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Wingding= s 3'">=EF=82=B7</span><span class=3D"awspan">El</span><span class=3D"awspan= " style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">agregado<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span= class=3D"awspan">fino</span><span class=3D"awspan" style=3D"letter-spacing= :-0.55pt"> </span><span class=3D"awspan">evaluado</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">cumpli= =C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </spa= n><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.55pt"> </span><span class=3D"awspan">los</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">criter= ios</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><= span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.55pt"> </span><span class=3D"awspan">granulometr=C3=ADa</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"aws= pan">establecidos en</span><span class=3D"awspan" style=3D"letter-spacing:0= .75pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">NTE</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awsp= an">INEM</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </sp= an><span class=3D"awspan">872</span><span class=3D"awspan" style=3D"letter-= spacing:0.75pt"> </span><span class=3D"awspan">(INEN,</span><span class=3D"= awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">2011= b)</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><sp= an class=3D"awspan">ya</span><span class=3D"awspan" style=3D"letter-spacing= :0.75pt"> </span><span class=3D"awspan">que,</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">su</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"a= wspan">distribuci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.75pt"> </span><span class=3D"awspan">granulom=C3=A9trica</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awsp= an">se encuentra</span><span class=3D"awspan" style=3D"letter-spacing:0.35p= t"> </span><span class=3D"awspan">dentro</span><span class=3D"awspan" style= =3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">de</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspa= n">los</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span= ><span class=3D"awspan">l=C3=ADmites</span><span class=3D"awspan" style=3D"= letter-spacing:0.35pt"> </span><span class=3D"awspan">m=C3=ADnimos</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D= "awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </= span><span class=3D"awspan">m=C3=A1ximos</span><span class=3D"awspan" style= =3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">especificados.</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span cl= ass=3D"awspan">Asimismo,</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.35pt"> </span><span class=3D"awspan">el m=C3=B3dulo</span><span class= =3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">d= e</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span= class=3D"awspan">finura</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.6pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">este</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"aw= span">agregado</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt">= </span><span class=3D"awspan">posee</span><span class=3D"awspan" style=3D"= letter-spacing:0.6pt"> </span><span class=3D"awspan">un</span><span class= =3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">v= alor</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><s= pan class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacin= g:0.6pt"> </span><span class=3D"awspan">2,86;</span><span class=3D"awspan" = style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">cumpliendo</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span cla= ss=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt= "> </span><span class=3D"awspan">igual manera</span><span class=3D"awspan" = style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">con</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"a= wspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </sp= an><span class=3D"awspan">rango</span><span class=3D"awspan" style=3D"lette= r-spacing:0.8pt"> </span><span class=3D"awspan">establecido</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan"= >para</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><= span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.8pt"> </span><span class=3D"awspan">m=C3=B3dulo</span><span class=3D"a= wspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">de</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span clas= s=3D"awspan">finura</span><span class=3D"awspan" style=3D"letter-spacing:0.= 8pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" style= =3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">agregado</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"a= wspan">fino,</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> <= /span><span class=3D"awspan">es decir, entre 2,30 y 3,10. Como se puede ver= en la </span><a href=3D"#fig1" style=3D"text-decoration:none"></a></p><p c= lass=3D"awdiv"><a href=3D"#fig1" style=3D"text-decoration:none"><span class= =3D"awspan" style=3D"font-weight:bold; text-decoration:underline">Figura 1<= /span></a></p><p><span class=3D"awspan">.</span></p><p class=3D"awdiv" styl= e=3D"padding-bottom:10pt"><a id=3D"fig1"></a><span class=3D"awspan" style= =3D"font-weight:bold">Figura 1</span></p><p class=3D"awdiv" style=3D"font-s= ize:11pt"><span style=3D"height:0pt; display:block; position:absolute; z-in= dex:37"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBD= AAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExc= iJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh= 4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB/8QAHAABAAICAwEAAAAAA= AAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQFEQYHEhMhMVUUF0GSlNHS= 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Qz3g9KS4uxu/3o6oqW7ZswWQysXr1al566SVOnDhx3R5ysFwDmuYPUHP2LP/98susWLGCsWPH8p= MlP2HOvDk0NjTSdOkidrsdnaLDZrMxLNVGSnIK4eZwXK5e/ra5hH2f7MPnvf6JBWlyK8ePHycrK= 4uamhqKiop49dVXkVJSXV19U4fNZjNjxoxh+fLlOJ1OWlpamDBhAps2baKtrY2IiAh0Ot1NbUyf= Pp2dO3dy+vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebcNoeC2QXExccyJCmByUo= u/VSJpmlogQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz+97/niy++YNy4cVewHd= cTIQRHjhwhIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8qVK9m3bx/Jyck0NTVRV= FRESUnJDUEL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECAXp6nDRfvMSpU6c4V1t3= 0yvRL5qm0d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7di0Oh4ODBw+ybNky/H4= /TU1NvPvuuzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/88sawSImorq6WWVlZ37= tZIQSKomAwGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1snjxYkpKSr7XVkJCAikpK= dTW1pKbm0tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC2BlZSU5OTl4vV6qqqqu= q1dWVsa8efMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2nnvuOXJycv4tf//fy/8= AgnKjIiDLf+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"28" alt=3D"" style= =3D"margin-left:449.75pt; position:absolute" /></span><span class=3D"awspan= " style=3D"font-style:italic">Curva granulom=C3=A9trica del agregado fino</= span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Wi= ngdings 3'">=EF=82=B7</span><span class=3D"awspan">Por</span><span class=3D= "awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">otro= </span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span = class=3D"awspan">lado,</span><span class=3D"awspan" style=3D"letter-spacing= :2.2pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" styl= e=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">ripio</span><span= class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"aws= pan">triturado</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt">= </span><span class=3D"awspan">o</span><span class=3D"awspan" style=3D"lett= er-spacing:2.2pt"> </span><span class=3D"awspan">agregado</span><span class= =3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">g= rueso</span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><= span class=3D"awspan">analizado</span><span class=3D"awspan" style=3D"lette= r-spacing:2.2pt"> </span><span class=3D"awspan">cumple</span><span class=3D= "awspan" style=3D"letter-spacing:2.2pt"> </span><span class=3D"awspan">con<= /span><span class=3D"awspan" style=3D"letter-spacing:2.2pt"> </span><span c= lass=3D"awspan">los requisitos</span><span class=3D"awspan" style=3D"letter= -spacing:0.75pt"> </span><span class=3D"awspan">establecidos</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspa= n">en</span><span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span>= <span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spac= ing:0.75pt"> </span><span class=3D"awspan">NTE</span><span class=3D"awspan"= style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">INEN</span>= <span class=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class= =3D"awspan">872.</span><span class=3D"awspan" style=3D"letter-spacing:0.75p= t"> </span><span class=3D"awspan">Su</span><span class=3D"awspan" style=3D"= letter-spacing:0.75pt"> </span><span class=3D"awspan">curva</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan= ">granulom=C3=A9trica</span><span class=3D"awspan" style=3D"letter-spacing:= 0.75pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.75pt"> </span><span class=3D"awspan">ajusta de</span>= <span class=3D"awspan" style=3D"letter-spacing:3.55pt"> </span><span class= =3D"awspan">forma</span><span class=3D"awspan" style=3D"letter-spacing:3.55= pt"> </span><span class=3D"awspan">adecuada</span><span class=3D"awspan" st= yle=3D"letter-spacing:3.55pt"> </span><span class=3D"awspan">a</span><span = class=3D"awspan" style=3D"letter-spacing:3.55pt"> </span><span class=3D"aws= pan">los</span><span class=3D"awspan" style=3D"letter-spacing:3.55pt"> </sp= an><span class=3D"awspan">l=C3=ADmites</span><span class=3D"awspan" style= =3D"letter-spacing:3.55pt"> </span><span class=3D"awspan">normativos,</span= ><span class=3D"awspan" style=3D"letter-spacing:3.55pt"> </span><span class= =3D"awspan">garantizando</span><span class=3D"awspan" style=3D"letter-spaci= ng:3.55pt"> </span><span class=3D"awspan">una</span><span class=3D"awspan" = style=3D"letter-spacing:3.55pt"> </span><span class=3D"awspan">distribuci= =C3=B3n adecuada</span><span class=3D"awspan" style=3D"letter-spacing:-0.6p= t"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"= letter-spacing:-0.6pt"> </span><span class=3D"awspan">tama=C3=B1os</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D= "awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </= span><span class=3D"awspan">su</span><span class=3D"awspan" style=3D"letter= -spacing:-0.6pt"> </span><span class=3D"awspan">adecuada</span><span class= =3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">= elaboraci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.6p= t"> </span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D= "letter-spacing:-0.6pt"> </span><span class=3D"awspan">hormig=C3=B3n</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.6pt"> </span><span class= =3D"awspan">seg=C3=BAn</span><span class=3D"awspan" style=3D"letter-spacing= :-0.6pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.6pt"> </span><span class=3D"awspan">normativa, adem= =C3=A1s,</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </spa= n><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-sp= acing:0.1pt"> </span><span class=3D"awspan">tama=C3=B1o</span><span class= =3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">n= ominal</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span>= <span class=3D"awspan">m=C3=A1ximo</span><span class=3D"awspan" style=3D"le= tter-spacing:0.1pt"> </span><span class=3D"awspan">del</span><span class=3D= "awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">agre= gado</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><s= pan class=3D"awspan">posee</span><span class=3D"awspan" style=3D"letter-spa= cing:0.1pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" = style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">valor</span><= span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D= "awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.1pt"> </= span><span class=3D"awspan">1=E2=80=9D.</span><span class=3D"awspan" style= =3D"letter-spacing:0.1pt"> </span><span class=3D"awspan">Como</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.1pt"> </span><span class=3D"awspa= n">se puede ver en la </span><a href=3D"#fig2" style=3D"text-decoration:non= e"></a></p><p class=3D"awdiv"><a href=3D"#fig2" style=3D"text-decoration:no= ne"><span class=3D"awspan" style=3D"font-weight:bold; text-decoration:under= line">Figura 2</span></a></p><p><span class=3D"awspan">.</span></p><p class= =3D"awdiv"><a id=3D"fig2"></a><span class=3D"awspan" style=3D"font-weight:b= old">Figura 2</span></p><p class=3D"awdiv" style=3D"padding-bottom:10pt"><s= pan><svg font-family=3D"Times New Roman" font-size=3D"16" height=3D"514.6" = version=3D"1.1" width=3D"535.93" xmlns=3D"http://www.w3.org/2000/svg" style= =3D"width:535.93px; height:514.6px; font-family:'Times New Roman'; font-siz= e:16px" xmlns:xlink=3D"http://www.w3.org/1999/xlink"><defs><image height=3D= "42" xlink:href=3D"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAqCA= YAAAC6EtuqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAYhJREFUSIntl= tuSgjAQRE8QQXTd///OdVdRhOwDPTJSXKLPpioFQvrYM4kzwmd8BmzcfaYZ3gFkui+BQp87IL7i= 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365.8148 35.91527,364.611 37.37816,364.611 L37.37816,364.611 C38.84105,364.= 611 40.04483,365.8148 40.04483,367.2777 " fill=3D"none" fill-rule=3D"evenod= d" stroke=3D"#000000" stroke-linejoin=3D"round" stroke-miterlimit=3D"13.333= 33" stroke-width=3D"0.6666667" /><path d=3D"M2.666667,367.2777 C2.666667,36= 8.7406 1.46289,369.9443 0,369.9443 L0,369.9443 C-1.46289,369.9443 -2.666667= ,368.7406 -2.666667,367.2777 L-2.666667,367.2777 C-2.666667,365.8148 -1.462= 89,364.611 0,364.611 L0,364.611 C1.46289,364.611 2.666667,365.8148 2.666667= ,367.2777 " fill=3D"#000000" fill-rule=3D"evenodd" /><path d=3D"M2.666667,3= 67.2777 C2.666667,368.7406 1.46289,369.9443 0,369.9443 L0,369.9443 C-1.4628= 9,369.9443 -2.666667,368.7406 -2.666667,367.2777 L-2.666667,367.2777 C-2.66= 6667,365.8148 -1.46289,364.611 0,364.611 L0,364.611 C1.46289,364.611 2.6666= 67,365.8148 2.666667,367.2777 " fill=3D"none" fill-rule=3D"evenodd" stroke= =3D"#000000" stroke-linejoin=3D"round" stroke-miterlimit=3D"13.33333" strok= e-width=3D"0.6666667" /><g transform=3D"translate(414.3262,373.9443)"><g tr= ansform=3D"translate(-41.01467,-240.2345)"><g clip-path=3D"url(#clip006)" t= ransform=3D"translate(4,241.668)"><text><tspan fill=3D"#000000" font-family= =3D"Times New Roman" font-size=3D"13.33333" font-style=3D"normal" font-weig= ht=3D"normal" x=3D"41.01467" y=3D"12.448">3/8</tspan><tspan fill=3D"#000000= " font-family=3D"Times New Roman" font-size=3D"13.33333" font-style=3D"norm= al" font-weight=3D"normal" x=3D"41.2" y=3D"27.78">9.5</tspan></text></g></g= ></g><g transform=3D"translate(346.208,373.9443)"><g transform=3D"translate= (-37.86666,-240.2345)"><g clip-path=3D"url(#clip007)" transform=3D"translat= e(4,241.668)"><text><tspan fill=3D"#000000" font-family=3D"Times New Roman"= font-size=3D"13.33333" font-style=3D"normal" font-weight=3D"normal" x=3D"4= 2.86667" y=3D"12.448">#4</tspan><tspan fill=3D"#000000" font-family=3D"Time= s New Roman" font-size=3D"13.33333" font-style=3D"normal" font-weight=3D"no= rmal" x=3D"37.86666" y=3D"27.78">4.75</tspan></text></g></g></g><g transfor= m=3D"translate(280.644,373.9443)"><g transform=3D"translate(-37.86666,-240.= 2345)"><g clip-path=3D"url(#clip008)" transform=3D"translate(4,241.668)"><t= ext><tspan fill=3D"#000000" font-family=3D"Times New Roman" font-size=3D"13= .33333" font-style=3D"normal" font-weight=3D"normal" x=3D"42.86667" y=3D"12= .448">#8</tspan><tspan fill=3D"#000000" font-family=3D"Times New Roman" fon= t-size=3D"13.33333" font-style=3D"normal" font-weight=3D"normal" x=3D"37.86= 666" y=3D"27.78">2.36</tspan></text></g></g></g><g transform=3D"translate(2= 15.6737,373.9443)"><g transform=3D"translate(-37.86666,-240.2345)"><g clip-= path=3D"url(#clip009)" transform=3D"translate(4,241.668)"><text><tspan fill= =3D"#000000" font-family=3D"Times New Roman" font-size=3D"13.33333" font-st= yle=3D"normal" font-weight=3D"normal" x=3D"39.53333" y=3D"12.448">#16</tspa= n><tspan fill=3D"#000000" font-family=3D"Times New Roman" font-size=3D"13.3= 3333" font-style=3D"normal" font-weight=3D"normal" x=3D"37.86666" y=3D"27.7= 8">1.18</tspan></text></g></g></g><g transform=3D"translate(150.7035,373.94= 43)"><g transform=3D"translate(-37.86666,-240.2345)"><g clip-path=3D"url(#c= lip010)" transform=3D"translate(4,241.668)"><text><tspan fill=3D"#000000" f= ont-family=3D"Times New Roman" font-size=3D"13.33333" font-style=3D"normal"= font-weight=3D"normal" x=3D"39.53333" y=3D"12.448">#30</tspan><tspan fill= =3D"#000000" font-family=3D"Times New Roman" font-size=3D"13.33333" font-st= yle=3D"normal" font-weight=3D"normal" x=3D"37.86666" y=3D"27.78">0.59</tspa= n></text></g></g></g><g transform=3D"translate(83.0333,373.9443)"><g transf= orm=3D"translate(-34.53333,-240.2345)"><g clip-path=3D"url(#clip011)" trans= form=3D"translate(4,241.668)"><text><tspan fill=3D"#000000" font-family=3D"= Times New Roman" font-size=3D"13.33333" font-style=3D"normal" font-weight= =3D"normal" x=3D"39.53333" y=3D"12.448">#50</tspan><tspan fill=3D"#000000" = font-family=3D"Times New Roman" font-size=3D"13.33333" font-style=3D"normal= " font-weight=3D"normal" x=3D"34.53333" y=3D"27.78">0.297</tspan></text></g= ></g></g><g transform=3D"translate(18.37816,373.9443)"><g transform=3D"tran= slate(-34.53333,-240.2345)"><g clip-path=3D"url(#clip012)" transform=3D"tra= nslate(4,241.668)"><text><tspan fill=3D"#000000" font-family=3D"Times New R= oman" font-size=3D"13.33333" font-style=3D"normal" font-weight=3D"normal" x= =3D"36.2" y=3D"12.448">#100</tspan><tspan fill=3D"#000000" font-family=3D"T= imes New Roman" font-size=3D"13.33333" font-style=3D"normal" font-weight=3D= "normal" x=3D"34.53333" y=3D"27.78">0.149</tspan></text></g></g></g><g tran= sform=3D"translate(-19,373.9443)"><g transform=3D"translate(-34.53333,-240.= 2345)"><g clip-path=3D"url(#clip013)" transform=3D"translate(4,241.668)"><t= ext><tspan fill=3D"#000000" font-family=3D"Times New Roman" font-size=3D"13= .33333" font-style=3D"normal" font-weight=3D"normal" x=3D"36.2" y=3D"12.448= ">#200</tspan><tspan fill=3D"#000000" font-family=3D"Times New Roman" font-= size=3D"13.33333" font-style=3D"normal" font-weight=3D"normal" x=3D"34.5333= 3" y=3D"27.78">0.075</tspan></text></g></g></g><g transform=3D"translate(-5= 2.45018,111.321)"><g transform=3D"translate(242.5687,0)"><g clip-path=3D"ur= l(#clip014)" transform=3D"translate(9.6,250.1007)"><text><tspan fill=3D"#00= 0000" font-family=3D"Times New Roman" font-size=3D"12" font-style=3D"normal= " font-weight=3D"normal" x=3D"242.568" y=3D"11.20267">0.00%</tspan></text><= /g></g></g><g transform=3D"translate(-46.45018,44.54325)"><g transform=3D"t= ranslate(239.5687,0)"><g clip-path=3D"url(#clip015)" transform=3D"translate= (9.6,250.1007)"><text><tspan fill=3D"#000000" font-family=3D"Times New Roma= n" font-size=3D"12" font-style=3D"normal" font-weight=3D"normal" x=3D"239.5= 68" y=3D"11.20267">20.00%</tspan></text></g></g></g><g transform=3D"transla= te(-46.45018,-22.23449)"><g transform=3D"translate(239.5687,0)"><g clip-pat= h=3D"url(#clip016)" transform=3D"translate(9.6,250.1007)"><text><tspan fill= =3D"#000000" font-family=3D"Times New Roman" font-size=3D"12" font-style=3D= "normal" font-weight=3D"normal" x=3D"239.568" y=3D"11.20267">40.00%</tspan>= </text></g></g></g><g transform=3D"translate(-46.45018,-89.01226)"><g trans= form=3D"translate(239.5687,0)"><g clip-path=3D"url(#clip017)" transform=3D"= translate(9.6,250.1007)"><text><tspan fill=3D"#000000" font-family=3D"Times= New Roman" font-size=3D"12" font-style=3D"normal" font-weight=3D"normal" x= =3D"239.568" y=3D"11.20267">60.00%</tspan></text></g></g></g><g transform= =3D"translate(-46.45018,-155.79)"><g transform=3D"translate(239.5687,0)"><g= clip-path=3D"url(#clip018)" transform=3D"translate(9.6,250.1007)"><text><t= span fill=3D"#000000" font-family=3D"Times New Roman" font-size=3D"12" font= -style=3D"normal" font-weight=3D"normal" x=3D"239.568" y=3D"11.20267">80.00= %</tspan></text></g></g></g><g transform=3D"translate(-40.45018,-222.5678)"= ><g transform=3D"translate(236.5687,0)"><g clip-path=3D"url(#clip019)" tran= sform=3D"translate(9.6,250.1007)"><text><tspan fill=3D"#000000" font-family= =3D"Times New Roman" font-size=3D"12" font-style=3D"normal" font-weight=3D"= normal" x=3D"236.568" y=3D"11.20267">100.00%</tspan></text></g></g></g></g>= <g transform=3D"translate(74.81659,478.5215)"><g transform=3D"translate(0,3= .964733)"><g transform=3D"translate(30.35267,0)"><g transform=3D"translate(= -101.7856,-248.608)"><g transform=3D"translate(120.6524,0)"><g clip-path=3D= "url(#clip020)" transform=3D"translate(9.599999,250.1007)"><text><tspan fil= l=3D"#000000" font-family=3D"Times New Roman" font-size=3D"12" font-style= =3D"normal" font-weight=3D"normal" x=3D"0" y=3D"11.20267">Limite inferior I= NEN 872</tspan></text></g></g></g><g transform=3D"translate(0,5.371094)"><p= ath d=3D"M0,3.662109 L25.46672,3.662109 " fill=3D"none" fill-rule=3D"evenod= d" stroke=3D"#4472c4" stroke-linecap=3D"round" stroke-linejoin=3D"round" st= roke-miterlimit=3D"13.33333" stroke-width=3D"1.333333" transform=3D"" /><pa= th d=3D"M10.73336,1.662109 L14.73336,1.662109 L14.73336,5.662109 L10.73336,= 5.662109 Z" fill=3D"#4472c4" fill-rule=3D"evenodd" transform=3D"translate(0= .000013123,0)" /><path d=3D"M10.73336,1.662109 L14.73336,1.662109 L14.73336= ,5.662109 L10.73336,5.662109 Z" fill=3D"none" fill-rule=3D"evenodd" stroke= =3D"#4472c4" stroke-linejoin=3D"round" stroke-miterlimit=3D"13.33333" strok= e-width=3D"1.333333" transform=3D"translate(0.000013123,0)" /></g></g><g tr= ansform=3D"translate(216.1454,0)"><g transform=3D"translate(-100.1156,-248.