Uso de rotas elementares no CVRP

Detalhes bibliográficos
Ano de defesa: 2010
Autor(a) principal: Pecin, Diego Galindo lattes
Orientador(a): Longo, Humberto José lattes
Banca de defesa: Longo, Humberto José, Meneses, Cláudio Nogueira de, Aragão, Marcus Vinicius Soledade Poggi de
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Goiás
Programa de Pós-Graduação: Programa de Pós-graduação em Ciência da Computação (INF)
Departamento: Instituto de Informática - INF (RMG)
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.bc.ufg.br/tede/handle/tede/12516
Resumo: This dissertation addresses the optimization of the Elementary Shortest Path Problem with a Capacity Constraint (ESPPCC) and describes algorithms for its resolution that make use of concepts such as Label-Setting, Bidirectional Dynamic Programming and Decremental State Space Relaxation. These algorithms were used in a robust CVRP’s Branch-and Cut-and-Price framework as the column generation mechanism. The resulting BCP was used to obtain results (lower bounds, processing time and the number of branching nodes generated) to several CVRP’s test instances. These results are compared with previous ones obtained with the original BCP, which is based on k-cycle elimination. Elementary routes are also explored in a route enumeration context, which allows the enumeration of all possible relevant elementary routes, i.e., all routes that have a chance of being part of an optimal CVRP’s solution. If the number of relevant routes is not too large (say, in the range of tenths of thousands), the overall problem may be solved by feeding a general MIP solver with a set-partition formulation containing only those routes. If this set-partition can be solved, the optimal solution will be found and no branch will be necessary. Sometimes this leads to very significant speedups when compared to traditional branch strategies.
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spelling Longo, Humberto Joséhttp://lattes.cnpq.br/0188685041571480Longo, Humberto JoséMeneses, Cláudio Nogueira deAragão, Marcus Vinicius Soledade Poggi dehttp://lattes.cnpq.br/7648677337334837Pecin, Diego Galindo2022-12-26T12:26:26Z2022-12-26T12:26:26Z2010-02-23PECIN, D. Uso de rotas elementares no CVRP. 2010. 79 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2010.http://repositorio.bc.ufg.br/tede/handle/tede/12516This dissertation addresses the optimization of the Elementary Shortest Path Problem with a Capacity Constraint (ESPPCC) and describes algorithms for its resolution that make use of concepts such as Label-Setting, Bidirectional Dynamic Programming and Decremental State Space Relaxation. These algorithms were used in a robust CVRP’s Branch-and Cut-and-Price framework as the column generation mechanism. The resulting BCP was used to obtain results (lower bounds, processing time and the number of branching nodes generated) to several CVRP’s test instances. These results are compared with previous ones obtained with the original BCP, which is based on k-cycle elimination. Elementary routes are also explored in a route enumeration context, which allows the enumeration of all possible relevant elementary routes, i.e., all routes that have a chance of being part of an optimal CVRP’s solution. If the number of relevant routes is not too large (say, in the range of tenths of thousands), the overall problem may be solved by feeding a general MIP solver with a set-partition formulation containing only those routes. If this set-partition can be solved, the optimal solution will be found and no branch will be necessary. Sometimes this leads to very significant speedups when compared to traditional branch strategies.Esta dissertação aborda o Problema do Caminho Elementar Mínimo com Restrição de Capacidade (ESPPCC – Elementary Shortest Path Problem with a Capacity Constraint) e descreve algoritmos para a sua resolução que fazem uso de conceitos tais como Correção de Rótulos, Programação Dinâmica Bidirecional e Relaxação Decrescente do Espaço de Estados. Esses algoritmos foram usados como geradores de rotas elementares no subproblema de geração de colunas de um algoritmo BCP robusto para o CVRP. Os resultados (limites inferiores, tempo de processamento e número de nós gerados) obtidos, para algumas instâncias de teste do CVRP, são comparados aos obtidos na versão original desse algoritmo BCP, que utiliza rotas não elementares sem 3-ciclos ou 4-ciclos. Rotas elementares também são exploradas em um contexto de enumeração para o CVRP, a qual permite obter rotas (usando um critério baseado em limites e em custo reduzido) que possuem uma chance de pertencer a uma solução ótima. Se o número de rotas não for muito grande (na ordem de poucos de milhares), então todo o problema pode ser resolvido como um problema de particionamento de conjuntos contendo apenas tais rotas. Algumas vezes isso acelera o algoritmo Branch-and-Bound consideravelmente, quando comparado com estratégias tradicionais de particionamento (branching), já que muitos nós da árvore podem ser resolvidos sem a geração de novos nós.Submitted by Leandro Machado (leandromachado@ufg.br) on 2022-12-19T18:31:53Z No. of bitstreams: 2 Dissertação - Diego Galindo Pecin - 2010.pdf: 548561 bytes, checksum: abc59fcfc95841c504a81621160ddb9f (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2022-12-26T12:26:25Z (GMT) No. of bitstreams: 2 Dissertação - Diego Galindo Pecin - 2010.pdf: 548561 bytes, checksum: abc59fcfc95841c504a81621160ddb9f (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5)Made available in DSpace on 2022-12-26T12:26:26Z (GMT). No. of bitstreams: 2 Dissertação - Diego Galindo Pecin - 2010.pdf: 548561 bytes, checksum: