Uso de rotas elementares no CVRP
Autor(a) principal: | |
---|---|
Data de Publicação: | 2010 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFG |
dARK ID: | ark:/38995/00130000006cc |
Texto Completo: | 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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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/12516ark:/38995/00130000006ccThis 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 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
format |
masterThesis |
status_str |
publishedVersion |
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 |
dc.identifier.dark.fl_str_mv |
ark:/38995/00130000006cc |
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. ark:/38995/00130000006cc |
url |
http://repositorio.bc.ufg.br/tede/handle/tede/12516 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.program.fl_str_mv |
20 |
dc.relation.confidence.fl_str_mv |
500 500 500 500 |
dc.relation.department.fl_str_mv |
26 |
dc.relation.cnpq.fl_str_mv |
125 |
dc.relation.sponsorship.fl_str_mv |
1 |
dc.rights.driver.fl_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Attribution-NonCommercial-NoDerivatives 4.0 International http://creativecommons.org/licenses/by-nc-nd/4.0/ |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.publisher.program.fl_str_mv |
Programa de Pós-graduação em Ciência da Computação (INF) |
dc.publisher.initials.fl_str_mv |
UFG |
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Brasil |
dc.publisher.department.fl_str_mv |
Instituto de Informática - INF (RMG) |
publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.source.none.fl_str_mv |
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Repositório Institucional da UFG |
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