= 608)"><g transform=3D"translate(118.9824,0)"><g clip-path=3D"url(#clip021)"= transform=3D"translate(9.599999,250.1007)"><text><tspan fill=3D"#000000" f= ont-family=3D"Times New Roman" font-size=3D"12" font-style=3D"normal" font-= weight=3D"normal" x=3D"0" y=3D"11.20267">Limite superior INEN 872</tspan></= text></g></g></g><g transform=3D"translate(0,5.371094)"><path d=3D"M0,3.662= 109 L25.46672,3.662109 " fill=3D"none" fill-rule=3D"evenodd" stroke=3D"#70a= d47" stroke-linecap=3D"round" stroke-linejoin=3D"round" stroke-miterlimit= =3D"13.33333" stroke-width=3D"1.333333" transform=3D"" /><path d=3D"M10.733= 36,1.662109 L14.73336,1.662109 L14.73336,5.662109 L10.73336,5.662109 Z" fil= l=3D"#00cc00" fill-rule=3D"evenodd" transform=3D"translate(0.000013123,0)" = /><path d=3D"M10.73336,1.662109 L14.73336,1.662109 L14.73336,5.662109 L10.7= 3336,5.662109 Z" fill=3D"none" fill-rule=3D"evenodd" stroke=3D"#70ad47" str= oke-linejoin=3D"round" stroke-miterlimit=3D"13.33333" stroke-width=3D"1.333= 333" transform=3D"translate(0.000013123,0)" /></g></g></g></g><g transform= =3D"translate(509.8413,200.8248)"><g transform=3D"translate(-24.75745,24.75= 745)"><g transform=3D"matrix(0,-1,1,0,24.75745,46.73373)"><g transform=3D"t= ranslate(-175.3491,-246.9009)"><g clip-path=3D"url(#clip022)" transform=3D"= translate(9.6,248.3347)"><g transform=3D"translate(0.3544006,0.3543929)"><u= se height=3D"16.76562" xlink:href=3D"#image001" transform=3D"matrix(0.39717= 49,0,0,0.3991816,169.3947,0.2118225)" width=3D"13.10677" /></g><text><tspan= fill=3D"#000000" font-family=3D"Times New Roman" font-size=3D"13.33333" fo= nt-style=3D"normal" font-weight=3D"normal" x=3D"170.3947" y=3D"13.09333">% = </tspan></text><g transform=3D"translate(0.3543905,0.3543929)"><use height= =3D"16.76562" xlink:href=3D"#image002" transform=3D"matrix(0.4009968,0,0,0.= 3991816,183.8347,0.2118225)" width=3D"11.62891" /></g><text><tspan fill=3D"= #000000" font-family=3D"Times New Roman" font-size=3D"13.33333" font-style= =3D"normal" font-weight=3D"normal" x=3D"184.8347" y=3D"13.09333">Q </tspan>= </text><g transform=3D"translate(0.3543905,0.3543929)"><use height=3D"16.76= 562" xlink:href=3D"#image003" transform=3D"matrix(0.4093637,0,0,0.3991816,1= 96.7973,0.2118225)" width=3D"9.415364" /><use height=3D"16.76562" xlink:hre= f=3D"#image004" transform=3D"matrix(0.4009968,0,0,0.3991816,204.2127,0.2118= 225)" width=3D"11.62891" /><use height=3D"16.76562" xlink:href=3D"#image005= " transform=3D"matrix(0.4093637,0,0,0.3991816,213.8416,0.2118225)" width=3D= "9.415364" /><use height=3D"16.76562" xlink:href=3D"#image004" transform=3D= "matrix(0.4009968,0,0,0.3991816,221.257,0.2118225)" width=3D"11.62891" /></= g><text><tspan fill=3D"#000000" font-family=3D"Times New Roman" font-size= =3D"13.33333" font-style=3D"normal" font-weight=3D"normal" x=3D"197.7973" y= =3D"13.09333">PASA</tspan></text></g></g></g></g></g><g transform=3D"transl= ate(188.0777,447.7664)"><g transform=3D"translate(-124.8052,-239.7118)"><g = clip-path=3D"url(#clip023)" transform=3D"translate(9.6,241.2026)"><g transf= orm=3D"translate(0.3291931,0.3291962)"><use height=3D"15.28906" xlink:href= =3D"#image006" transform=3D"matrix(0.3677936,0,0,0.3640253,118.876,0.179973= 6)" width=3D"10.66602" /><use height=3D"15.28906" xlink:href=3D"#image007" = transform=3D"matrix(0.3677936,0,0,0.3640253,127.542,0.1799736)" width=3D"10= .66602" 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22 | 31</span></p><p class=3D"awdiv"><span class=3D"awspan" styl= e=3D"color:#ffffff">ISSN: </span><span class=3D"awspan" style=3D"font-weigh= t:bold; color:#ffffff">2773-7330</span><span class=3D"awspan" style=3D"colo= r:#ffffff">Vol. 7 No. 2.1</span><span class=3D"awspan" style=3D"color:#ffff= ff">  </span><span class=3D"awspan" style=3D"color:#ffffff">pp. 6 =E2= =80=93 31. abril - mayo 2025Revista multidisciplinarArt=C3=ADculo original<= /span></p><p class=3D"awdiv"><span><svg font-family=3D"Times New Roman" fon= t-size=3D"16" height=3D"41.33" version=3D"1.1" width=3D"230.64" xmlns=3D"ht= tp://www.w3.org/2000/svg" style=3D"width:230.64px; height:41.33px; font-fam= ily:'Times New Roman'; font-size:16px" xmlns:xlink=3D"http://www.w3.org/199= 9/xlink"><defs /><g><g><path d=3D"M0,0 L230,0 L230,0 L230,41 L230,41 L0,41 = Z" fill=3D"#7d7d7d" fill-rule=3D"evenodd" /></g></g><defs><image height=3D"= 42" xlink:href=3D"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAqCAY= 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awspan" style=3D"font-style:italic">Curva granulom=C3=A9trica del agregado = grueso</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-fa= mily:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">En</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"aws= pan">cuanto</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> = </span><span class=3D"awspan">al</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.25pt"> </span><span class=3D"awspan">an=C3=A1lisis</span><spa= n class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"= awspan">gravim=C3=A9trico</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.25pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan= " style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">agregado<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span= class=3D"awspan">fino</span><span class=3D"awspan" style=3D"letter-spacing= :-0.25pt"> </span><span class=3D"awspan">revel=C3=B3</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">una<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span= class=3D"awspan">densidad</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.25pt"> </span><span class=3D"awspan">saturada superficialmente</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span clas= s=3D"awspan">seca</span><span class=3D"awspan" style=3D"letter-spacing:0.95= pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D= "letter-spacing:0.95pt"> </span><span class=3D"awspan">2,596</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspa= n">g/cm=C2=B3.</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"= > </span><span class=3D"awspan">Por</span><span class=3D"awspan" style=3D"l= etter-spacing:0.95pt"> </span><span class=3D"awspan">otro</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= lado,</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span>= <span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spac= ing:0.95pt"> </span><span class=3D"awspan">porcentaje</span><span class=3D"= awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">de</= span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span c= lass=3D"awspan">absorci=C3=B3n del</span><span class=3D"awspan" style=3D"le= tter-spacing:2.3pt"> </span><span class=3D"awspan">agregado</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan"= >fino</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><= span class=3D"awspan">fue</span><span class=3D"awspan" style=3D"letter-spac= ing:2.3pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">2,456%,</span>= <span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class= =3D"awspan">situ=C3=A1ndose</span><span class=3D"awspan" style=3D"letter-sp= acing:2.3pt"> </span><span class=3D"awspan">igualmente</span><span class=3D= "awspan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">dent= ro</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><spa= n class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing= :2.3pt"> </span><span class=3D"awspan">intervalo permisible de 0,2% a 2,50%= .</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:= 'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">Mientras</span><span = class=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awsp= an">que,</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </spa= n><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-sp= acing:1.1pt"> </span><span class=3D"awspan">an=C3=A1lisis</span><span class= =3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">g= ravim=C3=A9trico</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt= "> </span><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"= letter-spacing:1.1pt"> </span><span class=3D"awspan">agregado</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspa= n">grueso</span><span class=3D"awspan" style=3D"letter-spacing:1.1pt"> </sp= an><span class=3D"awspan">arroj=C3=B3</span><span class=3D"awspan" style=3D= "letter-spacing:1.1pt"> </span><span class=3D"awspan">una</span><span class= =3D"awspan" style=3D"letter-spacing:1.1pt"> </span><span class=3D"awspan">d= ensidad saturada</span><span class=3D"awspan" style=3D"letter-spacing:1.65p= t"> </span><span class=3D"awspan">superficialmente</span><span class=3D"aws= pan" style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">seca</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span cl= ass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1.65= pt"> </span><span class=3D"awspan">2,617</span><span class=3D"awspan" style= =3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">g/cm=C2=B3.</span= ><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class= =3D"awspan">El</span><span class=3D"awspan" style=3D"letter-spacing:1.65pt"= > </span><span class=3D"awspan">porcentaje</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span class=3D"aws= pan">absorci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:1.= 65pt"> </span><span class=3D"awspan">del agregado</span><span class=3D"awsp= an" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">grueso</= span><span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span c= lass=3D"awspan">fue</span><span class=3D"awspan" style=3D"letter-spacing:1.= 25pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">1,567%,</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class=3D"= awspan">ubic=C3=A1ndose</span><span class=3D"awspan" style=3D"letter-spacin= g:1.25pt"> </span><span class=3D"awspan">dentro</span><span class=3D"awspan= " style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">del</span>= <span class=3D"awspan" style=3D"letter-spacing:1.25pt"> </span><span class= =3D"awspan">intervalo</span><span class=3D"awspan" style=3D"letter-spacing:= 1.25pt"> </span><span class=3D"awspan">permisible</span><span class=3D"awsp= an" style=3D"letter-spacing:1.25pt"> </span><span class=3D"awspan">de 0,2%<= /span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span c= lass=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:2.3p= t"> </span><span class=3D"awspan">2,50%,</span><span class=3D"awspan" style= =3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">lo</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan"= >que</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><s= pan class=3D"awspan">indica</span><span class=3D"awspan" style=3D"letter-sp= acing:2.3pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan"= style=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">conformidad<= /span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span c= lass=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:2.= 3pt"> </span><span class=3D"awspan">material</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.3pt"> </span><span class=3D"awspan">con</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.3pt"> </span><span class=3D"aw= span">los</span><span class=3D"awspan" style=3D"letter-spacing:2.3pt"> </sp= an><span class=3D"awspan">est=C3=A1ndares establecidos.</span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF= =82=B7</span><span class=3D"awspan">En</span><span class=3D"awspan" style= =3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">cuanto</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"a= wspan">al</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </s= pan><span class=3D"awspan">peso</span><span class=3D"awspan" style=3D"lette= r-spacing:1.15pt"> </span><span class=3D"awspan">volum=C3=A9trico</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </= span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"lette= r-spacing:1.15pt"> </span><span class=3D"awspan">agregados,</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan= ">se</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><= span class=3D"awspan">determin=C3=B3</span><span class=3D"awspan" style=3D"= letter-spacing:1.15pt"> </span><span class=3D"awspan">que</span><span class= =3D"awspan" style=3D"letter-spacing:1.15pt"> </span><span class=3D"awspan">= el</span><span class=3D"awspan" style=3D"letter-spacing:1.15pt"> </span><sp= an class=3D"awspan">agregado fino</span><span class=3D"awspan" style=3D"let= ter-spacing:3.25pt"> </span><span class=3D"awspan">utilizado</span><span cl= ass=3D"awspan" style=3D"letter-spacing:3.25pt"> </span><span class=3D"awspa= n">en</span><span class=3D"awspan" style=3D"letter-spacing:3.25pt"> </span>= <span class=3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-sp= acing:3.25pt"> </span><span class=3D"awspan">investigaci=C3=B3n</span><span= class=3D"awspan" style=3D"letter-spacing:3.25pt"> </span><span class=3D"aw= span">present=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:3.= 25pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:3.25pt"> </span><span class=3D"awspan">peso</span><span = class=3D"awspan" style=3D"letter-spacing:3.25pt"> </span><span class=3D"aws= pan">volum=C3=A9trico</span><span class=3D"awspan" style=3D"letter-spacing:= 3.25pt"> </span><span class=3D"awspan">suelto</span><span class=3D"awspan" = style=3D"letter-spacing:3.25pt"> </span><span class=3D"awspan">(o densidad<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span= class=3D"awspan">aparente</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.35pt"> </span><span class=3D"awspan">suelta)</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">de</= span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span = class=3D"awspan">1654,91</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.35pt"> </span><span class=3D"awspan">kg/m=C2=B3</span><span class=3D"= awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">y</= span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span = class=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:-0= .35pt"> </span><span class=3D"awspan">peso</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">volum=C3=A9tri= co</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><s= pan class=3D"awspan">compactado</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.35pt"> </span><span class=3D"awspan">(o densidad</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspa= n">aparente</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </= span><span class=3D"awspan">compactada)</span><span class=3D"awspan" style= =3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">de</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan"= >1722,53</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </spa= n><span class=3D"awspan">kg/m=C2=B3.</span><span class=3D"awspan" style=3D"= letter-spacing:1.4pt"> </span><span class=3D"awspan">Estos</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">= valores</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span= ><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spa= cing:1.4pt"> </span><span class=3D"awspan">encuentran dentro</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan= ">del</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><= span class=3D"awspan">rango</span><span class=3D"awspan" style=3D"letter-sp= acing:1.4pt"> </span><span class=3D"awspan">establecido</span><span class= =3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">p= or</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><spa= n class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:= 1.4pt"> </span><span class=3D"awspan">NTE-INEN</span><span class=3D"awspan"= style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">694</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"= awspan">(INEN,</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt">= </span><span class=3D"awspan">2010g),</span><span class=3D"awspan" style= =3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">ya</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan"= >que</span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><s= pan class=3D"awspan">se sit=C3=BAan entre 1,120 g/cm=C2=B3 y 1,920 g/cm=C2= =B3.</span></p><p class=3D"awdiv" style=3D"padding-bottom:10pt"><span><svg = font-family=3D"Times New Roman" font-size=3D"16" height=3D"471.94" version= =3D"1.1" width=3D"567.93" xmlns=3D"http://www.w3.org/2000/svg" style=3D"wid= th:567.93px; height:471.94px; font-family:'Times New Roman'; font-size:16px= " 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al566SVOnDhx3R5ysFwDmuYPUHP2LP/98susWLGCsWPH8pMlP2HOvDk0NjTSdOkidrsdnaLDZrM= xLNVGSnIK4eZwXK5e/ra5hH2f7MPnvf6JBWlyK8ePHycrK4uamhqKiop49dVXkVJSXV19U4fNZj= Njxoxh+fLlOJ1OWlpamDBhAps2baKtrY2IiAh0Ot1NbUyfPp2dO3dy+vRpuru7mTlzJhaLhby8P= Kqrq783Uq8BrR+4pvoLvLjhJebcNoeC2QXExccyJCmByUou/VSJpmlogQDuXhdHv/qKXWW7qK2t= veJhfrVIKVFVlaioKBITEzEYDPz+97/niy++YNy4cVewHdcTIQRHjhwhIyODsLAw9u7dS2RkJK2= trXR1deH3+2+6vqIoFBcXk5+fz8qVK9m3bx/Jyck0NTVRVFRESUnJDUEL0vc3AC04A9zOXnb9fS= dHPv+SMWPHMmLkCGJiYggzGdECAXp6nDRfvMSpU6c4V1t30yvRL5qm0d3dTWtr6+UHPdTW1nLp0= iXq6+tDdNGNxOfz0dnZycaNG1m7di0Oh4ODBw+ybNky/H4/TU1NvPvuuzf0RVVVli1bxq5duwgE= AowaNYq+vj5qa2tJTU0lMzOTL7/88sawSImorq6WWVlZ37tZIQSKomAwGEKNrMfjwe/3f28OGCw= Wi4WFCxei0+k4d+4cJ06cwOv1snjxYkpKSr7XVkJCAikpKdTW1pKbm0tjYyPt7e0UFBQghODw4c= M0Nzff1E5WVhbTp0/n4sWLNDcHC2BlZSU5OTl4vV6qqqquq1dWVsa8efMQDQ0N8v777/+XNz1YB= hOK/67+/0b36rX/FXvXmzN47GY2nnvuOXJycv4tf//fy/8AgnKjIiDLf+gAAAAASUVORK5CYII= =3D" width=3D"77" height=3D"28" alt=3D"" style=3D"margin-left:449.75pt; pos= ition:absolute" /></span><span class=3D"awspan" style=3D"font-family:'Wingd= ings 3'">=EF=82=B7</span><span class=3D"awspan">Por</span><span class=3D"aw= span" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">otro<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span= class=3D"awspan">lado,</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.15pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">agregado</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span cl= ass=3D"awspan">grueso</span><span class=3D"awspan" style=3D"letter-spacing:= -0.15pt"> </span><span class=3D"awspan">utilizado</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">en</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span cla= ss=3D"awspan">esta</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 15pt"> </span><span class=3D"awspan">investigaci=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan"= >present=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt= "> </span><span class=3D"awspan">un</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.15pt"> </span><span class=3D"awspan">peso volum=C3=A9trico= </span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span= class=3D"awspan">suelto</span><span class=3D"awspan" style=3D"letter-spaci= ng:2.35pt"> </span><span class=3D"awspan">(o</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">densidad</spa= n><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span clas= s=3D"awspan">aparente</span><span class=3D"awspan" style=3D"letter-spacing:= 2.35pt"> </span><span class=3D"awspan">suelta)</span><span class=3D"awspan"= style=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D= "awspan">1429,75</span><span class=3D"awspan" style=3D"letter-spacing:2.35p= t"> </span><span class=3D"awspan">kg/m=C2=B3</span><span class=3D"awspan" s= tyle=3D"letter-spacing:2.35pt"> </span><span class=3D"awspan">y</span><span= class=3D"awspan" style=3D"letter-spacing:2.35pt"> </span><span class=3D"aw= span">un</span><span class=3D"awspan" style=3D"letter-spacing:2.35pt"> </sp= an><span class=3D"awspan">peso volum=C3=A9trico</span><span class=3D"awspan= " style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">compactado= </span><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span= class=3D"awspan">(o</span><span class=3D"awspan" style=3D"letter-spacing:1= .65pt"> </span><span class=3D"awspan">densidad</span><span class=3D"awspan"= style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">aparente</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span cl= ass=3D"awspan">compactada)</span><span class=3D"awspan" style=3D"letter-spa= cing:1.65pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan"= style=3D"letter-spacing:1.65pt"> </span><span class=3D"awspan">1547,58</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.65pt"> </span><span cla= ss=3D"awspan">kg/m=C2=B3. Ambos</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.25pt"> </span><span class=3D"awspan">valores</span><span class= =3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan"= >se</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><= span class=3D"awspan">encuentran</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.25pt"> </span><span class=3D"awspan">dentro</span><span class= =3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan"= >del</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span>= <span class=3D"awspan">rango</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.25pt"> </span><span class=3D"awspan">establecido</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan= ">por</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.25pt"> </span><span class=3D"awspan">NTE</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">INEN</sp= an><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cl= ass=3D"awspan">694, que establece un l=C3=ADmite entre 1,120 g/cm=C2=B3 y 1= ,920 g/cm=C2=B3.