Robust electric vehicle routing problem based on column generation algorithm

被引:0
|
作者
Hu J. [1 ,2 ]
Luo X. [1 ,2 ]
Gan Y. [1 ]
机构
[1] School of Transportation and Logistics, Southwest Jiaotong University, Chengdu
[2] National United Engineering Laboratory of Integrated and Intelligent Transportation, Southwest Jiaotong University, Chengdu
关键词
column generation algorithm; electric vehicles; integer programming; road transportation; shortest path; travel time uncertainty;
D O I
10.13196/j.cims.2023.07.024
中图分类号
学科分类号
摘要
To study the electric vehicle routing problem with travel time uncertainty and soft time window constraints, a mixed integer programming model was established with the minimum distribution costs as the objective. The virtual node was introduced to construct the routing network model, and the column generation algorithm was used for solving. The model was converted to a linear master problem and the shortest path subproblem with limited resource constraints. Shortest path search method based on improved Bellman-Ford algorithm and dynamic path planning algorithm was designed, and a path expansion mechanism was introduced to improve the efficiency of model solution. Through the calculation of several groups of examples, the proposed algorithm could effectively improve the solving rate of the problem. In addition, the sensitivity analysis results showed that the maximum allowable delay time had the most significant effect on the distribution cost, followed by the load capacity of the electric vehicle. © 2023 CIMS. All rights reserved.
引用
收藏
页码:2427 / 2439
页数:12
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