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The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy
In order to solve the problems of improper order allocation and the lack of a carbon emission constraint system in the road freight transportation industry, this paper proposed an order allocation mechanism of network freight transportation with carbon tax constraints and established an order alloca...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9518536/ https://www.ncbi.nlm.nih.gov/pubmed/36078710 http://dx.doi.org/10.3390/ijerph191710993 |
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author | Jiang, Changbing Xu, Jiaming Li, Shufang Zhang, Xiang Wu, Yao |
author_facet | Jiang, Changbing Xu, Jiaming Li, Shufang Zhang, Xiang Wu, Yao |
author_sort | Jiang, Changbing |
collection | PubMed |
description | In order to solve the problems of improper order allocation and the lack of a carbon emission constraint system in the road freight transportation industry, this paper proposed an order allocation mechanism of network freight transportation with carbon tax constraints and established an order allocation optimization model with carbon tax constraints. Based on the basic characteristics of the problem, this paper redesigns the ant colony labor division expansion model, and designs a corresponding algorithm to solve the problem. By improving the update rules of the stimulus value and the threshold value, the matching difference between the order and the driver of the network freight platform is enlarged, and the matching relation-ship is dynamically adjusted, the order allocation scheme is optimized, and a more appropriate carbon tax rate range in this industry is explored. Furthermore, the problem is solved by a 0-1 integer programming algorithm, which is compared with the algorithm designed in this paper. Through multiple numerical simulation experiments, the effectiveness and feasibility of the algorithm are verified. The experimental results show that the order allocation arrangement of the online freight platform with carbon tax constraints is more economical and environmentally friendly. |
format | Online Article Text |
id | pubmed-9518536 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95185362022-09-29 The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy Jiang, Changbing Xu, Jiaming Li, Shufang Zhang, Xiang Wu, Yao Int J Environ Res Public Health Article In order to solve the problems of improper order allocation and the lack of a carbon emission constraint system in the road freight transportation industry, this paper proposed an order allocation mechanism of network freight transportation with carbon tax constraints and established an order allocation optimization model with carbon tax constraints. Based on the basic characteristics of the problem, this paper redesigns the ant colony labor division expansion model, and designs a corresponding algorithm to solve the problem. By improving the update rules of the stimulus value and the threshold value, the matching difference between the order and the driver of the network freight platform is enlarged, and the matching relation-ship is dynamically adjusted, the order allocation scheme is optimized, and a more appropriate carbon tax rate range in this industry is explored. Furthermore, the problem is solved by a 0-1 integer programming algorithm, which is compared with the algorithm designed in this paper. Through multiple numerical simulation experiments, the effectiveness and feasibility of the algorithm are verified. The experimental results show that the order allocation arrangement of the online freight platform with carbon tax constraints is more economical and environmentally friendly. MDPI 2022-09-02 /pmc/articles/PMC9518536/ /pubmed/36078710 http://dx.doi.org/10.3390/ijerph191710993 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Jiang, Changbing Xu, Jiaming Li, Shufang Zhang, Xiang Wu, Yao The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title | The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title_full | The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title_fullStr | The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title_full_unstemmed | The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title_short | The Order Allocation Problem and the Algorithm of Network Freight Platform under the Constraint of Carbon Tax Policy |
title_sort | order allocation problem and the algorithm of network freight platform under the constraint of carbon tax policy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9518536/ https://www.ncbi.nlm.nih.gov/pubmed/36078710 http://dx.doi.org/10.3390/ijerph191710993 |
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