</span></p><p class=3D"awdiv"><span class=3D"awspan" style= =3D"font-family:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">En</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span cl= ass=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.15= pt"> </span><span class=3D"awspan">ensayo</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">de</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awsp= an">densidad</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> = </span><span class=3D"awspan">aparente</span><span class=3D"awspan" style= =3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">compactada</span>= <span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"= > </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"le= tter-spacing:0.15pt"> </span><span class=3D"awspan">mezcla,</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan= ">se</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><= span class=3D"awspan">obtuvieron</span><span class=3D"awspan" style=3D"lett= er-spacing:0.15pt"> </span><span class=3D"awspan">datos clave</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspa= n">para</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:0.6pt"> </span><span class=3D"awspan">dosificaci=C3=B3n,</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspa= n">destac=C3=A1ndose</span><span class=3D"awspan" style=3D"letter-spacing:0= .6pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" style= =3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">porcentajes</span>= <span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">=C3=B3ptimos</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.6pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">46%</span><span= class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"aws= pan">para</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </sp= an><span class=3D"awspan">el agregado</span><span class=3D"awspan" style=3D= "letter-spacing:0.35pt"> </span><span class=3D"awspan">fino</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan= ">y</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><s= pan class=3D"awspan">64%</span><span class=3D"awspan" style=3D"letter-spaci= ng:0.35pt"> </span><span class=3D"awspan">para</span><span class=3D"awspan"= style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">el</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D= "awspan">agregado</span><span class=3D"awspan" style=3D"letter-spacing:0.35= pt"> </span><span class=3D"awspan">grueso.</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">Adem=C3=A1s,</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span cl= ass=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.35= pt"> </span><span class=3D"awspan">peso</span><span class=3D"awspan" style= =3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">unitario</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D= "awspan">m=C3=A1ximo y</span><span class=3D"awspan" style=3D"letter-spacing= :0.95pt"> </span><span class=3D"awspan">=C3=B3ptimo</span><span class=3D"aw= span" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">de</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span cla= ss=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.95p= t"> </span><span class=3D"awspan">mezcla</span><span class=3D"awspan" style= =3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">fue</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awsp= an">de</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span= ><span class=3D"awspan">1898,52</span><span class=3D"awspan" style=3D"lette= r-spacing:0.95pt"> </span><span class=3D"awspan">kg/m=C2=B3</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan= ">y</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><s= pan class=3D"awspan">1890,64</span><span class=3D"awspan" style=3D"letter-s= pacing:0.95pt"> </span><span class=3D"awspan">kg/m=C2=B3,</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= respectivamente (</span><a href=3D"#fig3" style=3D"text-decoration:none"></= a></p><p class=3D"awdiv"><a href=3D"#fig3" style=3D"text-decoration:none"><= span class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline"= >Figura 3</span></a></p><p><span class=3D"awspan">).</span></p><p class=3D"= awdiv"><a id=3D"fig3"></a><span class=3D"awspan" style=3D"font-weight:bold"= >Figura 3</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font= -style:italic">Densidad compactada de una mezcla</span></p><p class=3D"awdi= v"><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7</sp= an><span class=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-s= pacing:0.4pt"> </span><span class=3D"awspan">lo</span><span class=3D"awspan= " style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">que</span><= span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D= "awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </= span><span class=3D"awspan">refiere</span><span class=3D"awspan" style=3D"l= etter-spacing:0.4pt"> </span><span class=3D"awspan">a</span><span class=3D"= awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">la</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span cla= ss=3D"awspan">dosificaci=C3=B3n</span><span class=3D"awspan" style=3D"lette= r-spacing:0.4pt"> </span><span class=3D"awspan">se</span><span class=3D"aws= pan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">obtuvier= on</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><spa= n class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing= :0.4pt"> </span><span class=3D"awspan">cantidades</span><span class=3D"awsp= an" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">descritas= </span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span = class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:0.= 4pt"> </span><span class=3D"awspan">la </span><a href=3D"#tabla7" style=3D"= text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla7" style= =3D"text-decoration:none"><span class=3D"awspan" style=3D"font-weight:bold;= text-decoration:underline">Tabla</span><span class=3D"awspan" style=3D"fon= t-weight:bold; text-decoration:underline; letter-spacing:0.6pt"> </span><sp= an class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">7= </span></a></p><p><span class=3D"awspan">.</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">Las</span><span = class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awsp= an">cantidades</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt">= </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"let= ter-spacing:0.6pt"> </span><span class=3D"awspan">materiales</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan= ">para</span><span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span>= <span class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spac= ing:0.6pt"> </span><span class=3D"awspan">volumen</span><span class=3D"awsp= an" style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">de</span>= <span class=3D"awspan" style=3D"letter-spacing:0.6pt"> </span><span class= =3D"awspan">ensayo,</span><span class=3D"awspan" style=3D"letter-spacing:0.= 6pt"> </span><span class=3D"awspan">considera</span><span class=3D"awspan" = style=3D"letter-spacing:0.6pt"> </span><span class=3D"awspan">las cantidade= s</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><spa= n class=3D"awspan">necesarias</span><span class=3D"awspan" style=3D"letter-= spacing:-0.1pt"> </span><span class=3D"awspan">para</span><span class=3D"aw= span" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">llenar= </span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span= class=3D"awspan">9</span><span class=3D"awspan" style=3D"letter-spacing:-0= .1pt"> </span><span class=3D"awspan">espec=C3=ADmenes</span><span class=3D"= awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">cil= =C3=ADndricos</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt">= </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.1pt"> </span><span class=3D"awspan">10</span><span class=3D"= awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">cm</= span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span c= lass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 1pt"> </span><span class=3D"awspan">di=C3=A1metro y 20 cm de altura.</span>= 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cl= ass=3D"awspan" style=3D"font-family:Calibri; font-size:11pt; letter-spacing= :3pt; color:#ffffff">         =            </span><span c= lass=3D"awspan" style=3D"font-family:Calibri; font-size:11pt; letter-spacin= g:3pt; color:#ffffff">P=C3=A1gina</span><span class=3D"awspan" style=3D"fon= t-family:Calibri; font-size:11pt; color:#ffffff"> 24 | 31</span></p><p clas= s=3D"awdiv"><span class=3D"awspan" style=3D"color:#ffffff">ISSN: </span><sp= an class=3D"awspan" style=3D"font-weight:bold; color:#ffffff">2773-7330</sp= an><span class=3D"awspan" style=3D"color:#ffffff">Vol. 7 No. 2.1</span><spa= n class=3D"awspan" style=3D"color:#ffffff">  </span><span class=3D"aws= pan" style=3D"color:#ffffff">pp. 6 =E2=80=93 31. abril - mayo 2025Revista m= ultidisciplinarArt=C3=ADculo original</span></p><p class=3D"awdiv"><span><s= vg font-family=3D"Times New Roman" font-size=3D"16" height=3D"41.33" versio= n=3D"1.1" width=3D"230.64" xmlns=3D"http://www.w3.org/2000/svg" style=3D"wi= dth:230.64px; 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CSHyyKoqDX60M914ULF/jtb3+LalDJnZqL2RLe/5wN9TlGs4npM2eQPTEHu92Oy+VCCIHRZCIhI= QGzxYTST2WJAUayX99gMHDrlMlkjs3C3t5Ob28vmhbAYrYQExNDRHg4Op0uRIcNJjmDMQOpw9NY= +eD9tLXZcTgc+P0+VFVPXFwcQ+JigxALiTKYfB1cPTWp0dXVSWN9A3pVT1RUFHPm30bTxYsUP1O= MwWCgqKgIq9V6+eCvZaj6q+kf/vAHDhw4wK1TbmVK7mTa7XY8bjeKgAGSR4R4qjC9gbBIQ8iOo6= MTR0f7zWjMQTYEqtARGW7tjyOc3d04u7sJ0VzX4WTlIAgBIiyWECoet4umC67LZKtEDGJ8Oto7Q= +CpWkBScbSChvoG9Ho902bMYOKkSSxYeCf/2P53nlm7lqamJubPn8/w4cNDESeEIBAIYLfbOXbs= GG+//Taf7t/HLdm3cNePFtLb66KsrIy271oHAXa97V/JkF6PnP6/071S62b6nZ1d3LN4MQCqpgW= JweZLzQB0dHQSFRPD9Jn/QVRUJP/4cAcvvvgCZWVl5OTkkJGRQVxcHB6Ph4sXL3Ly5Mlgg9rZTt= 70fG6bN4+ICCsfbt1G+f6D9Hl9VyyuqiqpqakAoaoppaSzs5Po6GgCgQBdXV03dN5oNBIREYHD4= QgRmC6Xi+TkZBRF4dKlS6H8eyMJDw8nLS2Nzs5Ompub0ev1IZqpr6/vJpoCKbiy5YBgY/nBu++x= 6sFV5ORMYEhsHIcOHOJ4xXFOnvwavd6AXq9H07TgAkKQmmpjyQ+Xckv2OExGI9u3lXLwOoABxMX= F8corr1BfX09vby9VVVVMmjQp9Hh/8803OXHixA3dHjNmDKtWreKtt94iOzubnp4ePB4Pd999N3= 6/n927d7Nr165Qz3g9KS4uxu/3o6oqW7ZswWQysXr1al566SVOnDhx3R5ysFwDmuYPUHP2LP/98= susWLGCsWPH8pMlP2HOvDk0NjTSdOkidrsdnaLDZrMxLNVGSnIK4eZwXK5e/ra5hH2f7MPnvf6J= BWlyK8ePHycrK4uamhqKiop49dVXkVJSXV19U4fNZjNjxoxh+fLlOJ1OWlpamDBhAps2baKtrY2= IiAh0Ot1NbUyfPp2dO3dy+vRpuru7mTlzJhaLhby8PKqrq783Uq8BrR+4pvoLvLjhJebcNoeC2Q= XExccyJCmByUou/VSJpmlogQDuXhdHv/qKXWW7qK2tveJhfrVIKVFVlaioKBITEzEYDPz+97/ni= y++YNy4cVewHdcTIQRHjhwhIyODsLAw9u7dS2RkJK2trXR1deH3+2+6vqIoFBcXk5+fz8qVK9m3= bx/Jyck0NTVRVFRESUnJDUEL0vc3AC04A9zOXnb9fSdHPv+SMWPHMmLkCGJiYggzGdECAXp6nDR= fvMSpU6c4V1t30yvRL5qm0d3dTWtr6+UHPdTW1nLp0iXq6+tDdNGNxOfz0dnZycaNG1m7di0Oh4= ODBw+ybNky/H4/TU1NvPvuuzf0RVVVli1bxq5duwgEAowaNYq+vj5qa2tJTU0lMzOTL7/88sawS= Imorq6WWVlZ37tZIQSKomAwGEKNrMfjwe/3f28OGCwWi4WFCxei0+k4d+4cJ06cwOv1snjxYkpK= Sr7XVkJCAikpKdTW1pKbm0tjYyPt7e0UFBQghODw4cM0Nzff1E5WVhbTp0/n4sWLNDcHC2BlZSU= 5OTl4vV6qqqquq1dWVsa8efMQDQ0N8v777/+XNz1YBhOK/67+/0b36rX/FXvXmzN47GY2nnvuOX= Jycv4tf//fy/8AgnKjIiDLf+gAAAAASUVORK5CYII=3D" width=3D"77" height=3D"28" al= t=3D"" style=3D"margin-left:449.75pt; position:absolute" /></span><span cla= ss=3D"awspan" style=3D"font-style:italic">Dosificaci=C3=B3n al peso</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Material</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad para 1 m</= span><span class=3D"awspan" style=3D"font-size:6.5pt">3</span><span class= =3D"awspan" style=3D"font-size:10pt"> de hormig=C3=B3n (kg)</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">Proporci=C3=B3n en peso</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad par= a ensayo (kg)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">W</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">187,4= 8</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">0,57</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">3,43</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">C</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">328,91</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">1</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">6,01</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">A</sp= an></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" s= tyle=3D"font-size:10pt">839,54</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">2,57</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">15,45</span></p><p class=3D"awdiv" style=3D"font-size:10pt">= <span class=3D"awspan" style=3D"font-size:10pt">R</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">993,22</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">3,04</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">18,27<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">TOTAL</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">2349,15</span><= /p><p class=3D"awdiv"><span class=3D"awspan">La </span><span class=3D"awspa= n" style=3D"font-weight:bold">Tabla 7</span><span class=3D"awspan">, indica= que la dosificaci=C3=B3n empleada fue: 1:2.57:3.04.</span></p><p class=3D"= awdiv"><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7= </span><span class=3D"awspan">Las</span><span class=3D"awspan" style=3D"let= ter-spacing:0.4pt"> </span><span class=3D"awspan">cantidades</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan= ">para</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span>= <span class=3D"awspan">ensayo</span><span class=3D"awspan" style=3D"letter-= spacing:0.4pt"> </span><span class=3D"awspan">fueron</span><span class=3D"a= wspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">correg= idas</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><s= pan class=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacin= g:0.4pt"> </span><span class=3D"awspan">d=C3=ADa</span><span class=3D"awspa= n" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">que</span>= <span class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class= =3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.4pt">= </span><span class=3D"awspan">elabor=C3=B3</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.4pt"> </span><span class=3D"awspan">el</span><span = class=3D"awspan" style=3D"letter-spacing:0.4pt"> </span><span class=3D"awsp= an">hormig=C3=B3n, debido</span><span class=3D"awspan" style=3D"letter-spac= ing:0.15pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">que</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"= awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </= span><span class=3D"awspan">humedad</span><span class=3D"awspan" style=3D"l= etter-spacing:0.15pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">= los</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><s= pan class=3D"awspan">agregados</span><span class=3D"awspan" style=3D"letter= -spacing:0.15pt"> </span><span class=3D"awspan">cambia.</span><span class= =3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">= Estas</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span>= <span class=3D"awspan">cantidades</span><span class=3D"awspan" style=3D"let= ter-spacing:0.15pt"> </span><span class=3D"awspan">se</span><span class=3D"= awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">pres= entan en la </span><a href=3D"#tabla8" style=3D"text-decoration:none"></a><= /p><p class=3D"awdiv"><a href=3D"#tabla8" style=3D"text-decoration:none"><s= pan class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">= Tabla 8</span></a></p><p><span class=3D"awspan">.</span></p><p class=3D"awd= iv"><a id=3D"tabla8"></a><span class=3D"awspan" style=3D"font-weight:bold">= Tabla 8</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-s= tyle:italic">Cantidades corregidas de materiales</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >Absorci=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">Humedad</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">Correcci=C3=B3n</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><a= id=3D"_Hlk187697743"></a><span class=3D"awspan" style=3D"font-size:10pt">M= aterial</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Dosificaci=C3=B3n al peso (kg)</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">Cantidad para cilindros de ensayo (kg)</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">%</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">%</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">%</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">kg</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">Cantidad para cilindro= s corregida</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cla= ss=3D"awspan" style=3D"font-size:10pt">W</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">3,43</s= pan></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" = style=3D"font-size:10pt">3,43</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">-</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span cl= ass=3D"awspan" style=3D"font-size:10pt">-</span></p><p class=3D"awdiv" styl= e=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,241<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">3,669</span></p><p class=3D"awdiv" style=3D"font= -size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">lt</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">C</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">6,01</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >6,01</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">-</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">-</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><sp= an class=3D"awspan" style=3D"font-size:10pt">-</span></p><p class=3D"awdiv"= style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">6= ,014</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"a= wspan" style=3D"font-size:10pt">kg</span></p><p class=3D"awdiv" style=3D"fo= nt-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">A</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">15,43</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">15,43</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">2,456</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span = class=3D"awspan" style=3D"font-size:10pt">1,520</span></p><p class=3D"awdiv= " style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">= 0,936</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">0,141</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">15,288<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">kg</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">R</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">18,25</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><spa= n class=3D"awspan" style=3D"font-size:10pt">18,25</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">1,567</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">1,010</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">0,557= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">0,100</span></p><p class=3D"awdiv" style=3D"fon= t-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">18,154</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">kg</span></p><p class=3D"awdiv"><span class=3D"awspan">= Respecto</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </sp= an><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-sp= acing:0.25pt"> </span><span class=3D"awspan">las</span><span class=3D"awspa= n" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">propiedad= es</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><sp= an class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">hormig=C3=B3n</span><span class=3D= "awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">en<= /span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span = class=3D"awspan">estado</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">fresco</span><span class=3D"awspan= " style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">se</span><= span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class= =3D"awspan">obtuvo</span><span class=3D"awspan" style=3D"letter-spacing:0.2= 5pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">asentamiento</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span clas= s=3D"awspan">de 6.3 cm, medido con el cono de Abrams. </span></p><p class= =3D"awdiv"><span class=3D"awspan">Finalmente,</span><span class=3D"awspan" = style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">en</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"aw= span">el</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </spa= n><span class=3D"awspan">ensayo</span><span class=3D"awspan" style=3D"lette= r-spacing:1.8pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">compresi= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span= ><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spa= cing:1.8pt"> </span><span class=3D"awspan">resistencia</span><span class=3D= "awspan" style=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">prom= edio</span><span class=3D"awspan" style=3D"letter-spacing:1.8pt"> </span><s= pan class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacin= g:1.8pt"> </span><span