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Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network
This paper mainly studies the joint decision of transportation mode and path in the multi-mode transportation network to provide the optimal plan for freights. This paper constructs a multi-mode transportation network system by setting virtual connections between networks with different transportati...
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/PMC9269792/ https://www.ncbi.nlm.nih.gov/pubmed/35808381 http://dx.doi.org/10.3390/s22134887 |
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author | Lu, Yang Wang, Shuaiqi |
author_facet | Lu, Yang Wang, Shuaiqi |
author_sort | Lu, Yang |
collection | PubMed |
description | This paper mainly studies the joint decision of transportation mode and path in the multi-mode transportation network to provide the optimal plan for freights. This paper constructs a multi-mode transportation network system by setting virtual connections between networks with different transportation modes. The Dijkstra and multi-objective optimization algorithms are used to select the path in the network. After determining the optimal path, the paths’ time, cost, and risk functions are established. The multi-objective function is converted into a single objective function by setting constraint conditions through the analytic hierarchy process. Then, the function is optimized by using the gradient descent method. Finally, the transportation plan for the case of chemical freights is formulated by using the above algorithms. The results show that the proposed algorithm can successfully find the solution for the joint decision of transportation mode and path in the complex network. After a quantitative analysis of the planned effect, the optimization actions of changing the initial transportation time and adjusting the upper limit of resources are proposed. The study findings provide a theoretical basis for improving the efficiency of the comprehensive transportation network. |
format | Online Article Text |
id | pubmed-9269792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92697922022-07-09 Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network Lu, Yang Wang, Shuaiqi Sensors (Basel) Article This paper mainly studies the joint decision of transportation mode and path in the multi-mode transportation network to provide the optimal plan for freights. This paper constructs a multi-mode transportation network system by setting virtual connections between networks with different transportation modes. The Dijkstra and multi-objective optimization algorithms are used to select the path in the network. After determining the optimal path, the paths’ time, cost, and risk functions are established. The multi-objective function is converted into a single objective function by setting constraint conditions through the analytic hierarchy process. Then, the function is optimized by using the gradient descent method. Finally, the transportation plan for the case of chemical freights is formulated by using the above algorithms. The results show that the proposed algorithm can successfully find the solution for the joint decision of transportation mode and path in the complex network. After a quantitative analysis of the planned effect, the optimization actions of changing the initial transportation time and adjusting the upper limit of resources are proposed. The study findings provide a theoretical basis for improving the efficiency of the comprehensive transportation network. MDPI 2022-06-28 /pmc/articles/PMC9269792/ /pubmed/35808381 http://dx.doi.org/10.3390/s22134887 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 Lu, Yang Wang, Shuaiqi Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title | Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title_full | Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title_fullStr | Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title_full_unstemmed | Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title_short | Optimization of Joint Decision of Transport Mode and Path in Multi-Mode Freight Transportation Network |
title_sort | optimization of joint decision of transport mode and path in multi-mode freight transportation network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269792/ https://www.ncbi.nlm.nih.gov/pubmed/35808381 http://dx.doi.org/10.3390/s22134887 |
work_keys_str_mv | AT luyang optimizationofjointdecisionoftransportmodeandpathinmultimodefreighttransportationnetwork AT wangshuaiqi optimizationofjointdecisionoftransportmodeandpathinmultimodefreighttransportationnetwork |