A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods

Detalhes bibliográficos
Ano de defesa: 2024
Autor(a) principal: Senna, Fernando
Orientador(a): Morabito, Reinaldo lattes
Banca de defesa: Não Informado pela instituição
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: eng
Instituição de defesa: Universidade Federal de São Carlos
Câmpus São Carlos
Programa de Pós-Graduação: Programa de Pós-Graduação em Engenharia de Produção - PPGEP
Departamento: Não Informado pela instituição
País: Não Informado pela instituição
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://repositorio.ufscar.br/handle/20.500.14289/20477
Resumo: Vehicle routing in urban environments encompasses additional challenges for logistics services providers due to traffic conditions, city regulations, and difficulty in finding parking locations. To overcome these issues, companies usually adopt alternative delivery systems, such as the ones that are reflected in two-echelon routing problems. These problems are based on the idea of having larger vehicles taking goods from depots to intermediary facilities or parking locations, and smaller vehicles or walking deliverymen taking goods from these points to the final customers. Two examples of such problems are the two-echelon location-routing problem (2E-LRP) and the vehicle routing problem with time windows and multiple deliverymen (VRPTWMD). The first encompasses decisions on vehicle routing in both echelons and the facilities to be opened or used. The latter considers that vehicles may carry more than one deliveryman to increase vehicle efficiency. In this dissertation, we propose improvements for both of these problems, focusing on formulations, valid inequalities, Benders decomposition schemes, and exact solution methods. For the 2E-LRP, two novel formulations are presented and compared to the benchmark one. Their linear programming relaxations and their performance under a mixed-integer programming solver are compared, showing that the novel formulations greatly outperform the benchmark of the literature. Also, 125 new best known lower bounds and 55 new optimal solutions were found for the 131 benchmark instances evaluated. Regarding the VRPTWMD, two realistic extensions of the problem were proposed, incorporating in the optimization the deliveryman routes and the decision on which customers to serve in each vehicle stop, which are usually considered to be preprocessed in the literature. Valid inequalities and Benders decomposition schemes were proposed to develop exact solution algorithms for these new variants of the VRPTWMD. Managerial insights show the importance of applying these variants instead of the common approach from the literature, leading to cost reductions of around 10%.
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spelling Senna, FernandoMorabito, Reinaldohttp://lattes.cnpq.br/4194801952934254Munari, Pedrohttp://lattes.cnpq.br/1328868140869976http://lattes.cnpq.br/2744355534053154https://orcid.org/0000-0002-0615-5981https://orcid.org/0000-0002-3948-305Xhttps://orcid.org/0000-0001-5929-593X2024-09-05T14:32:12Z2024-09-05T14:32:12Z2024-08-09SENNA, Fernando. A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods. 2024. Dissertação (Mestrado em Engenharia de Produção) – Universidade Federal de São Carlos, São Carlos, 2024. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/20477.https://repositorio.ufscar.br/handle/20.500.14289/20477Vehicle routing in urban environments encompasses additional challenges for logistics services providers due to traffic conditions, city regulations, and difficulty in finding parking locations. To overcome these issues, companies usually adopt alternative delivery systems, such as the ones that are reflected in two-echelon routing problems. These problems are based on the idea of having larger vehicles taking goods from depots to intermediary facilities or parking locations, and smaller vehicles or walking deliverymen taking goods from these points to the final customers. Two examples of such problems are the two-echelon location-routing problem (2E-LRP) and the vehicle routing problem with time windows and multiple deliverymen (VRPTWMD). The first encompasses decisions on vehicle routing in both echelons and the facilities to be opened or used. The latter considers that vehicles may carry more than one deliveryman to increase vehicle efficiency. In this dissertation, we propose improvements for both of these problems, focusing on formulations, valid inequalities, Benders decomposition schemes, and exact solution methods. For the 2E-LRP, two novel formulations are presented and compared to the benchmark one. Their linear programming relaxations and their performance under a mixed-integer programming solver are compared, showing that the novel formulations greatly outperform the benchmark of the literature. Also, 125 new best known lower bounds and 55 new optimal solutions were found for the 131 benchmark instances evaluated. Regarding the VRPTWMD, two realistic extensions of the problem were proposed, incorporating in the optimization the deliveryman routes and the decision on which customers to serve in each vehicle stop, which are usually considered to be preprocessed in the literature. Valid inequalities and Benders decomposition schemes were proposed to develop exact solution algorithms for these new variants of the