class=3D"awspan">tres</span><span class=3D"awspan" s= tyle=3D"letter-spacing:1.8pt"> </span><span class=3D"awspan">espec=C3=ADmen= es ensayados</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> <= /span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter= -spacing:0.3pt"> </span><span class=3D"awspan">la</span><span class=3D"awsp= an" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">compresi= =C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span= ><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spac= ing:0.3pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" = style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">7</span><span= class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"aws= pan">d=C3=ADas</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt">= </span><span class=3D"awspan">fue</span><span class=3D"awspan" style=3D"le= tter-spacing:0.3pt"> </span><span class=3D"awspan">de</span><span class=3D"= awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">179,3= 0</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span= class=3D"awspan">kg/cm=C2=B2,</span><span class=3D"awspan" style=3D"letter= -spacing:0.3pt"> </span><span class=3D"awspan">que</span><span class=3D"aws= pan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">represen= ta</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><spa= n class=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:= 0.3pt"> </span><span class=3D"awspan">75,70% de</span><span class=3D"awspan= " style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">resistencia</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.3pt"> </span><span class=3D"awspan">m=C3=A1xima</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">alcan= zada,</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span>= <span class=3D"awspan">este</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.3pt"> </span><span class=3D"awspan">valor</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">se</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span clas= s=3D"awspan">encuentra</span><span class=3D"awspan" style=3D"letter-spacing= :-0.3pt"> </span><span class=3D"awspan">dentro</span><span class=3D"awspan"= style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">del</span><= span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">rango</span><span class=3D"awspan" style=3D"letter-spacing:-0.3= pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D= "letter-spacing:-0.3pt"> </span><span class=3D"awspan">156</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan"= >a</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><sp= an class=3D"awspan">180 kg/cm=C2=B2,</span><span class=3D"awspan" style=3D"= letter-spacing:-0.05pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >acuerdo</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </s= pan><span class=3D"awspan">con</span><span class=3D"awspan" style=3D"letter= -spacing:-0.05pt"> </span><span class=3D"awspan">valores</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >te=C3=B3ricos</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt= "> </span><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"= letter-spacing:-0.05pt"> </span><span class=3D"awspan">indican</span><span = class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"aw= span">que</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </= span><span class=3D"awspan">deben</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.05pt"> </span><span class=3D"awspan">estar</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >entre.</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </sp= an><span class=3D"awspan">A</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.05pt"> </span><span class=3D"awspan">los</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">14</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span cla= ss=3D"awspan">d=C3=ADas, la</span><span class=3D"awspan" style=3D"letter-sp= acing:1.35pt"> </span><span class=3D"awspan">resistencia</span><span class= =3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">= promedio</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </sp= an><span class=3D"awspan">fue</span><span class=3D"awspan" style=3D"letter-= spacing:1.35pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">208,03</= span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span c= lass=3D"awspan">kg/cm=C2=B2,</span><span class=3D"awspan" style=3D"letter-s= pacing:1.35pt"> </span><span class=3D"awspan">ubicada</span><span class=3D"= awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">dent= ro</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><sp= an class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacin= g:1.35pt"> </span><span class=3D"awspan">rango</span><span class=3D"awspan"= style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D= "awspan">192</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> = </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"lette= r-spacing:1.35pt"> </span><span class=3D"awspan">216 kg/cm=C2=B2.</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D= "awspan">Finalmente,</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.35pt"> </span><span class=3D"awspan">a</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">los</span><span = class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"aw= span">28</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </s= pan><span class=3D"awspan">d=C3=ADas,</span><span class=3D"awspan" style=3D= "letter-spacing:-0.35pt"> </span><span class=3D"awspan">la</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan= ">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"= > </span><span class=3D"awspan">promedio</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">fue</span><span = class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </s= pan><span class=3D"awspan">224,1</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.35pt"> </span><span class=3D"awspan">kg/cm=C2=B2,</span><span= class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"a= wspan">dentro</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"= > </span><span class=3D"awspan">del rango</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"aw= span">228</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </= span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-= spacing:-0.55pt"> </span><span class=3D"awspan">252</span><span class=3D"aw= span" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">kg/cm= =C2=B2.</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </sp= an><span class=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.55pt"> </span><span class=3D"awspan">todos</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">los<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span= class=3D"awspan">casos</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.55pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">obtuvo</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span clas= s=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:-0.55p= t"> </span><span class=3D"awspan">promedio</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">de</span><span= class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"a= wspan">tres</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> = </span><span class=3D"awspan">espec=C3=ADmenes. </span></p><p class=3D"awdi= v"><span class=3D"awspan">Una</span><span class=3D"awspan" style=3D"letter-= spacing:-0.15pt"> </span><span class=3D"awspan">vez</span><span class=3D"aw= span" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">obten= idos</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span>= <span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.15pt"> </span><span class=3D"awspan">resultados</span><span class= =3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan"= >de</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><= span class=3D"awspan">resistencia</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.15pt"> </span><span class=3D"awspan">a</span><span class=3D"= awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">la<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span= class=3D"awspan">compresi=C3=B3n</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.15pt"> </span><span class=3D"awspan">de</span><span class=3D= "awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">lo= s</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><sp= an class=3D"awspan">nueve</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.15pt"> </span><span class=3D"awspan">cilindros</span><span class=3D"= awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">de = hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"= > </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.35pt"> </span><span class=3D"awspan">los</span><span class= =3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan"= >7,</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><= span class=3D"awspan">14</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.35pt"> </span><span class=3D"awspan">y</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">28</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D= "awspan">d=C3=ADas,</span><span class=3D"awspan" style=3D"letter-spacing:-0= .35pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style= =3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">valid=C3=B3</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span cla= ss=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:-0.35= pt"> </span><span class=3D"awspan">modelo</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">de</span><span = class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"aw= span">regresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-= 0.35pt"> </span><span class=3D"awspan">lineal</span><span class=3D"awspan" = style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">m=C3=BAltip= le.</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><= 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f">            =         </span><span class=3D"awspan" st= yle=3D"font-family:Calibri; font-size:11pt; letter-spacing:3pt; color:#ffff= ff">P=C3=A1gina</span><span class=3D"awspan" style=3D"font-family:Calibri; = font-size:11pt; color:#ffffff"> 25 | 31</span></p><p class=3D"awdiv"><span = class=3D"awspan" style=3D"color:#ffffff">ISSN: </span><span class=3D"awspan= " style=3D"font-weight:bold; color:#ffffff">2773-7330</span><span class=3D"= awspan" style=3D"color:#ffffff">Vol. 7 No. 2.1</span><span class=3D"awspan"= style=3D"color:#ffffff">  </span><span class=3D"awspan" style=3D"colo= r:#ffffff">pp. 6 =E2=80=93 31. abril - mayo 2025Revista multidisciplinarArt= =C3=ADculo original</span></p><p class=3D"awdiv"><span><svg font-family=3D"= Times New Roman" font-size=3D"16" height=3D"41.33" version=3D"1.1" width=3D= "230.64" xmlns=3D"http://www.w3.org/2000/svg" style=3D"width:230.64px; heig= ht:41.33px; font-family:'Times New Roman'; font-size:16px" xmlns:xlink=3D"h= 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=3D"margin-left:449.75pt; position:absolute" /></span><a href=3D"#tabla9" s= tyle=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla9= " style=3D"text-decoration:none"><span class=3D"awspan" style=3D"font-weigh= t:bold; text-decoration:underline">9</span></a></p><p><span class=3D"awspan= " style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">pres= ent=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </= span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.35pt"> </span><span class=3D"awspan">resultados</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awsp= an">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </spa= n><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.35pt"> </span><span class=3D"awspan">ensayos</span><span class=3D= "awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">re= alizados</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </s= pan><span class=3D"awspan">para</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.35pt"> </span><span class=3D"awspan">determinar</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awsp= an">las</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </sp= an><span class=3D"awspan">propiedades</span><span class=3D"awspan" style=3D= "letter-spacing:-0.35pt"> </span><span class=3D"awspan">de</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan= ">los agregados</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt= "> </span><span class=3D"awspan">fino</span><span class=3D"awspan" style=3D= "letter-spacing:-0.3pt"> </span><span class=3D"awspan">y</span><span class= =3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">= grueso</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span= ><span class=3D"awspan">obtenidos</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.3pt"> </span><span class=3D"awspan">en</span><span class=3D"= awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">la</= span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span c= lass=3D"awspan">regi=C3=B3n</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.3pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class= =3D"awspan">sierra</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 3pt"> </span><span class=3D"awspan">centro</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">del</span><span= class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"aw= span">Ecuador,</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"= > </span><span class=3D"awspan">necesarios para</span><span class=3D"awspan= " style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">realizar</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span cla= ss=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt= "> </span><span class=3D"awspan">dosificaci=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">del</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class= =3D"awspan">hormig=C3=B3n,</span><span class=3D"awspan" style=3D"letter-spa= cing:0.3pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan"= style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">forman</span= ><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class= =3D"awspan">parte</span><span class=3D"awspan" style=3D"letter-spacing:0.3p= t"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"= letter-spacing:0.3pt"> </span><span class=3D"awspan">las</span><span class= =3D"awspan" style=3D"letter-spacing:0.3pt"> </span><span class=3D"awspan">v= ariables</span><span class=3D"awspan" style=3D"letter-spacing:0.3pt"> </spa= n><span class=3D"awspan">predictoras del modelo predictivo =E2=80=9CM1=E2= =80=9D seleccionado. </span></p><p class=3D"awdiv"><a id=3D"tabla9"></a><sp= an class=3D"awspan" style=3D"font-weight:bold">Tabla 9</span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-style:italic">Valores de la= s variables predictoras</span></p><p class=3D"awdiv" style=3D"font-size:10p= t"><span class=3D"awspan" style=3D"font-size:10pt">Codificaci=C3=B3n</span>= </p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" styl= e=3D"font-size:10pt">Nombre de las variables preliminares</span></p><p clas= s=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-s= ize:10pt">Valor</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">Unidad de medida</span></p><p cl= ass=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font= -size:10pt">Asentamiento</span></p><p class=3D"awdiv" style=3D"font-size:10= pt"><span class=3D"awspan" style=3D"font-size:10pt">Asentamiento</span></p>= <p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D= "font-size:10pt">6,300</span></p><p class=3D"awdiv" style=3D"font-size:10pt= "><span class=3D"awspan" style=3D"font-size:10pt">cm</span></p><p class=3D"= awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:1= 0pt">Mod_fin_af</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">M=C3=B3dulo de finura del agrega= do fino</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">2,010</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">-</sp= an></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" s= tyle=3D"font-size:10pt">TM_af</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Tama=C3=B1o m=C3= =A1ximo del agregado fino</span></p><p class=3D"awdiv" style=3D"font-size:1= 0pt"><span class=3D"awspan" style=3D"font-size:10pt">0,375</span></p><p cla= ss=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-= size:10pt">in</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">DAC_af</span></p><p class=3D"awdiv= " style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">= Densidad aparente compacta del agregado fino</span></p><p class=3D"awdiv" s= tyle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">172= 2,530</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"= awspan" style=3D"font-size:10pt">kg/m</span><span class=3D"awspan" style=3D= "font-size:6.5pt">3</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><= span class=3D"awspan" style=3D"font-size:10pt">TM_ag</span></p><p class=3D"= awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:1= 0pt">Tama=C3=B1o m=C3=A1ximo del agregado grueso</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >1,500</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">in</span></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">DAS_ag</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">Densidad aparente suelta del agregado grueso</span><= /p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">1429,750</span></p><p class=3D"awdiv" style=3D"font-siz= e:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m</span><span cl= ass=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class=3D"awdiv" sty= le=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">DAC_a= g</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Densidad aparente compacta del agregado grueso= </span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspa= n" style=3D"font-size:10pt">1547,580</span></p><p class=3D"awdiv" style=3D"= font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m</span>= <span class=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">Porcent_absor_ag</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><= span class=3D"awspan" style=3D"font-size:10pt">Porcentaje de absorci=C3=B3n= del agregado grueso</span></p><p class=3D"awdiv" style=3D"font-size:10pt">= <span class=3D"awspan" style=3D"font-size:10pt">1,670</span></p><p class=3D= "awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:= 10pt">%</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Porcent_opt_arena</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">Porcentaje =C3=B3ptimo de la arena</span></p><p class=3D"awdiv" st= yle=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">46,0= 00</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"aws= pan" style=3D"font-size:10pt">%</span></p><p class=3D"awdiv" style=3D"font-= size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Porcent_opt_grav= a</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awsp= an" style=3D"font-size:10pt">Porcentaje =C3=B3ptimo de la grava</span></p><= p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"= font-size:10pt">54,000</span></p><p class=3D"awdiv" style=3D"font-size:10pt= "><span class=3D"awspan" style=3D"font-size:10pt">%</span></p><p class=3D"a= wdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10= pt">DO_mezcla</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span c= lass=3D"awspan" style=3D"font-size:10pt">Densidad =C3=B3ptima de la mezcla<= /span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan= " style=3D"font-size:10pt">1890,640</span></p><p class=3D"awdiv" style=3D"f= ont-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">kg/m</span><= span class=3D"awspan" style=3D"font-size:6.5pt">3</span></p><p class=3D"awd= iv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt= ">Agua</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">Cantidad de agua</span></p><p class=3D"aw= div" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10p= t">187,780</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span clas= s=3D"awspan" style=3D"font-size:10pt">kg</span></p><p class=3D"awdiv"><span= class=3D"awspan">La</span><span class=3D"awspan" style=3D"letter-spacing:0= .25pt"> </span><a href=3D"#tabla9" style=3D"text-decoration:none"></a></p><= p class=3D"awdiv"><a href=3D"#tabla9" style=3D"text-decoration:none"><span = class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">Tabl= a</span><span class=3D"awspan" style=3D"font-weight:bold; text-decoration:u= nderline; letter-spacing:0.25pt"> </span><span class=3D"awspan" style=3D"fo= nt-weight:bold; text-decoration:underline">9</span></a></p><p><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"aws= pan">indica</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> <= /span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"lett= er-spacing:0.25pt"> </span><span class=3D"awspan">valores</span><span class= =3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">= de</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><sp= an class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacin= g:0.25pt"> </span><span class=3D"awspan">variables</span><span class=3D"aws= pan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">que</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span cla= ss=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:0.25p= t"> </span><span class=3D"awspan">obtuvieron</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">luego</span><= span class=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.25pt"= > </span><span class=3D"awspan">realizar</span><span class=3D"awspan" style= =3D"letter-spacing:0.25pt"> </span><span class=3D"awspan">los</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.25pt"> </span><span class=3D"awsp= an">de los</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </s= pan><span class=3D"awspan">materiales</span><span class=3D"awspan" style=3D= "letter-spacing:0.2pt"> </span><span class=3D"awspan">y</span><span class= =3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">l= a</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span= class=3D"awspan">dosificaci=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.2pt"> </span><span class=3D"awspan">empleada</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan= ">en</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><s= pan class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacin= g:0.2pt"> </span><span class=3D"awspan">elaboraci=C3=B3n</span><span class= =3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">d= e</span><span class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span= class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spacing:= 0.2pt"> </span><span class=3D"awspan">cilindros</span><span class=3D"awspan= " style=3D"letter-spacing:0.2pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.2pt"> </span><span class=3D"= awspan">hormig=C3=B3n simple.