PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes
Autor(a) principal: | |
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Data de Publicação: | 2012 |
Outros Autores: | , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.22/4922 |
Resumo: | In this paper, we present two Partial Least Squares Regression (PLSR) models for compressive and flexural strength responses of a concrete composite material reinforced with pultrusion wastes. The main objective is to characterize this cost-effective waste management solution for glass fiber reinforced polymer (GFRP) pultrusion wastes and end-of-life products that will lead, thereby, to a more sustainable composite materials industry. The experiments took into account formulations with the incorporation of three different weight contents of GFRP waste materials into polyester based mortars, as sand aggregate and filler replacements, two waste particle size grades and the incorporation of silane adhesion promoter into the polyester resin matrix in order to improve binder aggregates interfaces. The regression models were achieved for these data and two latent variables were identified as suitable, with a 95% confidence level. This technological option, for improving the quality of GFRP filled polymer mortars, is viable thus opening a door to selective recycling of GFRP waste and its use in the production of concrete-polymer based products. However, further and complementary studies will be necessary to confirm the technical and economic viability of the process. |
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PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion WastesPartial Least Squares RegressionPultruded GFRPWaste recoveryMechanical strengthIn this paper, we present two Partial Least Squares Regression (PLSR) models for compressive and flexural strength responses of a concrete composite material reinforced with pultrusion wastes. The main objective is to characterize this cost-effective waste management solution for glass fiber reinforced polymer (GFRP) pultrusion wastes and end-of-life products that will lead, thereby, to a more sustainable composite materials industry. The experiments took into account formulations with the incorporation of three different weight contents of GFRP waste materials into polyester based mortars, as sand aggregate and filler replacements, two waste particle size grades and the incorporation of silane adhesion promoter into the polyester resin matrix in order to improve binder aggregates interfaces. The regression models were achieved for these data and two latent variables were identified as suitable, with a 95% confidence level. This technological option, for improving the quality of GFRP filled polymer mortars, is viable thus opening a door to selective recycling of GFRP waste and its use in the production of concrete-polymer based products. However, further and complementary studies will be necessary to confirm the technical and economic viability of the process.L&H Scientific PublishingRepositório Científico do Instituto Politécnico do PortoMeira Castro, Ana C.Ribeiro, M. C. S.Meixedo, Joao PauloSilva, FranciscoAlvim, Mário RuiFiúza, AntónioDinis, M. L.2014-09-05T13:14:21Z20122012-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/4922eng2164-645710.5890/JAND.2012.02.001info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-13T12:45:00Zoai:recipp.ipp.pt:10400.22/4922Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:25:43.707447Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
title |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
spellingShingle |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes Meira Castro, Ana C. Partial Least Squares Regression Pultruded GFRP Waste recovery Mechanical strength |
title_short |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
title_full |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
title_fullStr |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
title_full_unstemmed |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
title_sort |
PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes |
author |
Meira Castro, Ana C. |
author_facet |
Meira Castro, Ana C. Ribeiro, M. C. S. Meixedo, Joao Paulo Silva, Francisco Alvim, Mário Rui Fiúza, António Dinis, M. L. |
author_role |
author |
author2 |
Ribeiro, M. C. S. Meixedo, Joao Paulo Silva, Francisco Alvim, Mário Rui Fiúza, António Dinis, M. L. |
author2_role |
author author author author author author |
dc.contributor.none.fl_str_mv |
Repositório Científico do Instituto Politécnico do Porto |
dc.contributor.author.fl_str_mv |
Meira Castro, Ana C. Ribeiro, M. C. S. Meixedo, Joao Paulo Silva, Francisco Alvim, Mário Rui Fiúza, António Dinis, M. L. |
dc.subject.por.fl_str_mv |
Partial Least Squares Regression Pultruded GFRP Waste recovery Mechanical strength |
topic |
Partial Least Squares Regression Pultruded GFRP Waste recovery Mechanical strength |
description |
In this paper, we present two Partial Least Squares Regression (PLSR) models for compressive and flexural strength responses of a concrete composite material reinforced with pultrusion wastes. The main objective is to characterize this cost-effective waste management solution for glass fiber reinforced polymer (GFRP) pultrusion wastes and end-of-life products that will lead, thereby, to a more sustainable composite materials industry. The experiments took into account formulations with the incorporation of three different weight contents of GFRP waste materials into polyester based mortars, as sand aggregate and filler replacements, two waste particle size grades and the incorporation of silane adhesion promoter into the polyester resin matrix in order to improve binder aggregates interfaces. The regression models were achieved for these data and two latent variables were identified as suitable, with a 95% confidence level. This technological option, for improving the quality of GFRP filled polymer mortars, is viable thus opening a door to selective recycling of GFRP waste and its use in the production of concrete-polymer based products. However, further and complementary studies will be necessary to confirm the technical and economic viability of the process. |
publishDate |
2012 |
dc.date.none.fl_str_mv |
2012 2012-01-01T00:00:00Z 2014-09-05T13:14:21Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.22/4922 |
url |
http://hdl.handle.net/10400.22/4922 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
2164-6457 10.5890/JAND.2012.02.001 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
L&H Scientific Publishing |
publisher.none.fl_str_mv |
L&H Scientific Publishing |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
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1817554085461622784 |