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Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk
The cold chain logistics route of fresh product export is characterized by large quantity and complexity, which is prone to cause transportation risks of different degrees in the process of fresh product export transportation and affects the decision-making effect of the cold chain logistics route....
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568307/ https://www.ncbi.nlm.nih.gov/pubmed/36248929 http://dx.doi.org/10.1155/2022/8924938 |
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author | Chen, Lifu Shen, Zhifeng |
author_facet | Chen, Lifu Shen, Zhifeng |
author_sort | Chen, Lifu |
collection | PubMed |
description | The cold chain logistics route of fresh product export is characterized by large quantity and complexity, which is prone to cause transportation risks of different degrees in the process of fresh product export transportation and affects the decision-making effect of the cold chain logistics route. Therefore, in order to improve the ability of cold chain logistics route planning and shorten the transportation time, an optimization method of fresh product export cold chain logistics route decision considering transportation risk was proposed. This paper analyzes the basic characteristics and classification of cold chain logistics by means of risk quantification and uses the K-nearest neighbor algorithm to predict the risk of traffic congestion, so as to shorten the transportation time. Ahp process is used to construct a risk factor judgment matrix and determine the index weight of risk factors, so as to reduce the error of path planning. A genetic algorithm is introduced to construct the optimal decision function of the cold chain logistics route of new product export and realize the optimization of cold chain logistics route decision of fresh product export. Experimental results show that the method presented in this paper can effectively improve the decision-making effect of cold chain logistics route and select the shortest and most smooth transportation path to complete logistics distribution. The decision-making accuracy of the route decision effect is 90%, and the transportation time is 31.45 min, which has certain feasibility and applicability. |
format | Online Article Text |
id | pubmed-9568307 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-95683072022-10-15 Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk Chen, Lifu Shen, Zhifeng Comput Intell Neurosci Research Article The cold chain logistics route of fresh product export is characterized by large quantity and complexity, which is prone to cause transportation risks of different degrees in the process of fresh product export transportation and affects the decision-making effect of the cold chain logistics route. Therefore, in order to improve the ability of cold chain logistics route planning and shorten the transportation time, an optimization method of fresh product export cold chain logistics route decision considering transportation risk was proposed. This paper analyzes the basic characteristics and classification of cold chain logistics by means of risk quantification and uses the K-nearest neighbor algorithm to predict the risk of traffic congestion, so as to shorten the transportation time. Ahp process is used to construct a risk factor judgment matrix and determine the index weight of risk factors, so as to reduce the error of path planning. A genetic algorithm is introduced to construct the optimal decision function of the cold chain logistics route of new product export and realize the optimization of cold chain logistics route decision of fresh product export. Experimental results show that the method presented in this paper can effectively improve the decision-making effect of cold chain logistics route and select the shortest and most smooth transportation path to complete logistics distribution. The decision-making accuracy of the route decision effect is 90%, and the transportation time is 31.45 min, which has certain feasibility and applicability. Hindawi 2022-10-07 /pmc/articles/PMC9568307/ /pubmed/36248929 http://dx.doi.org/10.1155/2022/8924938 Text en Copyright © 2022 Lifu Chen and Zhifeng Shen. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Chen, Lifu Shen, Zhifeng Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title | Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title_full | Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title_fullStr | Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title_full_unstemmed | Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title_short | Logistics Path Decision Optimization Method of Fresh Product Export Cold Chain Considering Transportation Risk |
title_sort | logistics path decision optimization method of fresh product export cold chain considering transportation risk |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9568307/ https://www.ncbi.nlm.nih.gov/pubmed/36248929 http://dx.doi.org/10.1155/2022/8924938 |
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