</span><span class=3D"awspan" style=3D"letter-= spacing:0.35pt"> </span><span class=3D"awspan">Estos</span><span class=3D"a= wspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">valor= es</span><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><sp= an class=3D"awspan">se</span><span class=3D"awspan" style=3D"letter-spacing= :0.35pt"> </span><span class=3D"awspan">reemplazaron</span><span class=3D"a= wspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">en</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span cl= ass=3D"awspan">el</span><span class=3D"awspan" style=3D"letter-spacing:0.35= pt"> </span><span class=3D"awspan">modelo</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.35pt"> </span><span class=3D"awspan">predictivo</span= ><span class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class= =3D"awspan">=E2=80=9CM1=E2=80=9D,</span><span class=3D"awspan" style=3D"let= ter-spacing:0.35pt"> </span><span class=3D"awspan">seleccionado</span><span= class=3D"awspan" style=3D"letter-spacing:0.35pt"> </span><span class=3D"aw= span">para predecir la resistencia a compresi=C3=B3n.</span></p><p class=3D= "awdiv"><span class=3D"awspan">Es</span><span class=3D"awspan" style=3D"let= ter-spacing:-0.25pt"> </span><span class=3D"awspan">importante</span><span = class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"aw= span">indicar</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"= > </span><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.25pt"> </span><span class=3D"awspan">la</span><span class= =3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan"= >caracterizaci=C3=B3n,</span><span class=3D"awspan" style=3D"letter-spacing= :-0.25pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">dosificaci=C3= =B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span>= <span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.25pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" = style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">mezcla</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cla= ss=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.25= pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" style= =3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">materiales se</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span c= lass=3D"awspan">lo</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 25pt"> </span><span class=3D"awspan">realiz=C3=B3</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">en</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cla= ss=3D"awspan">una</span><span class=3D"awspan" style=3D"letter-spacing:-0.2= 5pt"> </span><span class=3D"awspan">sola</span><span class=3D"awspan" style= =3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">ocasi=C3=B3n.</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span c= lass=3D"awspan">Todos</span><span class=3D"awspan" style=3D"letter-spacing:= -0.25pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">espec=C3=ADme= nes</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><= span class=3D"awspan">fueron</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.25pt"> </span><span class=3D"awspan">elaborados</span><span class= =3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan"= >el</span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><= span class=3D"awspan">mismo</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.25pt"> </span><span class=3D"awspan">d=C3=ADa, estuvieron</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D= "awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> <= /span><span class=3D"awspan">las</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.2pt"> </span><span class=3D"awspan">mismas</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= condiciones</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.2pt"> </span><span class=3D"awspan">curado</span><span class= =3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">= hasta</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span>= <span class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.2pt"> </span><span class=3D"awspan">fecha</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">de</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class= =3D"awspan">ensayo,</span><span class=3D"awspan" style=3D"letter-spacing:-0= .2pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" style= =3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">fue</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awsp= an">a</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span>= <span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.2pt"> </span><span class=3D"awspan">7, 14 y 28 d=C3=ADas. </span></= p><p class=3D"awdiv"><span class=3D"awspan">Los</span><span class=3D"awspan= " style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">valores</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span cl= ass=3D"awspan">experimentales</span><span class=3D"awspan" style=3D"letter-= spacing:-0.7pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">las</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span clas= s=3D"awspan">variables</span><span class=3D"awspan" style=3D"letter-spacing= :-0.7pt"> </span><span class=3D"awspan">predictoras</span><span class=3D"aw= span" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">fueron= </span><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span= class=3D"awspan">reemplazados</span><span class=3D"awspan" style=3D"letter= -spacing:-0.7pt"> </span><span class=3D"awspan">en</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.7pt"> </span><span class=3D"awspan">el</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.7pt"> </span><span clas= s=3D"awspan">modelo predictivo</span><span class=3D"awspan" style=3D"letter= -spacing:1.35pt"> </span><span class=3D"awspan">=E2=80=9CM</span><span clas= s=3D"awspan" style=3D"font-size:8pt">1</span><span class=3D"awspan">=E2=80= =9D,</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><= span class=3D"awspan">seleccionado</span><span class=3D"awspan" style=3D"le= tter-spacing:1.35pt"> </span><span class=3D"awspan">en</span><span class=3D= "awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">la<= /span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span = class=3D"awspan">fase</span><span class=3D"awspan" style=3D"letter-spacing:= 1.35pt"> </span><span class=3D"awspan">2,</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">porque</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"= awspan">present=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:= 1.35pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan" styl= e=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">mejor</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"a= wspan">desempe=C3=B1o.</span><span class=3D"awspan" style=3D"letter-spacing= :1.35pt"> </span><span class=3D"awspan">Los valores</span><span class=3D"aw= span" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">de</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cla= ss=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.55p= t"> </span><span class=3D"awspan">resistencia</span><span class=3D"awspan" = style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">a</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"a= wspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </s= pan><span class=3D"awspan">compresi=C3=B3n</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">del</span><span= class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"aw= span">hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.= 55pt"> </span><span class=3D"awspan">(kg/cm</span><span class=3D"awspan" st= yle=3D"font-size:8pt">2</span><span class=3D"awspan">)</span><span class=3D= "awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">a</= span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span c= lass=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spacing:0.= 55pt"> </span><span class=3D"awspan">edades</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">de</span><span= class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"aw= span">7,</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </sp= an><span class=3D"awspan">14</span><span class=3D"awspan" style=3D"letter-s= pacing:0.55pt"> </span><span class=3D"awspan">y 28</span><span class=3D"aws= pan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">d=C3= =ADas,</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </spa= n><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.65pt"> </span><span class=3D"awspan">se</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">present= an</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><s= pan class=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.65pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.65pt"> </span><a href=3D"#tabla10" style=3D"text-= decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla10" style=3D"t= ext-decoration:none"><span class=3D"awspan" style=3D"font-weight:bold; text= -decoration:underline">Tabla</span><span class=3D"awspan" style=3D"font-wei= ght:bold; text-decoration:underline; letter-spacing:-0.65pt"> </span><span = class=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">10</= span></a></p><p><span class=3D"awspan" style=3D"letter-spacing:-0.65pt">&#x= a0;</span><span class=3D"awspan">indican</span><span class=3D"awspan" style= =3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">una</span><span = class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"aw= span">tendencia</span><span class=3D"awspan" style=3D"letter-spacing:-0.65p= t"> </span><span class=3D"awspan">creciente,</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">lo</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D= "awspan">cual</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"= > </span><span class=3D"awspan">es</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.65pt"> </span><span class=3D"awspan">normal en el comportam= iento de resistencia a compresi=C3=B3n del hormig=C3=B3n. </span></p><p cla= ss=3D"awdiv"><a id=3D"tabla10"></a><span class=3D"awspan" style=3D"font-wei= ght:bold">Tabla 10</span></p><p class=3D"awdiv" style=3D"padding-bottom:10p= t"><span class=3D"awspan" style=3D"font-style:italic">Resultados obtenidos = para edad del hormig=C3=B3n de 7, 14 y 28 d=C3=ADas</span></p><p class=3D"a= wdiv" style=3D"font-size:11pt"><span style=3D"height:0pt; display:block; po= sition:absolute; z-index:47"><img src=3D"data:image/jpeg;base64,/9j/4AAQSkZ= JRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8SEhEPERETFhwXEx= QaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh4eHh4eHh4eHh4eH= h4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpAx4DASIAAhEBAxEB= /8QAHAABAAICAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwFBwgJAgcAAAECAwQ= 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le= tter-spacing:3pt; color:#ffffff">Capital Intelectual</span><span class=3D"a= wspan" style=3D"font-family:Calibri; font-size:11pt; letter-spacing:3pt; co= lor:#ffffff">          &#= xa0;         </span><span class=3D"= awspan" style=3D"font-family:Calibri; font-size:11pt; letter-spacing:3pt; c= olor:#ffffff">P=C3=A1gina</span><span class=3D"awspan" style=3D"font-family= :Calibri; font-size:11pt; color:#ffffff"> 26 | 31</span></p><p class=3D"awd= iv"><span class=3D"awspan" style=3D"color:#ffffff">ISSN: </span><span class= =3D"awspan" style=3D"font-weight:bold; color:#ffffff">2773-7330</span><span= class=3D"awspan" style=3D"color:#ffffff">Vol. 7 No. 2.1</span><span class= =3D"awspan" style=3D"color:#ffffff">  </span><span class=3D"awspan" st= yle=3D"color:#ffffff">pp. 6 =E2=80=93 31. abril - mayo 2025Revista multidis= ciplinarArt=C3=ADculo original</span></p><p class=3D"awdiv"><span><svg font= -family=3D"Times New Roman" font-size=3D"16" height=3D"41.33" version=3D"1.= 1" 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lute" /></span><span class=3D"awspan" style=3D"font-size:10pt">Tolerancia d= el modelo</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">Error de validaci=C3=B3n</span></p><p = class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"fo= nt-size:10pt">Edad (d=C3=ADas)</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Resistencia a la = compresi=C3=B3n del hormig=C3=B3n obtenida en el laboratorio (kg/cm</span><= span class=3D"awspan" style=3D"font-size:6.5pt">2</span><span class=3D"awsp= an" style=3D"font-size:10pt">)</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Predicci=C3=B3n d= e la resistencia a la compresi=C3=B3n mediante el modelo rlm (kg/cm</span><= span class=3D"awspan" style=3D"font-size:6.5pt">2</span><span class=3D"awsp= an" style=3D"font-size:10pt">)</span></p><p class=3D"awdiv" style=3D"font-s= ize:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Inferior (kg/cm</= span><span class=3D"awspan" style=3D"font-size:6.5pt">2</span><span class= =3D"awspan" style=3D"font-size:10pt">)</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">Superio= r (kg/cm</span><span class=3D"awspan" style=3D"font-size:6.5pt">2</span><sp= an class=3D"awspan" style=3D"font-size:10pt">)</span></p><p class=3D"awdiv"= style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">R= MSE (kg/cm</span><span class=3D"awspan" style=3D"font-size:6.5pt">2</span><= span class=3D"awspan" style=3D"font-size:10pt">)</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >MAPE(%)</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class= =3D"awspan" style=3D"font-size:10pt">7</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">179,3</= span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan"= style=3D"font-size:10pt">162,2</span></p><p class=3D"awdiv" style=3D"font-= size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">142,03</span></p= ><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style= =3D"font-size:10pt">182,42</span></p><p class=3D"awdiv" style=3D"font-size:= 10pt"><span class=3D"awspan" style=3D"font-size:10pt">14</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">206,43</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">180,0</span></p><p class=3D"awdi= v" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt"= >159,8</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D= "awspan" style=3D"font-size:10pt">200,19</span></p><p class=3D"awdiv" style= =3D"font-size:10pt"><span class=3D"awspan" style=3D"font-size:10pt">28</spa= n></p><p class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" st= yle=3D"font-size:10pt">247,54</span></p><p class=3D"awdiv" style=3D"font-si= ze:10pt"><span class=3D"awspan" style=3D"font-size:10pt">225,1</span></p><p= class=3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"f= ont-size:10pt">204,94</span></p><p class=3D"awdiv" style=3D"font-size:10pt"= ><span class=3D"awspan" style=3D"font-size:10pt">245,33</span></p><p class= =3D"awdiv" style=3D"font-size:10pt"><span class=3D"awspan" style=3D"font-si= ze:10pt">22,148</span></p><p class=3D"awdiv" style=3D"font-size:10pt"><span= class=3D"awspan" style=3D"font-size:10pt">10,0</span></p><p class=3D"awdiv= "><span class=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-sp= acing:1.9pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan"= style=3D"letter-spacing:1.9pt"> </span><a href=3D"#tabla10" style=3D"text-= decoration:none"></a></p><p class=3D"awdiv"><a href=3D"#tabla10" style=3D"t= ext-decoration:none"><span class=3D"awspan" style=3D"font-weight:bold; text= -decoration:underline">Tabla</span><span class=3D"awspan" style=3D"font-wei= ght:bold; text-decoration:underline; letter-spacing:1.9pt"> </span><span cl= ass=3D"awspan" style=3D"font-weight:bold; text-decoration:underline">10</sp= an></a></p><p><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> <= /span><span class=3D"awspan">se</span><span class=3D"awspan" style=3D"lette= r-spacing:1.9pt"> </span><span class=3D"awspan">presentan</span><span class= =3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">l= os</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><spa= n class=3D"awspan">valores</span><span class=3D"awspan" style=3D"letter-spa= cing:1.9pt"> </span><span class=3D"awspan">reales</span><span class=3D"awsp= an" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">de</span>= <span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class= =3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt">= </span><span class=3D"awspan">resistencia</span><span class=3D"awspan" sty= le=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan">a</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><span class=3D"awspan= ">la</span><span class=3D"awspan" style=3D"letter-spacing:1.9pt"> </span><s= pan class=3D"awspan">compresi=C3=B3n</span><span class=3D"awspan" style=3D"= letter-spacing:1.9pt"> </span><span class=3D"awspan">del hormig=C3=B3n (kg/= cm</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span class= =3D"awspan">), a las diferentes edades. </span></p><p class=3D"awdiv"><span= class=3D"awspan">Al</span><span class=3D"awspan" style=3D"letter-spacing:0= .65pt"> </span><span class=3D"awspan">comparar</span><span class=3D"awspan"= style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">los</span><= span class=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class= =3D"awspan">valores</span><span class=3D"awspan" style=3D"letter-spacing:0.= 65pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">la</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspa= n">resistencia</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"= > </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"let= ter-spacing:0.65pt"> </span><span class=3D"awspan">la</span><span class=3D"= awspan" style=3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">comp= resi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:0.65pt"> <= /span><span class=3D"awspan">obtenidos</span><span class=3D"awspan" style= =3D"letter-spacing:0.65pt"> </span><span class=3D"awspan">experimentalmente= con</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><= span class=3D"awspan">las</span><span class=3D"awspan" style=3D"letter-spac= ing:3.35pt"> </span><span class=3D"awspan">predicciones</span><span class= =3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">= del</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><s= pan class=3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-sp= acing:3.35pt"> </span><span class=3D"awspan">=E2=80=9CM1=E2=80=9D,</span><s= pan class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D= "awspan">se</span><span class=3D"awspan" style=3D"letter-spacing:3.35pt"> <= /span><span class=3D"awspan">observ=C3=B3</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">que</span><span = class=3D"awspan" style=3D"letter-spacing:3.35pt"> </span><span class=3D"aws= pan">=C3=BAnicamente</span><span class=3D"awspan" style=3D"letter-spacing:3= .35pt"> </span><span class=3D"awspan">los</span><span class=3D"awspan" styl= e=3D"letter-spacing:3.35pt"> </span><span class=3D"awspan">resultados corre= spondientes</span><span class=3D"awspan" style=3D"letter-spacing:2.55pt"> <= /span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter= -spacing:2.55pt"> </span><span class=3D"awspan">la</span><span class=3D"aws= pan" style=3D"letter-spacing:2.55pt"> </span><span class=3D"awspan">edad</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.55pt"> </span><span cl= ass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:2.55= pt"> </span><span class=3D"awspan">7</span><span class=3D"awspan" style=3D"= letter-spacing:2.55pt"> </span><span class=3D"awspan">d=C3=ADas</span><span= class=3D"awspan" style=3D"letter-spacing:2.55pt"> </span><span class=3D"aw= span">se</span><span class=3D"awspan" style=3D"letter-spacing:2.55pt"> </sp= an><span class=3D"awspan">encontraron</span><span class=3D"awspan" style=3D= "letter-spacing:2.55pt"> </span><span class=3D"awspan">dentro</span><span c= lass=3D"awspan" style=3D"letter-spacing:2.55pt"> </span><span class=3D"awsp= an">del</span><span class=3D"awspan" style=3D"letter-spacing:2.55pt"> </spa= n><span class=3D"awspan">rango</span><span class=3D"awspan" style=3D"letter= -spacing:2.55pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:2.55pt"> </span><span class=3D"awspan">toleran= cia establecido</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt= "> </span><span class=3D"awspan">por</span><span class=3D"awspan" style=3D"= letter-spacing:1.55pt"> </span><span class=3D"awspan">la</span><span class= =3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">= m=C3=A9trica</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> = </span><span class=3D"awspan">RMSE,</span><span class=3D"awspan" style=3D"l= etter-spacing:1.55pt"> </span><span class=3D"awspan">que</span><span class= =3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">= corresponde</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> <= /span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter= -spacing:1.55pt"> </span><span class=3D"awspan">=C2=B120</span><span class= =3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"awspan">= kg/cm</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span cl= ass=3D"awspan">,</span><span class=3D"awspan" style=3D"letter-spacing:1.55p= t"> </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"l= etter-spacing:1.55pt"> </span><span class=3D"awspan">diferencia</span><span= class=3D"awspan" style=3D"letter-spacing:1.55pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:1.55pt"> </sp= an><span class=3D"awspan">los valores</span><span class=3D"awspan" style=3D= "letter-spacing:1.85pt"> </span><span class=3D"awspan">para</span><span cla= ss=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan= ">las</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span>= <span class=3D"awspan">edades</span><span class=3D"awspan" style=3D"letter-= spacing:1.85pt"> </span><span class=3D"awspan">de</span><span class=3D"awsp= an" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">14</span= ><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class= =3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt">= </span><span class=3D"awspan">20</span><span class=3D"awspan" style=3D"let= ter-spacing:1.85pt"> </span><span class=3D"awspan">d=C3=ADas,</span><span c= lass=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awsp= an">que</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </spa= n><span class=3D"awspan">est=C3=A1n</span><span class=3D"awspan" style=3D"l= etter-spacing:1.85pt"> </span><span class=3D"awspan">fuera</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan"= >del</span><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><= span class=3D"awspan">rango.