Solving constrained multilocal optimization problems with parallel stretched simulated annealing

Detalhes bibliográficos
Autor(a) principal: Pereira, Ana I.
Data de Publicação: 2015
Outros Autores: Rufino, José
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10198/16159
Resumo: Constrained multilocal programming optimization problems may be solved by solving a sequence of unconstrained problems. In turn, those unconstrained problems may be solved using techniques like the Stretched Simulated Annealing (SSA) method. In order to increase the solving performance and make possible the discovery of new optima, parallel approaches to SSA have been devised, like Parallel Stretched Simulated Annealing (PSSA). Recently, Constrained PSSA (coPSSA) was also proposed, coupling the penalty method with PSSA, in order to solve constrained problems. In this work, coPSSA is explored to solve four test problems using the l 1 penalty function. The effect of the variation of the reduction factor parameter of the l 1 penalty function is also studied.
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spelling Solving constrained multilocal optimization problems with parallel stretched simulated annealingParallel computingUnconstrained optimizationConstrained multilocal programming optimization problems may be solved by solving a sequence of unconstrained problems. In turn, those unconstrained problems may be solved using techniques like the Stretched Simulated Annealing (SSA) method. In order to increase the solving performance and make possible the discovery of new optima, parallel approaches to SSA have been devised, like Parallel Stretched Simulated Annealing (PSSA). Recently, Constrained PSSA (coPSSA) was also proposed, coupling the penalty method with PSSA, in order to solve constrained problems. In this work, coPSSA is explored to solve four test problems using the l 1 penalty function. The effect of the variation of the reduction factor parameter of the l 1 penalty function is also studied.This work was been supported by FCT (Fundação para a Ciência e Tecnologia) in the scope of the project UID/CEC/00319/2013.Biblioteca Digital do IPBPereira, Ana I.Rufino, José2018-01-19T10:00:00Z20152015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/16159engPereira, Ana I.; Rufino, José (2015). Solving constrained multilocal optimization problems with parallel stretched simulated annealing. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ISSN 0302-9743. 9156, p. 534-5480302-974310.1007/978-3-319-21407-8_38info: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:RCAAP2023-11-21T10:37:14Zoai:bibliotecadigital.ipb.pt:10198/16159Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:05:25.843248Repositório 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 Solving constrained multilocal optimization problems with parallel stretched simulated annealing
title Solving constrained multilocal optimization problems with parallel stretched simulated annealing
spellingShingle Solving constrained multilocal optimization problems with parallel stretched simulated annealing
Pereira, Ana I.
Parallel computing
Unconstrained optimization
title_short Solving constrained multilocal optimization problems with parallel stretched simulated annealing
title_full Solving constrained multilocal optimization problems with parallel stretched simulated annealing
title_fullStr Solving constrained multilocal optimization problems with parallel stretched simulated annealing
title_full_unstemmed Solving constrained multilocal optimization problems with parallel stretched simulated annealing
title_sort Solving constrained multilocal optimization problems with parallel stretched simulated annealing
author Pereira, Ana I.
author_facet Pereira, Ana I.
Rufino, José
author_role author
author2 Rufino, José
author2_role author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Pereira, Ana I.
Rufino, José
dc.subject.por.fl_str_mv Parallel computing
Unconstrained optimization
topic Parallel computing
Unconstrained optimization
description Constrained multilocal programming optimization problems may be solved by solving a sequence of unconstrained problems. In turn, those unconstrained problems may be solved using techniques like the Stretched Simulated Annealing (SSA) method. In order to increase the solving performance and make possible the discovery of new optima, parallel approaches to SSA have been devised, like Parallel Stretched Simulated Annealing (PSSA). Recently, Constrained PSSA (coPSSA) was also proposed, coupling the penalty method with PSSA, in order to solve constrained problems. In this work, coPSSA is explored to solve four test problems using the l 1 penalty function. The effect of the variation of the reduction factor parameter of the l 1 penalty function is also studied.
publishDate 2015
dc.date.none.fl_str_mv 2015
2015-01-01T00:00:00Z
2018-01-19T10:00:00Z
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10198/16159
url http://hdl.handle.net/10198/16159
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Pereira, Ana I.; Rufino, José (2015). Solving constrained multilocal optimization problems with parallel stretched simulated annealing. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ISSN 0302-9743. 9156, p. 534-548
0302-9743
10.1007/978-3-319-21407-8_38
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