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A collaborative approach based on Shapley value for carriers in the supply chain distribution

This paper addresses the problem of horizontal collaboration between carriers at the tactical planning level of the supply chain distribution. The study focuses on the relationship between a shipper and many carriers used to serve the transport requests of several geographically distributed customer...

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Detalles Bibliográficos
Autor principal: Wang, Yiting
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10368763/
https://www.ncbi.nlm.nih.gov/pubmed/37501981
http://dx.doi.org/10.1016/j.heliyon.2023.e17967
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author Wang, Yiting
author_facet Wang, Yiting
author_sort Wang, Yiting
collection PubMed
description This paper addresses the problem of horizontal collaboration between carriers at the tactical planning level of the supply chain distribution. The study focuses on the relationship between a shipper and many carriers used to serve the transport requests of several geographically distributed customers. A profit sharing mechanism based on game theory is proposed in order to implement win-win collaboration between the carriers. The Shapley value is used to fairly share the profit of the grand coalition between the carriers. The collaboration is supported by mixed-integer linear programming model for the transport planning of all possible coalitions consisted by the carriers. The transport plans and the profit of each carrier can be generated by model simulation. The validity of the collaboration is checked by the super-additivity property of the game in each experiment. According to the subcontracting is allowed or not, the experimentations are carried out in two different contexts with realistic data sets. The experimental results show that each carrier's profit improvement is significant for all experiments, and that the collaboration also improves the customer service rate.
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spelling pubmed-103687632023-07-27 A collaborative approach based on Shapley value for carriers in the supply chain distribution Wang, Yiting Heliyon Research Article This paper addresses the problem of horizontal collaboration between carriers at the tactical planning level of the supply chain distribution. The study focuses on the relationship between a shipper and many carriers used to serve the transport requests of several geographically distributed customers. A profit sharing mechanism based on game theory is proposed in order to implement win-win collaboration between the carriers. The Shapley value is used to fairly share the profit of the grand coalition between the carriers. The collaboration is supported by mixed-integer linear programming model for the transport planning of all possible coalitions consisted by the carriers. The transport plans and the profit of each carrier can be generated by model simulation. The validity of the collaboration is checked by the super-additivity property of the game in each experiment. According to the subcontracting is allowed or not, the experimentations are carried out in two different contexts with realistic data sets. The experimental results show that each carrier's profit improvement is significant for all experiments, and that the collaboration also improves the customer service rate. Elsevier 2023-07-08 /pmc/articles/PMC10368763/ /pubmed/37501981 http://dx.doi.org/10.1016/j.heliyon.2023.e17967 Text en © 2023 The Author https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Wang, Yiting
A collaborative approach based on Shapley value for carriers in the supply chain distribution
title A collaborative approach based on Shapley value for carriers in the supply chain distribution
title_full A collaborative approach based on Shapley value for carriers in the supply chain distribution
title_fullStr A collaborative approach based on Shapley value for carriers in the supply chain distribution
title_full_unstemmed A collaborative approach based on Shapley value for carriers in the supply chain distribution
title_short A collaborative approach based on Shapley value for carriers in the supply chain distribution
title_sort collaborative approach based on shapley value for carriers in the supply chain distribution
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10368763/
https://www.ncbi.nlm.nih.gov/pubmed/37501981
http://dx.doi.org/10.1016/j.heliyon.2023.e17967
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