VRPTWMD. Managerial insights show the importance of applying these variants instead of the common approach from the literature, leading to cost reductions of around 10%.O roteamento de veículos em ambientes urbanos engloba desafios adicionais para provedores de serviços logísticos devido às condições de tráfego, regulamentações das cidades e dificuldade de encontrar locais para estacionar. Para superar essas dificuldades, empresas comumente adotam sistemas de entrega alternativos, como os que são refletidos em problemas de roteamento em dois níveis. Esses problemas se baseiam na ideia de ter veículos maiores transportando bens de depósitos para facilidades intermediárias ou pontos de estacionamento, e veículos menores ou entregadores a pé transportando bens desses pontos até os consumidores finais. Dois exemplos de tais problemas são o problema de localização-roteamento em dois níveis (PLR-2N) e o problema de roteamento de veículos com janelas de tempo e múltiplos entregadores (PRVJTME). O primeiro envolve decisões sobre roteamento de veículos em dois níveis e quais facilidades devem ser abertas. O último considera que veículos podem carregar mais de um entregador para aumentar a eficiência dos veículos. Nesta dissertação, propõem-se melhorias para ambos os problemas, focando-se em formulações, desigualdades válidas, decomposições de Benders e métodos exatos de solução. Para o PLR-2N, duas novas formulações são apresentadas e comparadas com o padrão da literatura. Suas relaxações lineares e seus desempenhos quando aplicadas a um solver de programação inteira mista são comparados, mostrando que as novas formulações têm desempenho muito melhor. Ainda, 125 novos melhores limitantes inferiores e 55 novas soluções ótimas foram encontrados dentre as 131 instâncias da literatura avaliadas. Considerando-se o PRVJTME, duas extensões realistas do problema foram propostas, incorporando-se na otimização as rotas dos entregadores e a definição de quais clientes são atendidos em cada parada do veículo, os quais geralmente são considerados como dados de pré-processamento na literatura. Desigualdades válidas e esquemas de decomposição de Benders foram discutidos para desenvolver algoritmos de solução exatos para essas novas variantes do PRVJTME. Experimentos mostram a importância de se aplicar essas variantes em vez da abordagem comum na literatura, levando a economias de custo da ordem de 10%.Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Processo nº 2021/14441-5, Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Processo nº 2022/09679-5, Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Coordenação de Aperfeiçoamento de Pessoal de Nível Superior – Brasil (CAPES) – Código de Financiamento 1engUniversidade Federal de São CarlosCâmpus São CarlosPrograma de Pós-Graduação em Engenharia de Produção - PPGEPUFSCarAttribution 3.0 Brazilhttp://creativecommons.org/licenses/by/3.0/br/info:eu-repo/semantics/openAccessRoteamento de veículosEntrega de última milhaProblema de localização-roteamento em dois níveisMúltiplos entregadoresDecomposição de BendersVehicle routingLast-mile deliveryTwo-echelon location-routing problemMultiple deliverymenBenders decompositionENGENHARIAS::ENGENHARIA DE PRODUCAO::PESQUISA OPERACIONALA study of two-echelon routing problems applied to last-mile delivery: formulations and exact methodsUm estudo de problemas de roteamento em dois níveis aplicados à entrega de última milha: formulações e métodos exatosinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisreponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARTEXTDissertacao_versao_final.pdf.txtDissertacao_versao_final.pdf.txtExtracted texttext/plain101900https://repositorio.ufscar.br/bitstreams/e4eafa35-2e65-41bf-a02b-fa77fcae40ce/download7549018d2bd48b21eb20abf370fc05e5MD54falseAnonymousREADTHUMBNAILDissertacao_versao_final.pdf.jpgDissertacao_versao_final.pdf.jpgGenerated Thumbnailimage/jpeg4552https://repositorio.ufscar.br/bitstreams/969d12f5-1201-47aa-b924-edc41bef8967/download1d709c9916485f6e51bc2cab7ae54119MD55falseAnonymousREADORIGINALDissertacao_versao_final.pdfDissertacao_versao_final.pdfDissertação de mestradoapplication/pdf1831762https://repositorio.ufscar.br/bitstreams/aecbbd42-fbac-4325-a4fa-72c132d35242/download850aa9c3dd73d07627a535dda878cc3bMD51trueAnonymousREADCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8913https://repositorio.ufscar.br/bitstreams/96f00018-a8f8-4fe5-b5ab-c9db81ead888/download3185b4de2190c2d366d1d324db01f8b8MD53falseAnonymousREAD20.500.14289/204772025-02-06 03:08:37.08http://creativecommons.org/licenses/by/3.0/br/Attribution 3.0 Brazilopen.accessoai:repositorio.ufscar.br:20.500.14289/20477https://repositorio.ufscar.brRepositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestrepositorio.sibi@ufscar.bropendoar:43222025-02-06T06:08:37Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)false
dc.title.eng.fl_str_mv A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
dc.title.alternative.por.fl_str_mv Um estudo de problemas de roteamento em dois níveis aplicados à entrega de última milha: formulações e métodos exatos
title A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
spellingShingle A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
Senna, Fernando
Roteamento de veículos
Entrega de última milha
Problema de localização-roteamento em dois níveis
Múltiplos entregadores
Decomposição de Benders
