Development of Polymer Resins using Neural Networks

Detalhes bibliográficos
Autor(a) principal: Fernandes,Fabiano A. N.
Data de Publicação: 2002
Outros Autores: Lona,Liliane M. F.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Polímeros (São Carlos. Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282002000300008
Resumo: The development of polymer resins can benefit from the application of neural networks, using its great ability to correlate inputs and outputs. In this work we have developed a procedure that uses neural networks to correlate the end-user properties of a polymer with the polymerization reactor's operational condition that will produce that desired polymer. This procedure is aimed at speeding up the development of new resins and help finding the appropriate operational conditions to produce a given polymer resin; reducing experimentation, pilot plant tests and therefore time and money spent on development. The procedure shown in this paper can predict the reactor's operational condition with an error lower than 5%.
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spelling Development of Polymer Resins using Neural NetworksNeural networkspolymerspolymerization reactorsimulationThe development of polymer resins can benefit from the application of neural networks, using its great ability to correlate inputs and outputs. In this work we have developed a procedure that uses neural networks to correlate the end-user properties of a polymer with the polymerization reactor's operational condition that will produce that desired polymer. This procedure is aimed at speeding up the development of new resins and help finding the appropriate operational conditions to produce a given polymer resin; reducing experimentation, pilot plant tests and therefore time and money spent on development. The procedure shown in this paper can predict the reactor's operational condition with an error lower than 5%.Associação Brasileira de Polímeros2002-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282002000300008Polímeros v.12 n.3 2002reponame:Polímeros (São Carlos. Online)instname:Associação Brasileira de Polímeros (ABPol)instacron:ABPO10.1590/S0104-14282002000300008info:eu-repo/semantics/openAccessFernandes,Fabiano A. N.Lona,Liliane M. F.eng2002-11-12T00:00:00Zoai:scielo:S0104-14282002000300008Revistahttp://www.scielo.br/pohttps://old.scielo.br/oai/scielo-oai.php||revista@abpol.org.br1678-51690104-1428opendoar:2002-11-12T00:00Polímeros (São Carlos. Online) - Associação Brasileira de Polímeros (ABPol)false
dc.title.none.fl_str_mv Development of Polymer Resins using Neural Networks
title Development of Polymer Resins using Neural Networks
spellingShingle Development of Polymer Resins using Neural Networks
Fernandes,Fabiano A. N.
Neural networks
polymers
polymerization reactor
simulation
title_short Development of Polymer Resins using Neural Networks
title_full Development of Polymer Resins using Neural Networks
title_fullStr Development of Polymer Resins using Neural Networks
title_full_unstemmed Development of Polymer Resins using Neural Networks
title_sort Development of Polymer Resins using Neural Networks
author Fernandes,Fabiano A. N.
author_facet Fernandes,Fabiano A. N.
Lona,Liliane M. F.
author_role author
author2 Lona,Liliane M. F.
author2_role author
dc.contributor.author.fl_str_mv Fernandes,Fabiano A. N.
Lona,Liliane M. F.
dc.subject.por.fl_str_mv Neural networks
polymers
polymerization reactor
simulation
topic Neural networks
polymers
polymerization reactor
simulation
description The development of polymer resins can benefit from the application of neural networks, using its great ability to correlate inputs and outputs. In this work we have developed a procedure that uses neural networks to correlate the end-user properties of a polymer with the polymerization reactor's operational condition that will produce that desired polymer. This procedure is aimed at speeding up the development of new resins and help finding the appropriate operational conditions to produce a given polymer resin; reducing experimentation, pilot plant tests and therefore time and money spent on development. The procedure shown in this paper can predict the reactor's operational condition with an error lower than 5%.
publishDate 2002
dc.date.none.fl_str_mv 2002-01-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282002000300008
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0104-14282002000300008
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.1590/S0104-14282002000300008
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
dc.publisher.none.fl_str_mv Associação Brasileira de Polímeros
publisher.none.fl_str_mv Associação Brasileira de Polímeros
dc.source.none.fl_str_mv Polímeros v.12 n.3 2002
reponame:Polímeros (São Carlos. Online)
instname:Associação Brasileira de Polímeros (ABPol)
instacron:ABPO
instname_str Associação Brasileira de Polímeros (ABPol)
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institution ABPO
reponame_str Polímeros (São Carlos. Online)
collection Polímeros (São Carlos. Online)
repository.name.fl_str_mv Polímeros (São Carlos. Online) - Associação Brasileira de Polímeros (ABPol)
repository.mail.fl_str_mv ||revista@abpol.org.br
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