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Path optimization of taxi carpooling
The problem that passengers are hard to take taxis while empty driving rate is high widely exists under the traditional taxi operation mode. The implementation of taxi carpooling mode can alleviate the problem in a certain extent. The objective of this study is to optimize the taxi carpooling path....
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6117042/ https://www.ncbi.nlm.nih.gov/pubmed/30161199 http://dx.doi.org/10.1371/journal.pone.0203221 |
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author | Ma, Changxi He, Ruichun Zhang, Wei |
author_facet | Ma, Changxi He, Ruichun Zhang, Wei |
author_sort | Ma, Changxi |
collection | PubMed |
description | The problem that passengers are hard to take taxis while empty driving rate is high widely exists under the traditional taxi operation mode. The implementation of taxi carpooling mode can alleviate the problem in a certain extent. The objective of this study is to optimize the taxi carpooling path. Firstly, the taxi carpooling path optimization model with single objective and its extended model with multiple objectives are built respectively. Then, the single objective path optimization model of taxi carpooling is solved based on the improved single objective genetic algorithm, and the multiple-objective path optimization model of taxi carpooling is solved based on the improved multiple-objective genetic algorithm. Finally, a case study is carried out based on a road network with 24 nodes. The case study results show the path optimization models and algorithms of taxi carpooling proposed in the paper can quickly get the taxi carpooling path, and can increase the income of taxi driver while reduce the cost for passengers. |
format | Online Article Text |
id | pubmed-6117042 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-61170422018-09-16 Path optimization of taxi carpooling Ma, Changxi He, Ruichun Zhang, Wei PLoS One Research Article The problem that passengers are hard to take taxis while empty driving rate is high widely exists under the traditional taxi operation mode. The implementation of taxi carpooling mode can alleviate the problem in a certain extent. The objective of this study is to optimize the taxi carpooling path. Firstly, the taxi carpooling path optimization model with single objective and its extended model with multiple objectives are built respectively. Then, the single objective path optimization model of taxi carpooling is solved based on the improved single objective genetic algorithm, and the multiple-objective path optimization model of taxi carpooling is solved based on the improved multiple-objective genetic algorithm. Finally, a case study is carried out based on a road network with 24 nodes. The case study results show the path optimization models and algorithms of taxi carpooling proposed in the paper can quickly get the taxi carpooling path, and can increase the income of taxi driver while reduce the cost for passengers. Public Library of Science 2018-08-30 /pmc/articles/PMC6117042/ /pubmed/30161199 http://dx.doi.org/10.1371/journal.pone.0203221 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 He, Ruichun Zhang, Wei Path optimization of taxi carpooling |
title | Path optimization of taxi carpooling |
title_full | Path optimization of taxi carpooling |
title_fullStr | Path optimization of taxi carpooling |
title_full_unstemmed | Path optimization of taxi carpooling |
title_short | Path optimization of taxi carpooling |
title_sort | path optimization of taxi carpooling |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6117042/ https://www.ncbi.nlm.nih.gov/pubmed/30161199 http://dx.doi.org/10.1371/journal.pone.0203221 |
work_keys_str_mv | AT machangxi pathoptimizationoftaxicarpooling AT heruichun pathoptimizationoftaxicarpooling AT zhangwei pathoptimizationoftaxicarpooling |