PLSR Models for Mechanical Strengths of Concrete Composite Materials Reinforced with Pultrusion Wastes

Detalhes bibliográficos
Autor(a) principal: Meira Castro, Ana C.
Data de Publicação: 2012
Outros Autores: Ribeiro, M. C. S., Meixedo, Joao Paulo, Silva, Francisco, Alvim, Mário Rui, Fiúza, António, Dinis, M. L.
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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spelling 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
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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
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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)
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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