Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem

Detalhes bibliográficos
Autor(a) principal: Sels, Veronique
Data de Publicação: 2014
Outros Autores: Coelho, José, Dias, António Manuel, Vanhoucke, Mario
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.2/3446
Resumo: We consider the problem of scheduling a number of jobs on a number of unrelated parallel machines in order to minimize the makespan. We develop three heuristic approaches, i.e., a genetic algorithm, a tabu search algorithm and a hybridization of these heuristics with a truncated branch-and-bound procedure. This hybridization is made in order to accelerate the search process to near-optimal solutions. The branch-and-bound procedure will check whether the solutions obtained by the meta-heuristics can be scheduled within a tight upper bound. We compare the performances of these heuristics on a standard dataset available in the literature. Moreover, the influence of the different heuristic parameters is examined as well. The computational experiments reveal that the hybrid heuristics are able to compete with the best known results from the literature.
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spelling Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problemMachine schedulingSATWe consider the problem of scheduling a number of jobs on a number of unrelated parallel machines in order to minimize the makespan. We develop three heuristic approaches, i.e., a genetic algorithm, a tabu search algorithm and a hybridization of these heuristics with a truncated branch-and-bound procedure. This hybridization is made in order to accelerate the search process to near-optimal solutions. The branch-and-bound procedure will check whether the solutions obtained by the meta-heuristics can be scheduled within a tight upper bound. We compare the performances of these heuristics on a standard dataset available in the literature. Moreover, the influence of the different heuristic parameters is examined as well. The computational experiments reveal that the hybrid heuristics are able to compete with the best known results from the literature.ELSEVIERRepositório AbertoSels, VeroniqueCoelho, JoséDias, António ManuelVanhoucke, Mario2014-10-14T11:12:38Z2015-012015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.2/3446engCoelho, José [et al.] - Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problema. "Computers & Operations Research" [Em linha]. ISSN 0305-0548. Vol. 53 (2015), p. 1-300305-054810.1016/j.cor.2014.08.002info: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:RCAAP2023-11-16T15:18:26Zoai:repositorioaberto.uab.pt:10400.2/3446Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:44:42.817581Repositório 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 Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
title Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
spellingShingle Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
Sels, Veronique
Machine scheduling
SAT
title_short Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
title_full Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
title_fullStr Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
title_full_unstemmed Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
title_sort Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problem
author Sels, Veronique
author_facet Sels, Veronique
Coelho, José
Dias, António Manuel
Vanhoucke, Mario
author_role author
author2 Coelho, José
Dias, António Manuel
Vanhoucke, Mario
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório Aberto
dc.contributor.author.fl_str_mv Sels, Veronique
Coelho, José
Dias, António Manuel
Vanhoucke, Mario
dc.subject.por.fl_str_mv Machine scheduling
SAT
topic Machine scheduling
SAT
description We consider the problem of scheduling a number of jobs on a number of unrelated parallel machines in order to minimize the makespan. We develop three heuristic approaches, i.e., a genetic algorithm, a tabu search algorithm and a hybridization of these heuristics with a truncated branch-and-bound procedure. This hybridization is made in order to accelerate the search process to near-optimal solutions. The branch-and-bound procedure will check whether the solutions obtained by the meta-heuristics can be scheduled within a tight upper bound. We compare the performances of these heuristics on a standard dataset available in the literature. Moreover, the influence of the different heuristic parameters is examined as well. The computational experiments reveal that the hybrid heuristics are able to compete with the best known results from the literature.
publishDate 2014
dc.date.none.fl_str_mv 2014-10-14T11:12:38Z
2015-01
2015-01-01T00:00:00Z
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/10400.2/3446
url http://hdl.handle.net/10400.2/3446
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Coelho, José [et al.] - Hybrid tabu search and a truncated branch-and-bound for the unrelated parallel machine scheduling problema. "Computers & Operations Research" [Em linha]. ISSN 0305-0548. Vol. 53 (2015), p. 1-30
0305-0548
10.1016/j.cor.2014.08.002
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 ELSEVIER
publisher.none.fl_str_mv ELSEVIER
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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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