Path optimization of taxi carpooling

被引:104
作者
Ma, Changxi [1 ]
He, Ruichun [1 ]
Zhang, Wei [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Traff & Transportat, Lanzhou, Gansu, Peoples R China
来源
PLOS ONE | 2018年 / 13卷 / 08期
关键词
D O I
10.1371/journal.pone.0203221
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:15
相关论文
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