Nonlinear predictive control of an industrial slurry reactor

Detalhes bibliográficos
Autor(a) principal: Fontes, C. H.
Data de Publicação: 2008
Outros Autores: Mendes, Mario de Jesus
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFBA
Texto Completo: http://www.repositorio.ufba.br/ri/handle/ri/2329
Resumo: p. 417-430.
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spelling Fontes, C. H.Mendes, Mario de JesusFontes, C. H.Mendes, Mario de Jesus2011-08-24T23:13:40Z2011-08-24T23:13:40Z2008-120103-1759http://www.repositorio.ufba.br/ri/handle/ri/2329v. 19, n. 4.p. 417-430.Uma estratégia de controle preditivo não linear é aplicada a um reator tanque agitado de polimerização em lama para a produção de polietileno de alta densidade. O desempenho do controle é analisado no sentido de se obter o peso molecular médio numérico, composição de comonômero e temperatura desejados. Um modelo fenomenológico completo considerando as micro, meso e macro escalas de modelagem foi desenvolvido para representar a planta. O algoritmo de controle compreende um modelo interno baseado em redes neurais com topologia "feedforward". A implementação do algoritmo contempla o problema de otimização, as variáveis manipuladas e controladas adotadas e são apresentados resultados para os casos de problema servo e regulatório, incluindo-se a possibilidade de tempos mortos e múltiplas taxas de amostragem nas variáveis controladas. Os resultados de simulação mostram o bom desempenho do algoritmo NMPC baseado em um modelo neural treinado para a predição da variável de saída apenas um instante de tempo a frente e, ao mesmo tempo, atestam a dificuldade de controlar diretamente as propriedades do polímero com a ocorrência de tempo morto na medição.Submitted by JURANDI DE SOUZA SILVA (jssufba@hotmail.com) on 2011-08-24T23:13:40Z No. of bitstreams: 1 a15v28n1.pdf: 162940 bytes, checksum: 11d5038fa88c504f9937a8702d7d1f59 (MD5)Made available in DSpace on 2011-08-24T23:13:40Z (GMT). No. of bitstreams: 1 a15v28n1.pdf: 162940 bytes, checksum: 11d5038fa88c504f9937a8702d7d1f59 (MD5) Previous issue date: 2008-12NatalPolimerização de olefinas,controle preditivo,redes neurais.Olefin Polymerization,Predictive control,neural networks.Nonlinear predictive control of an industrial slurry reactorSba: Controle & Automação Sociedade Brasileira de AutomaticaArtigo de Periódicoinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionengreponame:Repositório Institucional da UFBAinstname:Universidade Federal da Bahia (UFBA)instacron:UFBAinfo:eu-repo/semantics/openAccessORIGINALNONLINEAR_PREDICTIVE_CONTROL__.pdfNONLINEAR_PREDICTIVE_CONTROL__.pdfapplication/pdf195708https://repositorio.ufba.br/bitstream/ri/2329/4/NONLINEAR_PREDICTIVE_CONTROL__.pdf6f07f3cac30d2f758305fba43e40bc3fMD54LICENSElicense.txtlicense.txttext/plain1906https://repositorio.ufba.br/bitstream/ri/2329/2/license.txt5c96f35b9bbeca75e5354e3646a530b4MD52TEXTa.pdf.txta.pdf.txtExtracted texttext/plain0https://repositorio.ufba.br/bitstream/ri/2329/3/a.pdf.txtd41d8cd98f00b204e9800998ecf8427eMD53NONLINEAR_PREDICTIVE_CONTROL__.pdf.txtNONLINEAR_PREDICTIVE_CONTROL__.pdf.txtExtracted texttext/plain47646https://repositorio.ufba.br/bitstream/ri/2329/5/NONLINEAR_PREDICTIVE_CONTROL__.pdf.txtd89dabb09eb18ce2ab4f0fc579d8f157MD55ri/23292022-10-15 02:04:37.513oai:repositorio.ufba.br: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Repositório InstitucionalPUBhttp://192.188.11.11:8080/oai/requestopendoar:19322022-10-15T05:04:37Repositório Institucional da UFBA - Universidade Federal da Bahia (UFBA)false
dc.title.pt_BR.fl_str_mv Nonlinear predictive control of an industrial slurry reactor
dc.title.alternative.pt_BR.fl_str_mv Sba: Controle & Automação Sociedade Brasileira de Automatica
title Nonlinear predictive control of an industrial slurry reactor
spellingShingle Nonlinear predictive control of an industrial slurry reactor
Fontes, C. H.
Polimerização de olefinas,
controle preditivo,
redes neurais.
Olefin Polymerization,
Predictive control,
neural networks.
title_short Nonlinear predictive control of an industrial slurry reactor
title_full Nonlinear predictive control of an industrial slurry reactor
title_fullStr Nonlinear predictive control of an industrial slurry reactor
title_full_unstemmed Nonlinear predictive control of an industrial slurry reactor
title_sort Nonlinear predictive control of an industrial slurry reactor
author Fontes, C. H.
author_facet Fontes, C. H.
Mendes, Mario de Jesus
author_role author
author2 Mendes, Mario de Jesus
author2_role author
dc.contributor.author.fl_str_mv Fontes, C. H.
Mendes, Mario de Jesus
Fontes, C. H.
Mendes, Mario de Jesus
dc.subject.por.fl_str_mv Polimerização de olefinas,
controle preditivo,
redes neurais.
Olefin Polymerization,
Predictive control,
neural networks.
topic Polimerização de olefinas,
controle preditivo,
redes neurais.
Olefin Polymerization,
Predictive control,
neural networks.
description p. 417-430.
publishDate 2008
dc.date.issued.fl_str_mv 2008-12
dc.date.accessioned.fl_str_mv 2011-08-24T23:13:40Z
dc.date.available.fl_str_mv 2011-08-24T23:13:40Z
dc.type.driver.fl_str_mv Artigo de Periódico
info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://www.repositorio.ufba.br/ri/handle/ri/2329
dc.identifier.issn.none.fl_str_mv 0103-1759
dc.identifier.number.pt_BR.fl_str_mv v. 19, n. 4.
identifier_str_mv 0103-1759
v. 19, n. 4.
url http://www.repositorio.ufba.br/ri/handle/ri/2329
dc.language.iso.fl_str_mv eng
language eng
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