</span><span class=3D"awspan" style=3D"letter-s= pacing:1.85pt"> </span><span class=3D"awspan">Para</span><span class=3D"aws= pan" style=3D"letter-spacing:1.85pt"> </span><span class=3D"awspan">la</spa= n><span class=3D"awspan" style=3D"letter-spacing:1.85pt"> </span><span clas= s=3D"awspan">etapa</span><span class=3D"awspan" style=3D"letter-spacing:1.8= 5pt"> </span><span class=3D"awspan">de validaci=C3=B3n</span><span class=3D= "awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">se= </span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><spa= n class=3D"awspan">obtuvieron</span><span class=3D"awspan" style=3D"letter-= spacing:-0.45pt"> </span><span class=3D"awspan">valores</span><span class= =3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan"= >de</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><= span class=3D"awspan">m=C3=A9tricas</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.45pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan"= >RMSE</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span= ><span class=3D"awspan">igual</span><span class=3D"awspan" style=3D"letter-= spacing:-0.45pt"> </span><span class=3D"awspan">a</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">22,148<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><span= class=3D"awspan">kg/cm</span><span class=3D"awspan" style=3D"font-size:8pt= ">2</span><span class=3D"awspan" style=3D"letter-spacing:-0.45pt"> </span><= span class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.45pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.45pt"> </span><span class=3D"awspan">MAPE del 10 = %. </span></p><p class=3D"awdiv"><span class=3D"awspan">En</span><span clas= s=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan"= >su</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><s= pan class=3D"awspan">estudio</span><span class=3D"awspan" style=3D"letter-s= pacing:1.35pt"> </span><span class=3D"awspan" style=3D"color:#222222">Sah</= span><span class=3D"awspan" style=3D"letter-spacing:1.35pt; color:#222222">= </span><span class=3D"awspan" style=3D"color:#222222">&</span><span cl= ass=3D"awspan" style=3D"letter-spacing:1.35pt; color:#222222"> </span><span= class=3D"awspan" style=3D"color:#222222">Hong</span><span class=3D"awspan"= style=3D"letter-spacing:1.35pt; color:#222222"> </span><span class=3D"awsp= an" style=3D"color:#222222">(2024)</span><span class=3D"awspan">,</span><sp= an class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"= awspan">reportaron</span><span class=3D"awspan" style=3D"letter-spacing:1.3= 5pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">valor</span><span= class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"aw= span">de</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </sp= an><span class=3D"awspan">MAPE</span><span class=3D"awspan" style=3D"letter= -spacing:1.35pt"> </span><span class=3D"awspan">de</span><span class=3D"aws= pan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">13.204<= /span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span = class=3D"awspan">%</span><span class=3D"awspan" style=3D"letter-spacing:1.3= 5pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" style= =3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">su modelo</span><= span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D= "awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </= span><span class=3D"awspan">regresi=C3=B3n</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">lineal</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"a= wspan">m=C3=BAltiple.</span><span class=3D"awspan" style=3D"letter-spacing:= 0.9pt"> </span><span class=3D"awspan">Como</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan">se</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspa= n">mencion=C3=B3,</span><span class=3D"awspan" style=3D"letter-spacing:0.9p= t"> </span><span class=3D"awspan">el</span><span class=3D"awspan" style=3D"= letter-spacing:0.9pt"> </span><span class=3D"awspan">modelo</span><span cla= ss=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><span class=3D"awspan"= >de</span><span class=3D"awspan" style=3D"letter-spacing:0.9pt"> </span><sp= an class=3D"awspan">regresi=C3=B3n</span><span class=3D"awspan" style=3D"le= tter-spacing:0.9pt"> </span><span class=3D"awspan">lineal m=C3=BAltiple</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span cla= ss=3D"awspan">propuesto</span><span class=3D"awspan" style=3D"letter-spacin= g:0.95pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">esta</span><sp= an class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"= awspan">investigaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spa= cing:0.95pt"> </span><span class=3D"awspan">demostr=C3=B3</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= una</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><s= pan class=3D"awspan">precisi=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.95pt"> </span><span class=3D"awspan">en</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= la</span><span class=3D"awspan" style=3D"letter-spacing:0.95pt"> </span><sp= an class=3D"awspan">predicci=C3=B3n</span><span class=3D"awspan" style=3D"l= etter-spacing:0.95pt"> </span><span class=3D"awspan">de</span><span class= =3D"awspan" style=3D"letter-spacing:0.95pt"> </span><span class=3D"awspan">= la resistencia</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt= "> </span><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.55pt"> </span><span class=3D"awspan">la</span><span class= =3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan"= >compresi=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.55= pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" style= =3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">hormig=C3=B3n</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span c= lass=3D"awspan">simple,</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.55pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" s= tyle=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">la</span><sp= an class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D= "awspan">etapa</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt= "> </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.55pt"> </span><span class=3D"awspan">testeo</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awsp= an">del</span><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </sp= an><span class=3D"awspan">7%</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.55pt"> </span><span class=3D"awspan">y</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.55pt"> </span><span class=3D"awspan">en</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.55pt"> </span><span clas= s=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.55p= t"> </span><span class=3D"awspan">etapa de</span><span class=3D"awspan" sty= le=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">validaci=C3=B3= n</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><sp= an class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacin= g:-0.35pt"> </span><span class=3D"awspan">10%,</span><span class=3D"awspan"= style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">consider= =C3=A1ndose</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> = </span><span class=3D"awspan">mejor</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.35pt"> </span><span class=3D"awspan">ya</span><span class= =3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan"= >que</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span>= <span class=3D"awspan">tiene</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.35pt"> </span><span class=3D"awspan">un</span><span class=3D"awsp= an" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">porcent= aje</span><span class=3D"awspan" style=3D"letter-spacing:-0.35pt"> </span><= span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.35pt"> </span><span class=3D"awspan">error</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.35pt"> </span><span class=3D"awspan">inferior= .</span><span class=3D"awspan">  </span></p><p class=3D"awdiv"><span c= lass=3D"awspan">En</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 05pt"> </span><span class=3D"awspan">cuanto</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">a</span><span= class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"a= wspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </= span><span class=3D"awspan">verificaci=C3=B3n</span><span class=3D"awspan" = style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">de</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class= =3D"awspan">hip=C3=B3tesis</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.05pt"> </span><span class=3D"awspan">que</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">se</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span clas= s=3D"awspan">plante=C3=B3</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.05pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan"= style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan">esta</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span clas= s=3D"awspan">investigaci=C3=B3n,</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.05pt"> </span><span class=3D"awspan">tras</span><span class= =3D"awspan" style=3D"letter-spacing:-0.05pt"> </span><span class=3D"awspan"= >ensayar las nueve probetas a los 7, 14 y 28 d=C3=ADas y comparar los resul= tados experimentales con las predicciones</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">del</span><span = class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"aws= pan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> <= /span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lette= r-spacing:0.55pt"> </span><span class=3D"awspan">regresi=C3=B3n</span><span= class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"aw= span">lineal</span><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> = </span><span class=3D"awspan">m=C3=BAltiple,</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">se</span><spa= n class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span class=3D"a= wspan">rechaz=C3=B3</span><span class=3D"awspan" style=3D"letter-spacing:0.= 55pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.55pt"> </span><span class=3D"awspan">hip=C3=B3tesis</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.55pt"> </span><span cl= ass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.55= pt"> </span><span class=3D"awspan">nulidad de</span><span class=3D"awspan" = style=3D"letter-spacing:3.5pt"> </span><span class=3D"awspan">par=C3=A1metr= os,</span><span class=3D"awspan" style=3D"letter-spacing:3.5pt"> </span><sp= an class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:= 3.5pt"> </span><span class=3D"awspan">se</span><span class=3D"awspan" style= =3D"letter-spacing:3.5pt"> </span><span class=3D"awspan">afirma</span><span= class=3D"awspan" style=3D"letter-spacing:3.5pt"> </span><span class=3D"aws= pan">que</span><span class=3D"awspan" style=3D"letter-spacing:3.5pt"> </spa= n><span class=3D"awspan">existen</span><span class=3D"awspan" style=3D"lett= er-spacing:3.5pt"> </span><span class=3D"awspan">variables</span><span clas= s=3D"awspan" style=3D"letter-spacing:3.5pt"> </span><span class=3D"awspan">= que</span><span class=3D"awspan" style=3D"letter-spacing:3.5pt"> </span><sp= an class=3D"awspan">explican</span><span class=3D"awspan" style=3D"letter-s= pacing:3.5pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan= " style=3D"letter-spacing:3.5pt"> </span><span class=3D"awspan">resistencia= </span><span class=3D"awspan" style=3D"letter-spacing:3.5pt"> </span><span = class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spacing:3.5= pt"> </span><span class=3D"awspan">la compresi=C3=B3n</span><span class=3D"= awspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">del</= span><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span cl= ass=3D"awspan">hormig=C3=B3n</span><span class=3D"awspan" style=3D"letter-s= pacing:1.4pt"> </span><span class=3D"awspan">simple.</span><span class=3D"a= wspan" style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">Se</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span clas= s=3D"awspan">observ=C3=B3</span><span class=3D"awspan" style=3D"letter-spac= ing:1.4pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" = style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">algunas</span= ><span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class= =3D"awspan">variables</span><span class=3D"awspan" style=3D"letter-spacing:= 1.4pt"> </span><span class=3D"awspan">explican</span><span class=3D"awspan"= style=3D"letter-spacing:1.4pt"> </span><span class=3D"awspan">mejor</span>= <span class=3D"awspan" style=3D"letter-spacing:1.4pt"> </span><span class= =3D"awspan">la variabilidad</span><span class=3D"awspan" style=3D"letter-sp= acing:0.15pt"> </span><span class=3D"awspan">de</span><span class=3D"awspan= " style=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">la</span><= span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class= =3D"awspan">resistencia</span><span class=3D"awspan" style=3D"letter-spacin= g:0.15pt"> </span><span class=3D"awspan">que</span><span class=3D"awspan" s= tyle=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">otras.</span>= <span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class= =3D"awspan">El</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"= > </span><span class=3D"awspan">modelo</span><span class=3D"awspan" style= =3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">demostr=C3=B3</sp= an><span class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span cla= ss=3D"awspan">ser</span><span class=3D"awspan" style=3D"letter-spacing:0.15= pt"> </span><span class=3D"awspan">eficaz</span><span class=3D"awspan" styl= e=3D"letter-spacing:0.15pt"> </span><span class=3D"awspan">para</span><span= class=3D"awspan" style=3D"letter-spacing:0.15pt"> </span><span class=3D"aw= span">predecir</span><span class=3D"awspan" style=3D"letter-spacing:0.15pt"= > </span><span class=3D"awspan">esta propiedad,</span><span class=3D"awspan= " style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">con</span= ><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span clas= s=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.25p= t"> </span><span class=3D"awspan">ra=C3=ADz</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">cuadrada</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cla= ss=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-spacing:-0.2= 5pt"> </span><span class=3D"awspan">error</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">cuadr=C3=A1tico= </span><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><spa= n class=3D"awspan">medio,</span><span class=3D"awspan" style=3D"letter-spac= ing:-0.25pt"> </span><span class=3D"awspan">RMSE</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">=3D</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span cla= ss=3D"awspan">20</span><span class=3D"awspan" style=3D"letter-spacing:-0.25= pt"> </span><span class=3D"awspan">kg/cm=C2=B2;</span><span class=3D"awspan= " style=3D"letter-spacing:-0.25pt"> </span><span class=3D"awspan">se</span>= <span class=3D"awspan" style=3D"letter-spacing:-0.25pt"> </span><span class= =3D"awspan">indica que,</span><span class=3D"awspan" style=3D"letter-spacin= g:2.45pt"> </span><span class=3D"awspan">aunque</span><span class=3D"awspan= " style=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">el</span><= span class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class= =3D"awspan">modelo</span><span class=3D"awspan" style=3D"letter-spacing:2.4= 5pt"> </span><span class=3D"awspan">captura</span><span class=3D"awspan" st= yle=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">las</span><spa= n class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"a= wspan">tendencias</span><span class=3D"awspan" style=3D"letter-spacing:2.45= pt"> </span><span class=3D"awspan">generales,</span><span class=3D"awspan" = style=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">a=C3=BAn</sp= an><span class=3D"awspan" style=3D"letter-spacing:2.45pt"> </span><span cla= ss=3D"awspan">existen</span><span class=3D"awspan" style=3D"letter-spacing:= 2.45pt"> </span><span class=3D"awspan">variaciones</span><span class=3D"aws= pan" style=3D"letter-spacing:2.45pt"> </span><span class=3D"awspan">no expl= icadas completamente. </span></p><p class=3D"awdiv" style=3D"padding-bottom= :10pt"><span class=3D"awspan" style=3D"font-weight:bold">4.Conclusiones</sp= an></p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"height:0p= t; display:block; position:absolute; z-index:49"><img src=3D"data:image/jpe= g;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCw= kMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eF= 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pan class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7</span><s= pan class=3D"awspan">Del</span><span class=3D"awspan" style=3D"letter-spaci= ng:-0.4pt"> </span><span class=3D"awspan">an=C3=A1lisis</span><span class= =3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">= general</span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </spa= n><span class=3D"awspan">del</span><span class=3D"awspan" style=3D"letter-s= pacing:-0.4pt"> </span><span class=3D"awspan">modelo,</span><span class=3D"= awspan" style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">se</= span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><span c= lass=3D"awspan">determin=C3=B3</span><span class=3D"awspan" style=3D"letter= -spacing:-0.4pt"> </span><span class=3D"awspan">que</span><span class=3D"aw= span" style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">existe= n</span><span class=3D"awspan" style=3D"letter-spacing:-0.4pt"> </span><spa= n class=3D"awspan">13</span><span class=3D"awspan" style=3D"letter-spacing:= -0.4pt"> </span><span class=3D"awspan">variables</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.4pt"> </span><span class=3D"awspan">predictor= as que</span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span= ><span class=3D"awspan">resultaron</span><span class=3D"awspan" style=3D"le= tter-spacing:1.75pt"> </span><span class=3D"awspan">estad=C3=ADsticamente</= span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span c= lass=3D"awspan">significativas</span><span class=3D"awspan" style=3D"letter= -spacing:1.75pt"> </span><span class=3D"awspan">para</span><span class=3D"a= wspan" style=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">el</s= pan><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span cl= ass=3D"awspan">modelo,</span><span class=3D"awspan" style=3D"letter-spacing= :1.75pt"> </span><span class=3D"awspan">con</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.75pt"> </span><span class=3D"awspan">un</span><span= class=3D"awspan" style=3D"letter-spacing:1.75pt"> </span><span class=3D"aw= span">nivel</span><span class=3D"awspan" style=3D"letter-spacing:1.75pt"> <= /span><span class=3D"awspan">de confianza del 90%. </span></p><p class=3D"a= wdiv"><span class=3D"awspan" style=3D"font-family:'Wingdings 3'">=EF=82=B7<= /span><span class=3D"awspan">El</span><span class=3D"awspan" style=3D"lette= r-spacing:-0.3pt"> </span><span class=3D"awspan">an=C3=A1lisis</span><span = class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"aws= pan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </spa= n><span class=3D"awspan">correlaci=C3=B3n</span><span class=3D"awspan" styl= e=3D"letter-spacing:-0.3pt"> </span><span class=3D"awspan">revel=C3=B3</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span clas= s=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:-0.3p= t"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"= letter-spacing:-0.3pt"> </span><span class=3D"awspan">variable</span><span = class=3D"awspan" style=3D"letter-spacing:-0.3pt"> </span><span class=3D"aws= pan">independiente</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 3pt"> </span><span class=3D"awspan">=E2=80=9CEdad_hormigon=E2=80=9D, fue</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span c= lass=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:-0.