Cargando…
Distribution path robust optimization of electric vehicle with multiple distribution centers
To identify electrical vehicle (EV) distribution paths with high robustness, insensitivity to uncertainty factors, and detailed road-by-road schemes, optimization of the distribution path problem of EV with multiple distribution centers and considering the charging facilities is necessary. With the...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5843275/ https://www.ncbi.nlm.nih.gov/pubmed/29518169 http://dx.doi.org/10.1371/journal.pone.0193789 |
_version_ | 1783305057322663936 |
---|---|
author | Ma, Changxi Hao, Wei He, Ruichun Jia, Xiaoyan Pan, Fuquan Fan, Jing Xiong, Ruiqi |
author_facet | Ma, Changxi Hao, Wei He, Ruichun Jia, Xiaoyan Pan, Fuquan Fan, Jing Xiong, Ruiqi |
author_sort | Ma, Changxi |
collection | PubMed |
description | To identify electrical vehicle (EV) distribution paths with high robustness, insensitivity to uncertainty factors, and detailed road-by-road schemes, optimization of the distribution path problem of EV with multiple distribution centers and considering the charging facilities is necessary. With the minimum transport time as the goal, a robust optimization model of EV distribution path with adjustable robustness is established based on Bertsimas’ theory of robust discrete optimization. An enhanced three-segment genetic algorithm is also developed to solve the model, such that the optimal distribution scheme initially contains all road-by-road path data using the three-segment mixed coding and decoding method. During genetic manipulation, different interlacing and mutation operations are carried out on different chromosomes, while, during population evolution, the infeasible solution is naturally avoided. A part of the road network of Xifeng District in Qingyang City is taken as an example to test the model and the algorithm in this study, and the concrete transportation paths are utilized in the final distribution scheme. Therefore, more robust EV distribution paths with multiple distribution centers can be obtained using the robust optimization model. |
format | Online Article Text |
id | pubmed-5843275 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-58432752018-03-23 Distribution path robust optimization of electric vehicle with multiple distribution centers Ma, Changxi Hao, Wei He, Ruichun Jia, Xiaoyan Pan, Fuquan Fan, Jing Xiong, Ruiqi PLoS One Research Article To identify electrical vehicle (EV) distribution paths with high robustness, insensitivity to uncertainty factors, and detailed road-by-road schemes, optimization of the distribution path problem of EV with multiple distribution centers and considering the charging facilities is necessary. With the minimum transport time as the goal, a robust optimization model of EV distribution path with adjustable robustness is established based on Bertsimas’ theory of robust discrete optimization. An enhanced three-segment genetic algorithm is also developed to solve the model, such that the optimal distribution scheme initially contains all road-by-road path data using the three-segment mixed coding and decoding method. During genetic manipulation, different interlacing and mutation operations are carried out on different chromosomes, while, during population evolution, the infeasible solution is naturally avoided. A part of the road network of Xifeng District in Qingyang City is taken as an example to test the model and the algorithm in this study, and the concrete transportation paths are utilized in the final distribution scheme. Therefore, more robust EV distribution paths with multiple distribution centers can be obtained using the robust optimization model. Public Library of Science 2018-03-08 /pmc/articles/PMC5843275/ /pubmed/29518169 http://dx.doi.org/10.1371/journal.pone.0193789 Text en © 2018 Ma 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 Ma, Changxi Hao, Wei He, Ruichun Jia, Xiaoyan Pan, Fuquan Fan, Jing Xiong, Ruiqi Distribution path robust optimization of electric vehicle with multiple distribution centers |
title | Distribution path robust optimization of electric vehicle with multiple distribution centers |
title_full | Distribution path robust optimization of electric vehicle with multiple distribution centers |
title_fullStr | Distribution path robust optimization of electric vehicle with multiple distribution centers |
title_full_unstemmed | Distribution path robust optimization of electric vehicle with multiple distribution centers |
title_short | Distribution path robust optimization of electric vehicle with multiple distribution centers |
title_sort | distribution path robust optimization of electric vehicle with multiple distribution centers |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5843275/ https://www.ncbi.nlm.nih.gov/pubmed/29518169 http://dx.doi.org/10.1371/journal.pone.0193789 |
work_keys_str_mv | AT machangxi distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT haowei distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT heruichun distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT jiaxiaoyan distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT panfuquan distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT fanjing distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters AT xiongruiqi distributionpathrobustoptimizationofelectricvehiclewithmultipledistributioncenters |