Vehicle routing
Last-mile delivery
Two-echelon location-routing problem
Multiple deliverymen
Benders decomposition
ENGENHARIAS::ENGENHARIA DE PRODUCAO::PESQUISA OPERACIONAL
title_short A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
title_full A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
title_fullStr A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
title_full_unstemmed A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
title_sort A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
author Senna, Fernando
author_facet Senna, Fernando
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/2744355534053154
dc.contributor.authororcid.por.fl_str_mv https://orcid.org/0000-0002-0615-5981
dc.contributor.advisor1orcid.por.fl_str_mv https://orcid.org/0000-0002-3948-305X
dc.contributor.advisor-co1orcid.por.fl_str_mv https://orcid.org/0000-0001-5929-593X
dc.contributor.author.fl_str_mv Senna, Fernando
dc.contributor.advisor1.fl_str_mv Morabito, Reinaldo
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/4194801952934254
dc.contributor.advisor-co1.fl_str_mv Munari, Pedro
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/1328868140869976
contributor_str_mv Morabito, Reinaldo
Munari, Pedro
dc.subject.por.fl_str_mv Roteamento de veículos
Entrega de última milha
Problema de localização-roteamento em dois níveis
Múltiplos entregadores
Decomposição de Benders
topic Roteamento de veículos
Entrega de última milha
Problema de localização-roteamento em dois níveis
Múltiplos entregadores
Decomposição de Benders
Vehicle routing
Last-mile delivery
Two-echelon location-routing problem
Multiple deliverymen
Benders decomposition
ENGENHARIAS::ENGENHARIA DE PRODUCAO::PESQUISA OPERACIONAL
dc.subject.eng.fl_str_mv Vehicle routing
Last-mile delivery
Two-echelon location-routing problem
Multiple deliverymen
Benders decomposition
dc.subject.cnpq.fl_str_mv ENGENHARIAS::ENGENHARIA DE PRODUCAO::PESQUISA OPERACIONAL
description Vehicle routing in urban environments encompasses additional challenges for logistics services providers due to traffic conditions, city regulations, and difficulty in finding parking locations. To overcome these issues, companies usually adopt alternative delivery systems, such as the ones that are reflected in two-echelon routing problems. These problems are based on the idea of having larger vehicles taking goods from depots to intermediary facilities or parking locations, and smaller vehicles or walking deliverymen taking goods from these points to the final customers. Two examples of such problems are the two-echelon location-routing problem (2E-LRP) and the vehicle routing problem with time windows and multiple deliverymen (VRPTWMD). The first encompasses decisions on vehicle routing in both echelons and the facilities to be opened or used. The latter considers that vehicles may carry more than one deliveryman to increase vehicle efficiency. In this dissertation, we propose improvements for both of these problems, focusing on formulations, valid inequalities, Benders decomposition schemes, and exact solution methods. For the 2E-LRP, two novel formulations are presented and compared to the benchmark one. Their linear programming relaxations and their performance under a mixed-integer programming solver are compared, showing that the novel formulations greatly outperform the benchmark of the literature. Also, 125 new best known lower bounds and 55 new optimal solutions were found for the 131 benchmark instances evaluated. Regarding the VRPTWMD, two realistic extensions of the problem were proposed, incorporating in the optimization the deliveryman routes and the decision on which customers to serve in each vehicle stop, which are usually considered to be preprocessed in the literature. Valid inequalities and Benders decomposition schemes were proposed to develop exact solution algorithms for these new variants of the VRPTWMD. Managerial insights show the importance of applying these variants instead of the common approach from the literature, leading to cost reductions of around 10%.
publishDate 2024
dc.date.accessioned.fl_str_mv 2024-09-05T14:32:12Z
dc.date.available.fl_str_mv 2024-09-05T14:32:12Z
dc.date.issued.fl_str_mv 2024-08-09
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dc.identifier.citation.fl_str_mv SENNA, Fernando. A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods. 2024. Dissertação (Mestrado em Engenharia de Produção) – Universidade Federal de São Carlos, São Carlos, 2024. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/20477.
dc.identifier.uri.fl_str_mv https://repositorio.ufscar.br/handle/20.500.14289/20477
identifier_str_mv SENNA, Fernando. A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods. 2024. Dissertação (Mestrado em Engenharia de Produção) – Universidade Federal de São Carlos, São Carlos, 2024. Disponível em: https://repositorio.ufscar.br/handle/20.500.14289/20477.
url https://repositorio.ufscar.br/handle/20.500.14289/20477
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http://creativecommons.org/licenses/by/3.0/br/
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dc.publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Engenharia de Produção - PPGEP
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publisher.none.fl_str_mv Universidade Federal de São Carlos
Câmpus São Carlos
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