abc59fcfc95841c504a81621160ddb9f (MD5) license_rdf: 805 bytes, checksum: 4460e5956bc1d1639be9ae6146a50347 (MD5) Previous issue date: 2010-02-23Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESporUniversidade Federal de GoiásPrograma de Pós-graduação em Ciência da Computação (INF)UFGBrasilInstituto de Informática - INF (RMG)Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessCVRPEnumeraçãoESPPCCESPPRCGeração de colunasRotas elementaresColumn generationCVRPElementary routesESPPCCESPPRCCIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO::SISTEMAS DE COMPUTACAOUso de rotas elementares no CVRPUsing elementary routes to solve the CVRPinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis20500500500500261251reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.bc.ufg.br/tede/bitstreams/64b338a2-6525-48f2-836b-d30063f0f51d/download8a4605be74aa9ea9d79846c1fba20a33MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805http://repositorio.bc.ufg.br/tede/bitstreams/11778910-0951-44d1-a94f-cc728523ab15/download4460e5956bc1d1639be9ae6146a50347MD52ORIGINALDissertação - Diego Galindo Pecin - 2010.pdfDissertação - Diego Galindo Pecin - 2010.pdfapplication/pdf548561http://repositorio.bc.ufg.br/tede/bitstreams/c58367d5-410f-481e-9a92-e46dc5c51093/downloadabc59fcfc95841c504a81621160ddb9fMD53tede/125162022-12-26 09:26:26.618http://creativecommons.org/licenses/by-nc-nd/4.0/Attribution-NonCommercial-NoDerivatives 4.0 Internationalopen.accessoai:repositorio.bc.ufg.br:tede/12516http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2022-12-26T12:26:26Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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
dc.title.pt_BR.fl_str_mv Uso de rotas elementares no CVRP
dc.title.alternative.eng.fl_str_mv Using elementary routes to solve the CVRP
title Uso de rotas elementares no CVRP
spellingShingle Uso de rotas elementares no CVRP
Pecin, Diego Galindo
CVRP
Enumeração
ESPPCC
ESPPRC
Geração de colunas
Rotas elementares
Column generation
CVRP
Elementary routes
ESPPCC
ESPPRC
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO::SISTEMAS DE COMPUTACAO
title_short Uso de rotas elementares no CVRP
title_full Uso de rotas elementares no CVRP
title_fullStr Uso de rotas elementares no CVRP
title_full_unstemmed Uso de rotas elementares no CVRP
title_sort Uso de rotas elementares no CVRP
author Pecin, Diego Galindo
author_facet Pecin, Diego Galindo
author_role author
dc.contributor.advisor1.fl_str_mv Longo, Humberto José
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/0188685041571480
dc.contributor.referee1.fl_str_mv Longo, Humberto José
dc.contributor.referee2.fl_str_mv Meneses, Cláudio Nogueira de
dc.contributor.referee3.fl_str_mv Aragão, Marcus Vinicius Soledade Poggi de
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/7648677337334837
dc.contributor.author.fl_str_mv Pecin, Diego Galindo
contributor_str_mv Longo, Humberto José
Longo, Humberto José
Meneses, Cláudio Nogueira de
Aragão, Marcus Vinicius Soledade Poggi de
dc.subject.por.fl_str_mv CVRP
Enumeração
ESPPCC
ESPPRC
Geração de colunas
Rotas elementares
topic CVRP
Enumeração
ESPPCC
ESPPRC
Geração de colunas
Rotas elementares
Column generation
CVRP
Elementary routes
ESPPCC
ESPPRC
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO::SISTEMAS DE COMPUTACAO
dc.subject.eng.fl_str_mv Column generation
CVRP
Elementary routes
ESPPCC
ESPPRC
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO::SISTEMAS DE COMPUTACAO
description This dissertation addresses the optimization of the Elementary Shortest Path Problem with a Capacity Constraint (ESPPCC) and describes algorithms for its resolution that make use of concepts such as Label-Setting, Bidirectional Dynamic Programming and Decremental State Space Relaxation. These algorithms were used in a robust CVRP’s Branch-and Cut-and-Price framework as the column generation mechanism. The resulting BCP was used to obtain results (lower bounds, processing time and the number of branching nodes generated) to several CVRP’s test instances. These results are compared with previous ones obtained with the original BCP, which is based on k-cycle elimination. Elementary routes are also explored in a route enumeration context, which allows the enumeration of all possible relevant elementary routes, i.e., all routes that have a chance of being part of an optimal CVRP’s solution. If the number of relevant routes is not too large (say, in the range of tenths of thousands), the overall problem may be solved by feeding a general MIP solver with a set-partition formulation containing only those routes. If this set-partition can be solved, the optimal solution will be found and no branch will be necessary. Sometimes this leads to very significant speedups when compared to traditional branch strategies.
publishDate 2010
dc.date.issued.fl_str_mv 2010-02-23
dc.date.accessioned.fl_str_mv 2022-12-26T12:26:26Z
dc.date.available.fl_str_mv 2022-12-26T12:26:26Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
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dc.identifier.citation.fl_str_mv PECIN, D. Uso de rotas elementares no CVRP. 2010. 79 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2010.
dc.identifier.uri.fl_str_mv http://repositorio.bc.ufg.br/tede/handle/tede/12516
identifier_str_mv PECIN, D. Uso de rotas elementares no CVRP. 2010. 79 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2010.
url http://repositorio.bc.ufg.br/tede/handle/tede/12516
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dc.publisher.department.fl_str_mv Instituto de Informática - INF (RMG)
publisher.none.fl_str_mv Universidade Federal de Goiás
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