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An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions

Pallets are the most common equipment for transporting and storing goods. More and more companies are willing to rent pallets. Pallet rental companies need to transport pallets from their pallet rental service stations to customers and take these pallets back when they are unloaded. Hence, managers...

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Detalles Bibliográficos
Autores principales: Ren, Jianwei, Chen, Chunhua, Gao, Jian, Feng, Chenxi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7034922/
https://www.ncbi.nlm.nih.gov/pubmed/32084234
http://dx.doi.org/10.1371/journal.pone.0229544
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author Ren, Jianwei
Chen, Chunhua
Gao, Jian
Feng, Chenxi
author_facet Ren, Jianwei
Chen, Chunhua
Gao, Jian
Feng, Chenxi
author_sort Ren, Jianwei
collection PubMed
description Pallets are the most common equipment for transporting and storing goods. More and more companies are willing to rent pallets. Pallet rental companies need to transport pallets from their pallet rental service stations to customers and take these pallets back when they are unloaded. Hence, managers should scientifically configure vehicles for their pallet rental service stations. The fleet size, which indicates the amount and types of vehicles, can significantly affect the efficiency and costs of empty pallet allocation. Therefore, an optimization model for fleet sizing and empty pallet allocation is proposed using the methods of mixed-integer programming and stochastic programming. The objectives of this model are to maximize the profits of pallet rental companies and minimize carbon dioxide (CO(2)) emissions from vehicles. A particle swarm optimization algorithm with inertia weight (IPSO) is developed to solve the proposed model because IPSO can avoid becoming trapped in local optima and is able to find a globally optimal solution within a reasonable number of iterations. A numerical example proves the effectiveness of the proposed model and IPSO. The results of numerical tests show that the amount of CO(2) emissions from vehicles can affect the decision on fleet sizing and empty pallet allocation. However, if the price, rental fees, or idle costs of the vehicles with low CO(2) emissions are too high, managers would not choose them.
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spelling pubmed-70349222020-02-27 An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions Ren, Jianwei Chen, Chunhua Gao, Jian Feng, Chenxi PLoS One Research Article Pallets are the most common equipment for transporting and storing goods. More and more companies are willing to rent pallets. Pallet rental companies need to transport pallets from their pallet rental service stations to customers and take these pallets back when they are unloaded. Hence, managers should scientifically configure vehicles for their pallet rental service stations. The fleet size, which indicates the amount and types of vehicles, can significantly affect the efficiency and costs of empty pallet allocation. Therefore, an optimization model for fleet sizing and empty pallet allocation is proposed using the methods of mixed-integer programming and stochastic programming. The objectives of this model are to maximize the profits of pallet rental companies and minimize carbon dioxide (CO(2)) emissions from vehicles. A particle swarm optimization algorithm with inertia weight (IPSO) is developed to solve the proposed model because IPSO can avoid becoming trapped in local optima and is able to find a globally optimal solution within a reasonable number of iterations. A numerical example proves the effectiveness of the proposed model and IPSO. The results of numerical tests show that the amount of CO(2) emissions from vehicles can affect the decision on fleet sizing and empty pallet allocation. However, if the price, rental fees, or idle costs of the vehicles with low CO(2) emissions are too high, managers would not choose them. Public Library of Science 2020-02-21 /pmc/articles/PMC7034922/ /pubmed/32084234 http://dx.doi.org/10.1371/journal.pone.0229544 Text en © 2020 Ren et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ren, Jianwei
Chen, Chunhua
Gao, Jian
Feng, Chenxi
An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title_full An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title_fullStr An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title_full_unstemmed An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title_short An optimization model for fleet sizing and empty pallet allocation considering CO(2) emissions
title_sort optimization model for fleet sizing and empty pallet allocation considering co(2) emissions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7034922/
https://www.ncbi.nlm.nih.gov/pubmed/32084234
http://dx.doi.org/10.1371/journal.pone.0229544
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