Particle swarm optimization with fractional-order velocity

Detalhes bibliográficos
Autor(a) principal: Pires, E. J. Solteiro
Data de Publicação: 2010
Outros Autores: Machado, J. A. Tenreiro, Oliveira, P. B. Moura, Cunha, J. Boaventura, Mendes, Luís
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.22/4268
Resumo: This paper proposes a novel method for controlling the convergence rate of a particle swarm optimization algorithm using fractional calculus (FC) concepts. The optimization is tested for several well-known functions and the relationship between the fractional order velocity and the convergence of the algorithm is observed. The FC demonstrates a potential for interpreting evolution of the algorithm and to control its convergence.
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spelling Particle swarm optimization with fractional-order velocityParticle swarm optimizationFractional calculusThis paper proposes a novel method for controlling the convergence rate of a particle swarm optimization algorithm using fractional calculus (FC) concepts. The optimization is tested for several well-known functions and the relationship between the fractional order velocity and the convergence of the algorithm is observed. The FC demonstrates a potential for interpreting evolution of the algorithm and to control its convergence.SpringerRepositório Científico do Instituto Politécnico do PortoPires, E. J. SolteiroMachado, J. A. TenreiroOliveira, P. B. MouraCunha, J. BoaventuraMendes, Luís2014-03-27T15:31:18Z20102010-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.22/4268eng0924-090X10.1007/s11071-009-9649-yinfo: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:RCAAP2023-03-13T12:44:23Zoai:recipp.ipp.pt:10400.22/4268Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:25:11.097793Repositório 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 Particle swarm optimization with fractional-order velocity
title Particle swarm optimization with fractional-order velocity
spellingShingle Particle swarm optimization with fractional-order velocity
Pires, E. J. Solteiro
Particle swarm optimization
Fractional calculus
title_short Particle swarm optimization with fractional-order velocity
title_full Particle swarm optimization with fractional-order velocity
title_fullStr Particle swarm optimization with fractional-order velocity
title_full_unstemmed Particle swarm optimization with fractional-order velocity
title_sort Particle swarm optimization with fractional-order velocity
author Pires, E. J. Solteiro
author_facet Pires, E. J. Solteiro
Machado, J. A. Tenreiro
Oliveira, P. B. Moura
Cunha, J. Boaventura
Mendes, Luís
author_role author
author2 Machado, J. A. Tenreiro
Oliveira, P. B. Moura
Cunha, J. Boaventura
Mendes, Luís
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Repositório Científico do Instituto Politécnico do Porto
dc.contributor.author.fl_str_mv Pires, E. J. Solteiro
Machado, J. A. Tenreiro
Oliveira, P. B. Moura
Cunha, J. Boaventura
Mendes, Luís
dc.subject.por.fl_str_mv Particle swarm optimization
Fractional calculus
topic Particle swarm optimization
Fractional calculus
description This paper proposes a novel method for controlling the convergence rate of a particle swarm optimization algorithm using fractional calculus (FC) concepts. The optimization is tested for several well-known functions and the relationship between the fractional order velocity and the convergence of the algorithm is observed. The FC demonstrates a potential for interpreting evolution of the algorithm and to control its convergence.
publishDate 2010
dc.date.none.fl_str_mv 2010
2010-01-01T00:00:00Z
2014-03-27T15:31:18Z
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/10400.22/4268
url http://hdl.handle.net/10400.22/4268
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0924-090X
10.1007/s11071-009-9649-y
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 Springer
publisher.none.fl_str_mv Springer
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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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
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