A study of two-echelon routing problems applied to last-mile delivery: formulations and exact methods
| Ano de defesa: | 2024 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | |
| 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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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%. |
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2024 |
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2024-09-05T14:32:12Z |
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2024-09-05T14:32:12Z |
| dc.date.issued.fl_str_mv |
2024-08-09 |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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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. |
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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. |
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eng |
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Attribution 3.0 Brazil http://creativecommons.org/licenses/by/3.0/br/ |
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Universidade Federal de São Carlos Câmpus São Carlos |
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Universidade Federal de São Carlos Câmpus São Carlos |
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