Surrogate based optimization of functionally graded plates using PSO and DE

Detalhes bibliográficos
Autor(a) principal: Ribeiro, Leonardo Gonçalves
Data de Publicação: 2020
Outros Autores: Martins, Jonatas Medeiros de Freitas Cacau, Parente Junior, Evandro, Melo, Antônio Macário Cartaxo de
Tipo de documento: Artigo de conferência
Idioma: por
Título da fonte: Repositório Institucional da Universidade Federal do Ceará (UFC)
Texto Completo: http://www.repositorio.ufc.br/handle/riufc/62218
Resumo: Optimization procedures are often employed in the design of functionally graded structures to achieve a superior efficiency. Thus, this paper aims at comparing the Particle Swarm Optimization and the Differential Evolution algorithms when applied to the optimization of FG plates. The optimization is carried out using the Isogeometric Analysis to evaluate the structural responses and Radial Basis Functions are used as a surrogate modeling technique to lower the computation cost. A Sequential Approximate Optimization approach is used to improve the surrogate model during the optimization process. The two optimization algorithms will also be compared in terms of accuracy and computational efficiency.
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spelling Surrogate based optimization of functionally graded plates using PSO and DEDifferential evolutionParticle swarm optimizationFunctionally graded platesSurrogate modelingOptimization procedures are often employed in the design of functionally graded structures to achieve a superior efficiency. Thus, this paper aims at comparing the Particle Swarm Optimization and the Differential Evolution algorithms when applied to the optimization of FG plates. The optimization is carried out using the Isogeometric Analysis to evaluate the structural responses and Radial Basis Functions are used as a surrogate modeling technique to lower the computation cost. A Sequential Approximate Optimization approach is used to improve the surrogate model during the optimization process. The two optimization algorithms will also be compared in terms of accuracy and computational efficiency.Associação Brasileira de Métodos Computacionais em Engenharia (ABMEC) - https://cilamce.com.br/anais/index.php?ano=20202021-11-18T16:54:03Z2021-11-18T16:54:03Z2020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectapplication/pdfRIBEIRO, Leonardo Gonçalves; MARTINS, Jonatas Medeiros de Freitas Cacau; PARENTE JUNIOR, Evandro; MELO, Antônio Macário Cartaxo de. Surrogate based optimization of functionally graded plates using PSO and DE. In: IBERO-LATIN-AMERICAN CONGRESS ON COMPUTATIONAL METHODS IN ENGINEERING - CILAMCE, XLI., 16-19 nov. 2020, on-line. Proceedings […], 2020.2675-6269http://www.repositorio.ufc.br/handle/riufc/62218Ribeiro, Leonardo GonçalvesMartins, Jonatas Medeiros de Freitas CacauParente Junior, EvandroMelo, Antônio Macário Cartaxo deporreponame:Repositório Institucional da Universidade Federal do Ceará (UFC)instname:Universidade Federal do Ceará (UFC)instacron:UFCinfo:eu-repo/semantics/openAccess2022-05-31T13:29:00Zoai:repositorio.ufc.br:riufc/62218Repositório InstitucionalPUBhttp://www.repositorio.ufc.br/ri-oai/requestbu@ufc.br || repositorio@ufc.bropendoar:2024-09-11T18:34:11.552860Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)false
dc.title.none.fl_str_mv Surrogate based optimization of functionally graded plates using PSO and DE
title Surrogate based optimization of functionally graded plates using PSO and DE
spellingShingle Surrogate based optimization of functionally graded plates using PSO and DE
Ribeiro, Leonardo Gonçalves
Differential evolution
Particle swarm optimization
Functionally graded plates
Surrogate modeling
title_short Surrogate based optimization of functionally graded plates using PSO and DE
title_full Surrogate based optimization of functionally graded plates using PSO and DE
title_fullStr Surrogate based optimization of functionally graded plates using PSO and DE
title_full_unstemmed Surrogate based optimization of functionally graded plates using PSO and DE
title_sort Surrogate based optimization of functionally graded plates using PSO and DE
author Ribeiro, Leonardo Gonçalves
author_facet Ribeiro, Leonardo Gonçalves
Martins, Jonatas Medeiros de Freitas Cacau
Parente Junior, Evandro
Melo, Antônio Macário Cartaxo de
author_role author
author2 Martins, Jonatas Medeiros de Freitas Cacau
Parente Junior, Evandro
Melo, Antônio Macário Cartaxo de
author2_role author
author
author
dc.contributor.author.fl_str_mv Ribeiro, Leonardo Gonçalves
Martins, Jonatas Medeiros de Freitas Cacau
Parente Junior, Evandro
Melo, Antônio Macário Cartaxo de
dc.subject.por.fl_str_mv Differential evolution
Particle swarm optimization
Functionally graded plates
Surrogate modeling
topic Differential evolution
Particle swarm optimization
Functionally graded plates
Surrogate modeling
description Optimization procedures are often employed in the design of functionally graded structures to achieve a superior efficiency. Thus, this paper aims at comparing the Particle Swarm Optimization and the Differential Evolution algorithms when applied to the optimization of FG plates. The optimization is carried out using the Isogeometric Analysis to evaluate the structural responses and Radial Basis Functions are used as a surrogate modeling technique to lower the computation cost. A Sequential Approximate Optimization approach is used to improve the surrogate model during the optimization process. The two optimization algorithms will also be compared in terms of accuracy and computational efficiency.
publishDate 2020
dc.date.none.fl_str_mv 2020
2021-11-18T16:54:03Z
2021-11-18T16:54:03Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv RIBEIRO, Leonardo Gonçalves; MARTINS, Jonatas Medeiros de Freitas Cacau; PARENTE JUNIOR, Evandro; MELO, Antônio Macário Cartaxo de. Surrogate based optimization of functionally graded plates using PSO and DE. In: IBERO-LATIN-AMERICAN CONGRESS ON COMPUTATIONAL METHODS IN ENGINEERING - CILAMCE, XLI., 16-19 nov. 2020, on-line. Proceedings […], 2020.
2675-6269
http://www.repositorio.ufc.br/handle/riufc/62218
identifier_str_mv RIBEIRO, Leonardo Gonçalves; MARTINS, Jonatas Medeiros de Freitas Cacau; PARENTE JUNIOR, Evandro; MELO, Antônio Macário Cartaxo de. Surrogate based optimization of functionally graded plates using PSO and DE. In: IBERO-LATIN-AMERICAN CONGRESS ON COMPUTATIONAL METHODS IN ENGINEERING - CILAMCE, XLI., 16-19 nov. 2020, on-line. Proceedings […], 2020.
2675-6269
url http://www.repositorio.ufc.br/handle/riufc/62218
dc.language.iso.fl_str_mv por
language por
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 Associação Brasileira de Métodos Computacionais em Engenharia (ABMEC) - https://cilamce.com.br/anais/index.php?ano=2020
publisher.none.fl_str_mv Associação Brasileira de Métodos Computacionais em Engenharia (ABMEC) - https://cilamce.com.br/anais/index.php?ano=2020
dc.source.none.fl_str_mv reponame:Repositório Institucional da Universidade Federal do Ceará (UFC)
instname:Universidade Federal do Ceará (UFC)
instacron:UFC
instname_str Universidade Federal do Ceará (UFC)
instacron_str UFC
institution UFC
reponame_str Repositório Institucional da Universidade Federal do Ceará (UFC)
collection Repositório Institucional da Universidade Federal do Ceará (UFC)
repository.name.fl_str_mv Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)
repository.mail.fl_str_mv bu@ufc.br || repositorio@ufc.br
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