= 15pt"> </span><span class=3D"awspan">=C3=BAnica</span><span class=3D"awspan= " style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">variable<= /span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span= class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:= -0.15pt"> </span><span class=3D"awspan">mostr=C3=B3</span><span class=3D"aw= span" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">un</s= pan><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> </span><span c= lass=3D"awspan">coeficiente</span><span class=3D"awspan" style=3D"letter-sp= acing:-0.15pt"> </span><span class=3D"awspan">de</span><span class=3D"awspa= n" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">determin= aci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> <= /span><span class=3D"awspan">R</span><span class=3D"awspan" style=3D"font-s= ize:8pt">2</span><span class=3D"awspan" style=3D"letter-spacing:-0.15pt"> <= /span><span class=3D"awspan">igual</span><span class=3D"awspan" style=3D"le= tter-spacing:-0.15pt"> </span><span class=3D"awspan">a</span><span class=3D= "awspan" style=3D"letter-spacing:-0.15pt"> </span><span class=3D"awspan">0,= 648 considerado</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt= "> </span><span class=3D"awspan">como</span><span class=3D"awspan" style=3D= "letter-spacing:0.05pt"> </span><span class=3D"awspan">alto,</span><span cl= ass=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspa= n">lo</span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span>= <span class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spa= cing:0.05pt"> </span><span class=3D"awspan">evidencia</span><span class=3D"= awspan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">que<= /span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span = class=3D"awspan">la</span><span class=3D"awspan" style=3D"letter-spacing:0.= 05pt"> </span><span class=3D"awspan">relaci=C3=B3n</span><span class=3D"aws= pan" style=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">lineal<= /span><span class=3D"awspan" style=3D"letter-spacing:0.05pt"> </span><span = class=3D"awspan">entre</span><span class=3D"awspan" style=3D"letter-spacing= :0.05pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.05pt"> </span><span class=3D"awspan">resistencia a l= a compresi=C3=B3n y la edad es fuerte y directamente proporcional. </span><= /p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-family:'Wingding= s 3'">=EF=82=B7</span><span class=3D"awspan">Por</span><span class=3D"awspa= n" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">otro</spa= n><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span clas= s=3D"awspan">lado,</span><span class=3D"awspan" style=3D"letter-spacing:0.8= 5pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">evaluaci=C3=B3n</= span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span c= lass=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.8= 5pt"> </span><span class=3D"awspan">la</span><span class=3D"awspan" style= =3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">capacidad</span><= span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class= =3D"awspan">predictiva</span><span class=3D"awspan" style=3D"letter-spacing= :0.85pt"> </span><span class=3D"awspan">del</span><span class=3D"awspan" st= yle=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">modelo</span><= span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"= > </span><span class=3D"awspan">regresi=C3=B3n lineal</span><span class=3D"= awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">m=C3= =BAltiple</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </s= pan><span class=3D"awspan">mediante</span><span class=3D"awspan" style=3D"l= etter-spacing:0.85pt"> </span><span class=3D"awspan">las</span><span class= =3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">= m=C3=A9tricas</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt">= </span><span class=3D"awspan">R</span><span class=3D"awspan" style=3D"font= -size:8pt">2</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> = </span><span class=3D"awspan">ajustado,</span><span class=3D"awspan" style= =3D"letter-spacing:0.85pt"> </span><span class=3D"awspan">RMSE</span><span = class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span><span class=3D"aws= pan">y</span><span class=3D"awspan" style=3D"letter-spacing:0.85pt"> </span= ><span class=3D"awspan">MAPE,</span><span class=3D"awspan" style=3D"letter-= spacing:0.85pt"> </span><span class=3D"awspan">presentaron valores</span><s= pan class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"= awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </s= pan><span class=3D"awspan">0.7945,</span><span class=3D"awspan" style=3D"le= tter-spacing:2.5pt"> </span><span class=3D"awspan">20.195</span><span class= =3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">k= g/cm</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan"= >y</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </span><spa= n class=3D"awspan">7%,</span><span class=3D"awspan" style=3D"letter-spacing= :2.5pt"> </span><span class=3D"awspan">respectivamente,</span><span class= =3D"awspan" style=3D"letter-spacing:2.5pt"> </span><span class=3D"awspan">r= esultando</span><span class=3D"awspan" style=3D"letter-spacing:2.5pt"> </sp= an><span class=3D"awspan">valores inferiores a los presentados en otros est= udios.</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"font-fa= mily:'Wingdings 3'">=EF=82=B7</span><span class=3D"awspan">Finalmente,</spa= n><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span clas= s=3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt= "> </span><span class=3D"awspan">la</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.1pt"> </span><span class=3D"awspan">etapa</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan"= >de</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><s= pan class=3D"awspan">validaci=C3=B3n,</span><span class=3D"awspan" style=3D= "letter-spacing:-0.1pt"> </span><span class=3D"awspan">el</span><span class= =3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">= modelo</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span= ><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.1pt"> </span><span class=3D"awspan">regresi=C3=B3n</span><span clas= s=3D"awspan" style=3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan"= >lineal</span><span class=3D"awspan" style=3D"letter-spacing:-0.1pt"> </spa= n><span class=3D"awspan">m=C3=BAltiple</span><span class=3D"awspan" style= =3D"letter-spacing:-0.1pt"> </span><span class=3D"awspan">para las</span><s= pan class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"= awspan">edades</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt">= </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"let= ter-spacing:0.8pt"> </span><span class=3D"awspan">7,14</span><span class=3D= "awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">y</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span cla= ss=3D"awspan">28</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt= "> </span><span class=3D"awspan">d=C3=ADas</span><span class=3D"awspan" sty= le=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">present=C3=B3</s= pan><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span cla= ss=3D"awspan">un</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt= "> </span><span class=3D"awspan">MAPE</span><span class=3D"awspan" style=3D= "letter-spacing:0.8pt"> </span><span class=3D"awspan">del</span><span class= =3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">1= 0%</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><spa= n class=3D"awspan">y</span><span class=3D"awspan" style=3D"letter-spacing:0= .8pt"> </span><span class=3D"awspan">un</span><span class=3D"awspan" style= =3D"letter-spacing:0.8pt"> </span><span class=3D"awspan">RMSE</span><span c= lass=3D"awspan" style=3D"letter-spacing:0.8pt"> </span><span class=3D"awspa= n">igual</span><span class=3D"awspan" style=3D"letter-spacing:0.8pt"> </spa= n><span class=3D"awspan">a</span><span class=3D"awspan" style=3D"letter-spa= cing:0.8pt"> </span><span class=3D"awspan">=C2=B1 22,148</span><span class= =3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">= kg/cm</span><span class=3D"awspan" style=3D"font-size:8pt">2</span><span cl= ass=3D"awspan">.</span><span class=3D"awspan" style=3D"letter-spacing:1.35p= t"> </span><span class=3D"awspan">Determin=C3=A1ndose</span><span class=3D"= awspan" style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">fina= lmente</span><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span= ><span class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-sp= acing:1.35pt"> </span><span class=3D"awspan">el</span><span class=3D"awspan= " style=3D"letter-spacing:1.35pt"> </span><span class=3D"awspan">modelo</sp= an><span class=3D"awspan" style=3D"letter-spacing:1.35pt"> </span><span cla= ss=3D"awspan">genera</span><span class=3D"awspan" style=3D"letter-spacing:1= .35pt"> </span><span class=3D"awspan">predicciones aceptables.</span></p><p= class=3D"awdiv"><span class=3D"awspan">5.</span><span class=3D"awspan" sty= le=3D"font-weight:bold">Conflicto de intereses</span></p><p class=3D"awdiv"= ><span class=3D"awspan">Los</span><span class=3D"awspan" style=3D"letter-sp= acing:2.1pt"> </span><span class=3D"awspan">autores</span><span class=3D"aw= span" style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">declara= n</span><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span= class=3D"awspan">que</span><span class=3D"awspan" style=3D"letter-spacing:= 2.1pt"> </span><span class=3D"awspan">no</span><span class=3D"awspan" style= =3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">existe</span><span= class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span class=3D"aws= pan">conflicto</span><span class=3D"awspan" style=3D"letter-spacing:2.1pt">= </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"let= ter-spacing:2.1pt"> </span><span class=3D"awspan">intereses</span><span cla= ss=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan"= >en</span><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><sp= an class=3D"awspan">relaci=C3=B3n</span><span class=3D"awspan" style=3D"let= ter-spacing:2.1pt"> </span><span class=3D"awspan">con</span><span class=3D"= awspan" style=3D"letter-spacing:2.1pt"> </span><span class=3D"awspan">el</s= pan><span class=3D"awspan" style=3D"letter-spacing:2.1pt"> </span><span cla= ss=3D"awspan">art=C3=ADculo presentado.</span></p><p class=3D"awdiv"><span = class=3D"awspan" style=3D"font-weight:bold">6.Declaraci=C3=B3n de contribuc= i=C3=B3n de los autores</span></p><p class=3D"awdiv"><span class=3D"awspan"= >Todos autores contribuyeron significativamente en la elaboraci=C3=B3n del = art=C3=ADculo.</span></p><p class=3D"awdiv"><span class=3D"awspan" style=3D= "font-weight:bold">7.Costos de financiamiento </span></p><p class=3D"awdiv"= ><span class=3D"awspan">La</span><span class=3D"awspan" style=3D"letter-spa= cing:-0.65pt"> </span><span class=3D"awspan">presente</span><span class=3D"= awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"awspan">inv= estigaci=C3=B3n</span><span class=3D"awspan" style=3D"letter-spacing:-0.65p= t"> </span><span class=3D"awspan">fue</span><span class=3D"awspan" style=3D= "letter-spacing:-0.65pt"> </span><span class=3D"awspan">financiada</span><s= pan class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class= =3D"awspan">en</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt= "> </span><span class=3D"awspan">su</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.65pt"> </span><span class=3D"awspan">totalidad</span><span= class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"a= wspan">con</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> <= /span><span class=3D"awspan">fondos</span><span class=3D"awspan" style=3D"l= etter-spacing:-0.65pt"> </span><span class=3D"awspan">propios</span><span c= lass=3D"awspan" style=3D"letter-spacing:-0.65pt"> </span><span class=3D"aws= pan">de</span><span class=3D"awspan" style=3D"letter-spacing:-0.65pt"> </sp= an><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"letter-= spacing:-0.65pt"> </span><span class=3D"awspan">autores.</span></p><p class= =3D"awdiv"><span class=3D"awspan" style=3D"font-weight:bold">8.Referencias = Bibliogr=C3=A1ficas</span></p><p class=3D"awdiv"><a id=3D"ref1"></a><span c= lass=3D"awspan">Alabi, S. A., & Mahachi, J. (2022). Utilizing Artificia= l Neural Network and Multiple Linear Regression to Model the Compressive St= rength of Recycled Geopolymer Concrete. </span><span class=3D"awspan" style= =3D"font-style:italic">International Journal of Integrated Engineering</spa= n><span class=3D"awspan">, </span><span class=3D"awspan" style=3D"font-styl= e:italic">14</span><span class=3D"awspan">(4), 43-56. </span><a href=3D"htt= ps://publisher.uthm.edu.my/ojs/index.php/ijie/article/view/6672" style=3D"t= ext-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"https://publishe= r.uthm.edu.my/ojs/index.php/ijie/article/view/6672" style=3D"text-decoratio= n:none"><span class=3D"awspan" style=3D"text-decoration:underline">https://= publisher.uthm.edu.my/ojs/index.php/ijie/article/view/6672</span></a></p><p= class=3D"awdiv"><a id=3D"ref2"></a><span class=3D"awspan">Bakhoum, E. S., = Amir, A., Osama, F., & Adel, M. (2023)</span><span class=3D"awspan" sty= le=3D"font-style:italic">.</span><span class=3D"awspan"> Prediction model f= or the compressive strength of green concrete using cement kiln dust and fl= y ash. </span><span class=3D"awspan" style=3D"font-style:italic">Scientific= Reports,</span><span class=3D"awspan"> 13, 1864. </span><a href=3D"https:/= /doi.org/10.1038/s41598-023-28868-7" style=3D"text-decoration:none"></a></p= ><p class=3D"awdiv"><a href=3D"https://doi.org/10.1038/s41598-023-28868-7" = style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decorat= ion:underline">https://doi.org/10.1038/s41598-023-28868-7</span></a></p><p = class=3D"awdiv" style=3D"padding-bottom:10pt"><a id=3D"ref3"></a><span clas= s=3D"awspan">Carrasco Avenda=C3=B1o, J. E. (2020). </span><span class=3D"aw= span" style=3D"font-style:italic">Modelos predictivos aplicados a la resist= encia a compresi=C3=B3n del hormig=C3=B3n de un proyecto hidroel=C3=A9ctric= o en Ecuador</span><span class=3D"awspan"> [Tesis de m=C3=A1ster,</span><sp= an class=3D"awspan" style=3D"font-style:italic"> </span><span class=3D"awsp= an">Universidad Polit=C3=A9cnica de Valencia, Valencia, Ecuador]. </span></= p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"height:0pt; di= splay:block; position:absolute; z-index:51"><img src=3D"data:image/jpeg;bas= e64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCwkMEQ8= SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eFBEUHh= 4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHh7/wAARCARpA= x4DASIAAhEBAxEB/8QAHAABAAICAwEAAAAAAAAAAAAAAAECAwYFBwgE/8QAWhABAAEDAgEGBwwF= BwgJAgcAAAECAwQFEQYHEhMhMVUUF0GSlNHSCBUWIlFSU1ZhcYGTN0JUdJEjMjOhsbKzNDVDcnX= 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href=3D"https://riunet.upv.es/entities/publication/03560d97-1c54-4481-ab42= -c275f8ea161f" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a= href=3D"https://riunet.upv.es/entities/publication/03560d97-1c54-4481-ab42= -c275f8ea161f" style=3D"text-decoration:none"><span class=3D"awspan" style= =3D"text-decoration:underline">https://riunet.upv.es/entities/publication/0= 3560d97-1c54-4481-ab42-</span></a><a href=3D"https://riunet.upv.es/entities= /publication/03560d97-1c54-4481-ab42-c275f8ea161f" style=3D"text-decoration= :none"></a></p><p class=3D"awdiv"><a href=3D"https://riunet.upv.es/entities= /publication/03560d97-1c54-4481-ab42-c275f8ea161f" style=3D"text-decoration= :none"><span class=3D"awspan" style=3D"text-decoration:underline">c275f8ea1= 61f</span></a></p><p class=3D"awdiv"><a id=3D"ref4"></a><span class=3D"awsp= an">Contreras V=C3=A1squez, L., Mayorga-Amaguaya, D., Pe=C3=B1afiel-Valla, = G., & Navarro-Pe=C3=B1aherrera, C. (2023). An=C3=A1lisis Comparativo de= la Resistencia a compresi=C3=B3n entre el hormig=C3=B3n tradicional y el p= reparado con escombros de hormig=C3=B3n. </span><span class=3D"awspan" styl= e=3D"font-style:italic">Investigaci=C3=B3n Y Desarrollo</span><span class= =3D"awspan">, </span><span class=3D"awspan" style=3D"font-style:italic">18<= /span><span class=3D"awspan">(1). </span><a href=3D"https://doi.org/10.3124= 3/id.v18.2023.2020" style=3D"text-decoration:none"></a></p><p class=3D"awdi= v"><a href=3D"https://doi.org/10.31243/id.v18.2023.2020" style=3D"text-deco= ration:none"><span class=3D"awspan" style=3D"text-decoration:underline">htt= ps://doi.org/10.31243/id.v18.2023.2020</span></a></p><p class=3D"awdiv"><a = id=3D"ref5"></a><span class=3D"awspan">Fern=C3=A1ndez-Hern=C3=A1ndez, J.-L.= , Herranz-Hern=C3=A1ndez, P., & Segovia-Torres, L. (2022). Validaci=C3= =B3n cruzada sobre una misma muestra: una pr=C3=A1ctica sin fundamento. </s= pan><span class=3D"awspan" style=3D"font-style:italic">R.E.M.A. Revista ele= ctr=C3=B3nica De metodolog=C3=ADa Aplicada</span><span class=3D"awspan">, <= /span><span class=3D"awspan" style=3D"font-style:italic">24</span><span cla= ss=3D"awspan">(1), 38=E2=80=9340. </span><a href=3D"https://doi.org/10.1781= 1/rema.24.1.2022.38-40" style=3D"text-decoration:none"></a></p><p class=3D"= awdiv"><a href=3D"https://doi.org/10.17811/rema.24.1.2022.38-40" style=3D"t= ext-decoration:none"><span class=3D"awspan" style=3D"text-decoration:underl= ine">https://doi.org/10.17811/rema.24.1.2022.38-40</span></a></p><p class= =3D"awdiv"><a id=3D"ref6"></a><span class=3D"awspan">Instituto Ecuatoriano = de Normalizaci=C3=B3n [INEN]. (2009). </span><span class=3D"awspan" style= =3D"font-style:italic">Cemento hidr=C3=A1ulico. Determinaci=C3=B3n de la de= nsidad. </span><span class=3D"awspan">(NTE INEN 156). </span><a href=3D"htt= ps://es.scribd.com/document/250993495/Norma-INEN-156" style=3D"text-decorat= ion:none"></a></p><p class=3D"awdiv"><a href=3D"https://es.scribd.com/docum= ent/250993495/Norma-INEN-156" style=3D"text-decoration:none"><span class=3D= "awspan" style=3D"text-decoration:underline">https://es.scribd.com/document= /250993495/Norma-INEN-156</span></a></p><p class=3D"awdiv"><a id=3D"ref7"><= /a><span class=3D"awspan">Instituto Ecuatoriano de Normalizaci=C3=B3n [INEN= ]. (2010). </span><span class=3D"awspan" style=3D"font-style:italic">Hormig= =C3=B3n de cemento hidr=C3=A1ulico. Determinaci=C3=B3n de la resistencia a = la compresi=C3=B3n de espec=C3=ADmenes cil=C3=ADndricos de hormig=C3=B3n de= cemento hidr=C3=A1ulico. </span><span class=3D"awspan">(NTE INEN 1573). </= span><a href=3D"https://www.normalizacion.gob.ec/" style=3D"text-decoration= :none"></a></p><p class=3D"awdiv"><a href=3D"https://www.normalizacion.gob.= ec/" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-de= coration:underline">https://www.normalizacion.gob.ec/</span></a></p><p clas= s=3D"awdiv"><a id=3D"ref8"></a><span class=3D"awspan">Instituto Ecuatoriano= de Normalizaci=C3=B3n [INEN]. (2010a). </span><span class=3D"awspan" style= =3D"font-style:italic">=C3=81ridos. Muestreo </span><span class=3D"awspan">= (NTE INEN 695). </span><a href=3D"https://es.slideshare.net/slideshow/ecnte= 06952010/33067227#3" style=3D"text-decoration:none"></a></p><p class=3D"awd= iv"><a href=3D"https://es.slideshare.net/slideshow/ecnte06952010/33067227#3= " style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decor= ation:underline">https://es.slideshare.net/slideshow/ecnte06952010/33067227= #3</span></a></p><p class=3D"awdiv"><a id=3D"ref9"></a><span class=3D"awspa= n">Instituto Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2010b). </span><spa= n class=3D"awspan" style=3D"font-style:italic">=C3=81ridos. Determinaci=C3= =B3n de la densidad, densidad relativa (gravedad espec=C3=ADfica) y absorci= =C3=B3n del =C3=A1rido fino.</span><span class=3D"awspan"> (NTE INEN 856). = </span><a href=3D"https://www.studocu.com/ec/document/universidad-del-azuay= /resistencia-de-materiales-2/nte-inen-856-densidad-relativa-del-agregado-fi= no/39868633" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a h= ref=3D"https://www.studocu.com/ec/document/universidad-del-azuay/resistenci= a-de-materiales-2/nte-inen-856-densidad-relativa-del-agregado-fino/39868633= " style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decor= ation:underline">https://www.studocu.com/ec/document/universidad-del-</span= ></a><a href=3D"https://www.studocu.com/ec/document/universidad-del-azuay/r= esistencia-de-materiales-2/nte-inen-856-densidad-relativa-del-agregado-fino= /39868633" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a hre= f=3D"https://www.studocu.com/ec/document/universidad-del-azuay/resistencia-= de-materiales-2/nte-inen-856-densidad-relativa-del-agregado-fino/39868633" = style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decorat= ion:underline">azuay/resistencia-de-materiales-2/nte-inen-856-densidad-rela= tiva-del-agregado-</span></a><a href=3D"https://www.studocu.com/ec/document= /universidad-del-azuay/resistencia-de-materiales-2/nte-inen-856-densidad-re= lativa-del-agregado-fino/39868633" style=3D"text-decoration:none"></a></p><= p class=3D"awdiv"><a href=3D"https://www.studocu.com/ec/document/universida= d-del-azuay/resistencia-de-materiales-2/nte-inen-856-densidad-relativa-del-= agregado-fino/39868633" style=3D"text-decoration:none"><span class=3D"awspa= n" style=3D"text-decoration:underline">fino/39868633</span></a></p><p class= =3D"awdiv"><a id=3D"ref10"></a><span class=3D"awspan">Instituto Ecuatoriano= de Normalizaci=C3=B3n [INEN]. (2010c). </span><span class=3D"awspan" style= =3D"font-style:italic">=C3=81ridos. Determinaci=C3=B3n de la densidad, dens= idad relativa (gravedad espec=C3=ADfica) y absorci=C3=B3n del =C3=A1rido gr= ueso.</span><span class=3D"awspan"> (NTE INEN 857). </span><a href=3D"https= ://es.scribd.com/document/364038726/857" style=3D"text-decoration:none"></a= ></p><p class=3D"awdiv"><a href=3D"https://es.scribd.com/document/364038726= /857" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-d= ecoration:underline">https://es.scribd.com/document/364038726/857</span></a= ></p><p class=3D"awdiv"><a id=3D"ref11"></a><span class=3D"awspan">Institut= o Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2010d). </span><span class=3D"= awspan" style=3D"font-style:italic">=C3=81ridos. Determinaci=C3=B3n de la m= asa unitaria (peso volum=C3=A9trico) y el porcentaje de vac=C3=ADos.</span>= <span class=3D"awspan"> (NTE INEN 858). </span><a href=3D"https://www.studo= cu.com/ec/document/universidad-central-del-ecuador/ensayo-de-materiales/nte= -inen-858-1-determinacion-de-la-masa-unitaria/23206033" style=3D"text-decor= ation:none"></a></p><p class=3D"awdiv"><a href=3D"https://www.studocu.com/e= c/document/universidad-central-del-ecuador/ensayo-de-materiales/nte-inen-85= 8-1-determinacion-de-la-masa-unitaria/23206033" style=3D"text-decoration:no= ne"><span class=3D"awspan" style=3D"text-decoration:underline">https://www.= studocu.com/ec/document/universidad-central-del-ecuador/ensayo-</span></a><= a href=3D"https://www.studocu.com/ec/document/universidad-central-del-ecuad= or/ensayo-de-materiales/nte-inen-858-1-determinacion-de-la-masa-unitaria/23= 206033" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href= =3D"https://www.studocu.com/ec/document/universidad-central-del-ecuador/ens= ayo-de-materiales/nte-inen-858-1-determinacion-de-la-masa-unitaria/23206033= " style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decor= ation:underline">de-materiales/nte-inen-858-1-determinacion-de-la-masa-unit= aria/23206033</span></a></p><p class=3D"awdiv"><a id=3D"ref12"></a><span cl= ass=3D"awspan">Instituto Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2010e).= </span><span class=3D"awspan" style=3D"font-style:italic">Hormig=C3=B3n de= cemento hidr=C3=A1ulico. Determinaci=C3=B3n del asentamiento.</span><span = class=3D"awspan"> (NTE INEN 1578). </span><a href=3D"https://www.studocu.co= m/ec/document/universidad-politecnica-salesiana/hormigon-armado-de-elemento= s-a-flexo/1578-hormigon-de-cemento-hidraulico-determinacion-del-asentamient= o/44809508" style=3D"text-decoration:none"></a></p><p class=3D"awdiv" style= =3D"padding-bottom:10pt"><a href=3D"https://www.studocu.com/ec/document/uni= versidad-politecnica-salesiana/hormigon-armado-de-elementos-a-flexo/1578-ho= rmigon-de-cemento-hidraulico-determinacion-del-asentamiento/44809508" style= =3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decoration:u= nderline">https://www.studocu.com/ec/document/universidad-politecnica-</spa= n></a></p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"height= :0pt; display:block; position:absolute; z-index:53"><img src=3D"data:image/= jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8= 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span><a href=3D"https://www.studocu.com/ec/document/universidad-politecnica= -salesiana/hormigon-armado-de-elementos-a-flexo/1578-hormigon-de-cemento-hi= draulico-determinacion-del-asentamiento/44809508" style=3D"text-decoration:= none"></a></p><p class=3D"awdiv"><a href=3D"https://www.studocu.com/ec/docu= ment/universidad-politecnica-salesiana/hormigon-armado-de-elementos-a-flexo= /1578-hormigon-de-cemento-hidraulico-determinacion-del-asentamiento/4480950= 8" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-deco= ration:underline">salesiana/hormigon-armado-de-elementos-a-flexo/1578-hormi= gon-de-cemento-</span></a><a href=3D"https://www.studocu.com/ec/document/un= iversidad-politecnica-salesiana/hormigon-armado-de-elementos-a-flexo/1578-h= ormigon-de-cemento-hidraulico-determinacion-del-asentamiento/44809508" styl= e=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"https://ww= w.studocu.com/ec/document/universidad-politecnica-salesiana/hormigon-armado= -de-elementos-a-flexo/1578-hormigon-de-cemento-hidraulico-determinacion-del= -asentamiento/44809508" style=3D"text-decoration:none"><span class=3D"awspa= n" style=3D"text-decoration:underline">hidraulico-determinacion-del-asentam= iento/44809508</span></a></p><p class=3D"awdiv"><a id=3D"ref13"></a><span c= lass=3D"awspan">Instituto Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2010f)= . </span><span class=3D"awspan" style=3D"font-style:italic">C=C3=A1maras de= curado, gabinetes h=C3=BAmedos, tanques para almacenamiento en agua y cuar= tos para elaborar mezclas, utilizados en ensayos de cemento hidr=C3=A1ulico= y hormig=C3=B3n. Requisitos.</span><span class=3D"awspan"> (NTE INEN 2528)= . </span><a href=3D"https://es.scribd.com/document/553715850/NTE-INEN-2528-= Camaras-de-Curado-Gabinetes-Humedos-Tanques-Para-Almacenamiento-en-Agua-y-C= uartos-Para-Elaborar-Mezclas-Utilizados-en-Ensayos-de-Ceme" style=3D"text-d= ecoration:none"></a></p><p class=3D"awdiv"><a href=3D"https://es.scribd.com= /document/553715850/NTE-INEN-2528-Camaras-de-Curado-Gabinetes-Humedos-Tanqu= es-Para-Almacenamiento-en-Agua-y-Cuartos-Para-Elaborar-Mezclas-Utilizados-e= n-Ensayos-de-Ceme" style=3D"text-decoration:none"><span class=3D"awspan" st= yle=3D"text-decoration:underline">https://es.scribd.com/document/553715850/= NTE-INEN-</span></a><a href=3D"https://es.scribd.com/document/553715850/NTE= -INEN-2528-Camaras-de-Curado-Gabinetes-Humedos-Tanques-Para-Almacenamiento-= en-Agua-y-Cuartos-Para-Elaborar-Mezclas-Utilizados-en-Ensayos-de-Ceme" styl= e=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"https://es= .scribd.com/document/553715850/NTE-INEN-2528-Camaras-de-Curado-Gabinetes-Hu= medos-Tanques-Para-Almacenamiento-en-Agua-y-Cuartos-Para-Elaborar-Mezclas-U= tilizados-en-Ensayos-de-Ceme" style=3D"text-decoration:none"><span class=3D= "awspan" style=3D"text-decoration:underline">2528-Camaras-de-Curado-Gabinet= es-Humedos-Tanques-Para-Almacenamiento-</span></a><a href=3D"https://es.scr= ibd.com/document/553715850/NTE-INEN-2528-Camaras-de-Curado-Gabinetes-Humedo= s-Tanques-Para-Almacenamiento-en-Agua-y-Cuartos-Para-Elaborar-Mezclas-Utili= zados-en-Ensayos-de-Ceme" style=3D"text-decoration:none"></a></p><p class= =3D"awdiv"><a href=3D"https://es.scribd.com/document/553715850/NTE-INEN-252= 8-Camaras-de-Curado-Gabinetes-Humedos-Tanques-Para-Almacenamiento-en-Agua-y= -Cuartos-Para-Elaborar-Mezclas-Utilizados-en-Ensayos-de-Ceme" style=3D"text= -decoration:none"><span class=3D"awspan" style=3D"text-decoration:underline= ">en-Agua-y-Cuartos-Para-Elaborar-Mezclas-Utilizados-en-Ensayos-de-Ceme</sp= an></a></p><p class=3D"awdiv"><a id=3D"ref14"></a><span class=3D"awspan">In= stituto Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2010g). </span><span cla= ss=3D"awspan" style=3D"font-style:italic">Hormig=C3=B3n y =C3=A1ridos para = elaborar hormig=C3=B3n. Terminolog=C3=ADa. </span><span class=3D"awspan">(N= TE INEN 694). </span><a href=3D"https://www.studocu.com/ec/document/pontifi= cia-universidad-catolica-del-ecuador/ingenieria-en-sistemas/nte-inen-694-1-= hormigon-y-aridos/4778834" style=3D"text-decoration:none"></a></p><p class= =3D"awdiv"><a href=3D"https://www.studocu.com/ec/document/pontificia-univer= sidad-catolica-del-ecuador/ingenieria-en-sistemas/nte-inen-694-1-hormigon-y= -aridos/4778834" style=3D"text-decoration:none"><span class=3D"awspan" styl= e=3D"text-decoration:underline">https://www.studocu.com/ec/document/pontifi= cia-universidad-catolica-del-</span></a><a href=3D"https://www.studocu.com/= ec/document/pontificia-universidad-catolica-del-ecuador/ingenieria-en-siste= mas/nte-inen-694-1-hormigon-y-aridos/4778834" style=3D"text-decoration:none= "></a></p><p class=3D"awdiv"><a href=3D"https://www.studocu.com/ec/document= /pontificia-universidad-catolica-del-ecuador/ingenieria-en-sistemas/nte-ine= n-694-1-hormigon-y-aridos/4778834" style=3D"text-decoration:none"><span cla= ss=3D"awspan" style=3D"text-decoration:underline">ecuador/ingenieria-en-sis= temas/nte-inen-694-1-hormigon-y-aridos/4778834</span></a></p><p class=3D"aw= div"><a id=3D"ref15"></a><span class=3D"awspan">Instituto Ecuatoriano de No= rmalizaci=C3=B3n [INEN]. (2011a). </span><span class=3D"awspan" style=3D"fo= nt-style:italic">=C3=81ridos. An=C3=A1lisis granulom=C3=A9trico en =C3=A1ri= dos, fino y grueso. </span><span class=3D"awspan">(NTE INEN 696). </span><a= href=3D"https://www.normalizacion.gob.ec/" style=3D"text-decoration:none">= </a></p><p class=3D"awdiv"><a href=3D"https://www.normalizacion.gob.ec/" st= yle=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decoratio= n:underline">https://www.normalizacion.gob.ec/</span></a></p><p class=3D"aw= div"><a id=3D"ref16"></a><span class=3D"awspan">Instituto Ecuatoriano de No= rmalizaci=C3=B3n [INEN]. (2011b). </span><span class=3D"awspan" style=3D"fo= nt-style:italic">=C3=81ridos para hormig=C3=B3n. Requisitos.</span><span cl= ass=3D"awspan"> (NTE INEN 872). </span><a href=3D"https://www.normalizacion= .gob.ec/" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href= =3D"https://www.normalizacion.gob.ec/" style=3D"text-decoration:none"><span= class=3D"awspan" style=3D"text-decoration:underline">https://www.normaliza= cion.gob.ec/</span></a></p><p class=3D"awdiv"><a id=3D"ref17"></a><span cla= ss=3D"awspan">Instituto Ecuatoriano de Normalizaci=C3=B3n [INEN]. (2011c). = </span><span class=3D"awspan" style=3D"font-style:italic">=C3=81ridos para = hormig=C3=B3n. Determinaci=C3=B3n del contenido total de humedad. </span><s= pan class=3D"awspan">(NTE INEN 862). </span><a href=3D"https://www.studocu.= com/ec/document/universidad-central-del-ecuador/ensayo-de-materiales/862-no= rmas-nte-inen-862-para-los-ensayos-respectivos-de-los-agregados-gruesos-y/3= 1180419" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href= =3D"https://www.studocu.com/ec/document/universidad-central-del-ecuador/ens= ayo-de-materiales/862-normas-nte-inen-862-para-los-ensayos-respectivos-de-l= os-agregados-gruesos-y/31180419" style=3D"text-decoration:none"><span class= =3D"awspan" style=3D"text-decoration:underline">https://www.studocu.com/ec/= document/universidad-central-del-ecuador/ensayo-</span></a><a href=3D"https= ://www.studocu.com/ec/document/universidad-central-del-ecuador/ensayo-de-ma= teriales/862-normas-nte-inen-862-para-los-ensayos-respectivos-de-los-agrega= dos-gruesos-y/31180419" style=3D"text-decoration:none"></a></p><p class=3D"= awdiv"><a href=3D"https://www.studocu.com/ec/document/universidad-central-d= el-ecuador/ensayo-de-materiales/862-normas-nte-inen-862-para-los-ensayos-re= spectivos-de-los-agregados-gruesos-y/31180419" style=3D"text-decoration:non= e"><span class=3D"awspan" style=3D"text-decoration:underline">de-materiales= /862-normas-nte-inen-862-para-los-ensayos-respectivos-de-los-</span></a><a = href=3D"https://www.studocu.com/ec/document/universidad-central-del-ecuador= /ensayo-de-materiales/862-normas-nte-inen-862-para-los-ensayos-respectivos-= de-los-agregados-gruesos-y/31180419" style=3D"text-decoration:none"></a></p= ><p class=3D"awdiv"><a href=3D"https://www.studocu.com/ec/document/universi= dad-central-del-ecuador/ensayo-de-materiales/862-normas-nte-inen-862-para-l= os-ensayos-respectivos-de-los-agregados-gruesos-y/31180419" style=3D"text-d= ecoration:none"><span class=3D"awspan" style=3D"text-decoration:underline">= agregados-gruesos-y/31180419</span></a></p><p class=3D"awdiv"><a id=3D"ref1= 8"></a><span class=3D"awspan">Instituto Ecuatoriano de Normalizaci=C3=B3n [= INEN]. (2011c). </span><span class=3D"awspan" style=3D"font-style:italic">H= ormig=C3=B3n de cemento hidr=C3=A1ulico. Elaboraci=C3=B3n y curado en obra = de espec=C3=ADmenes para ensayo.</span><span class=3D"awspan"> (NTE INEN 15= 76). </span><a href=3D"https://www.studocu.com/ec/document/universidad-tecn= ica-particular-de-loja/hormigon-armado/nte-inen-1576-hormigon-elaboracion-y= -curado-en-obra-de-especimenes/47008206" style=3D"text-decoration:none"></a= ></p><p class=3D"awdiv"><a href=3D"https://www.studocu.com/ec/document/univ= ersidad-tecnica-particular-de-loja/hormigon-armado/nte-inen-1576-hormigon-e= laboracion-y-curado-en-obra-de-especimenes/47008206" style=3D"text-decorati= on:none"><span class=3D"awspan" style=3D"text-decoration:underline">https:/= /www.studocu.com/ec/document/universidad-tecnica-</span></a><a href=3D"http= s://www.studocu.com/ec/document/universidad-tecnica-particular-de-loja/horm= igon-armado/nte-inen-1576-hormigon-elaboracion-y-curado-en-obra-de-especime= nes/47008206" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a = href=3D"https://www.studocu.com/ec/document/universidad-tecnica-particular-= de-loja/hormigon-armado/nte-inen-1576-hormigon-elaboracion-y-curado-en-obra= -de-especimenes/47008206" style=3D"text-decoration:none"><span class=3D"aws= pan" style=3D"text-decoration:underline">particular-de-loja/hormigon-armado= /nte-inen-1576-hormigon-elaboracion-y-</span></a><a href=3D"https://www.stu= docu.com/ec/document/universidad-tecnica-particular-de-loja/hormigon-armado= /nte-inen-1576-hormigon-elaboracion-y-curado-en-obra-de-especimenes/4700820= 6" style=3D"text-decoration:none"></a></p><p class=3D"awdiv"><a href=3D"htt= ps://www.studocu.com/ec/document/universidad-tecnica-particular-de-loja/hor= migon-armado/nte-inen-1576-hormigon-elaboracion-y-curado-en-obra-de-especim= enes/47008206" style=3D"text-decoration:none"><span class=3D"awspan" style= =3D"text-decoration:underline">curado-en-obra-de-especimenes/47008206</span= ></a></p><p class=3D"awdiv"><a id=3D"ref19"></a><span class=3D"awspan">Iqti= dar, A., Bahadur Khan, N., Kashif-ur-Rehman, S., Faisal Javed, M., Aslam, F= ., Alyousef, R., Alabduljabbar, H., & Mosavi, A. (2021). Prediction of = compressive strength of rice husk ash concrete through different machine le= arning processes. </span><span class=3D"awspan" style=3D"font-style:italic"= >Crystals</span><span class=3D"awspan">, </span><span class=3D"awspan" styl= e=3D"font-style:italic">11</span><span class=3D"awspan">(4), 352. </span><a= href=3D"https://doi.org/10.3390/cryst11040352" style=3D"text-decoration:no= ne"></a></p><p class=3D"awdiv"><a href=3D"https://doi.org/10.3390/cryst1104= 0352" style=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-d= ecoration:underline">https://doi.org/10.3390/cryst11040352</span></a></p><p= class=3D"awdiv"><a id=3D"ref20"></a><span class=3D"awspan">Le=C3=B3n Consu= egra, L., & Rodr=C3=ADguez Garc=C3=ADa, C. (2022). Factores que influye= n en la resistencia a la compresi=C3=B3n del hormig=C3=B3n. estado del arte= . </span><span class=3D"awspan" style=3D"font-style:italic">Revista de Arqu= itectura e Ingenier=C3=ADa</span><span class=3D"awspan">, 16(3), 1-11. </sp= an><a href=3D"https://www.redalyc.org/articulo.oa?id=3D193972950003" style= =3D"text-decoration:none"></a></p><p class=3D"awdiv" style=3D"padding-botto= m:10pt"><a href=3D"https://www.redalyc.org/articulo.oa?id=3D193972950003" s= tyle=3D"text-decoration:none"><span class=3D"awspan" style=3D"text-decorati= on:underline">https://www.redalyc.org/articulo.oa?id=3D193972950003</span><= /a></p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"height:0p= t; display:block; position:absolute; z-index:55"><img src=3D"data:image/jpe= g;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBwcHBw8LCw= kMEQ8SEhEPERETFhwXExQaFRERGCEYGh0dHx8fExciJCIeJBweHx7/2wBDAQUFBQcGBw4ICA4eF= 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nt-family:Calibri; font-size:11pt; letter-spacing:3pt; color:#ffffff"> = ;            &#= xa0;   </span><span class=3D"awspan" style=3D"font-family:Calibri= ; font-size:11pt; letter-spacing:3pt; color:#ffffff">Capital Intelectual</s= pan><span class=3D"awspan" style=3D"font-family:Calibri; font-size:11pt; le= tter-spacing:3pt; color:#ffffff">       =              </= span><span class=3D"awspan" style=3D"font-family:Calibri; font-size:11pt; l= etter-spacing:3pt; color:#ffffff">P=C3=A1gina</span><span class=3D"awspan" = style=3D"font-family:Calibri; font-size:11pt; color:#ffffff"> 30 | 31</span= ></p><p class=3D"awdiv"><span class=3D"awspan" style=3D"color:#ffffff">ISSN= : </span><span class=3D"awspan" style=3D"font-weight:bold; color:#ffffff">2= 773-7330</span><span class=3D"awspan" style=3D"color:#ffffff">Vol. 7 No. 2.= 1</span><span class=3D"awspan" style=3D"color:#ffffff">  </span><span = class=3D"awspan" style=3D"color:#ffffff">pp. 6 =E2=80=93 31. abril - mayo 2= 025Revista 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(2022). </span><span = class=3D"awspan" style=3D"font-style:italic">Modelos predictivos de la resi= stencia del hormig=C3=B3n mediante estad=C3=ADstica y redes neuronales arti= ficiales </span><span class=3D"awspan">[Tesis de m=C3=A1ster,</span><span c= lass=3D"awspan" style=3D"font-style:italic"> </span><span class=3D"awspan">= Universidad Polit=C3=A9cnica de Valencia, Valencia, Ecuador]. </span><a hre= f=3D"http://hdl.handle.net/10251/190583" style=3D"text-decoration:none"></a= ></p><p class=3D"awdiv" style=3D"padding-bottom:10pt"><a href=3D"http://hdl= .handle.net/10251/190583" style=3D"text-decoration:none"><span class=3D"aws= pan" style=3D"text-decoration:underline">http://hdl.handle.net/10251/190583= </span></a></p><p class=3D"awdiv" style=3D"font-size:11pt"><span style=3D"h= eight:0pt; display:block; position:absolute; z-index:57"><img src=3D"data:i= mage/jpeg;base64,/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAUDBAQEAwUEBAQFBQUGBwwIBw= 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tyle=3D"letter-spacing:4.35pt"> </span><span class=3D"awspan">es</span><spa= n class=3D"awspan" style=3D"letter-spacing:4.35pt"> </span><span class=3D"a= wspan">de</span><span class=3D"awspan" style=3D"letter-spacing:4.35pt"> </s= pan><span class=3D"awspan">exclusiva</span><span class=3D"awspan" style=3D"= letter-spacing:4.35pt"> </span><span class=3D"awspan">responsabilidad</span= ><span class=3D"awspan" style=3D"letter-spacing:4.35pt"> </span><span class= =3D"awspan">de</span><span class=3D"awspan" style=3D"letter-spacing:4.35pt"= > </span><span class=3D"awspan">los</span><span class=3D"awspan" style=3D"l= etter-spacing:4.35pt"> </span><span class=3D"awspan">autores</span><span cl= ass=3D"awspan" style=3D"letter-spacing:4.35pt"> </span><span class=3D"awspa= n">y</span><span class=3D"awspan" style=3D"letter-spacing:4.35pt"> </span><= span class=3D"awspan">no necesariamente reflejan el pensamiento de la </spa= n><span class=3D"awspan" style=3D"font-weight:bold">Revista Alfa Publicacio= nes.</span></p><p class=3D"awdiv"><span class=3D"awspan">El</span><span cla= ss=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan= ">art=C3=ADculo</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt= "> </span><span class=3D"awspan">queda</span><span class=3D"awspan" style= =3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">en</span><span cl= ass=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspa= n">propiedad</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> = </span><span class=3D"awspan">de</span><span class=3D"awspan" style=3D"lett= er-spacing:-0.2pt"> </span><span class=3D"awspan">la</span><span class=3D"a= wspan" style=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">revis= ta</span><span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><sp= an class=3D"awspan">y,</span><span class=3D"awspan" style=3D"letter-spacing= :-0.2pt"> </span><span class=3D"awspan">por</span><span class=3D"awspan" st= yle=3D"letter-spacing:-0.2pt"> </span><span class=3D"awspan">tanto,</span><= span class=3D"awspan" style=3D"letter-spacing:-0.2pt"> </span><span class= =3D"awspan">su publicaci=C3=B3n</span><span class=3D"awspan" style=3D"lette= r-spacing:1.5pt"> </span><span class=3D"awspan">parcial</span><span class= =3D"awspan" style=3D"letter-spacing:1.5pt"> </span><span class=3D"awspan">y= /o</span><span class=3D"awspan" style=3D"letter-spacing:1.5pt"> </span><spa= n class=3D"awspan">total</span><span class=3D"awspan" style=3D"letter-spaci= ng:1.5pt"> </span><span class=3D"awspan">en</span><span class=3D"awspan" st= yle=3D"letter-spacing:1.5pt"> </span><span class=3D"awspan">otro</span><spa= n class=3D"awspan" style=3D"letter-spacing:1.5pt"> </span><span class=3D"aw= span">medio</span><span class=3D"awspan" style=3D"letter-spacing:1.5pt"> </= span><span class=3D"awspan">tiene</span><span class=3D"awspan" style=3D"let= ter-spacing:1.5pt"> </span><span class=3D"awspan">que</span><span class=3D"= 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