Path Planning of an Electric Vehicle for Logistics Distribution Considering Carbon Emissions and Green Power Trading

被引:3
|
作者
Qiang, Hao [1 ,2 ]
Ou, Rui [1 ]
Hu, Yanchun [1 ]
Wu, Zhenyu [3 ]
Zhang, Xiaohua [1 ]
机构
[1] Changzhou Univ, Sch Mech Engn & Rail Transit, Changzhou 213164, Peoples R China
[2] Changzhou Univ, Jiangsu Prov Engn Res Ctr High Level Energy & Powe, Changzhou 213164, Peoples R China
[3] Changzhou Xingyu Automot Lighting Syst Co Ltd, Changzhou 213022, Peoples R China
关键词
green vehicle routing problem; carbon emission; green power trading; nearest-neighbor algorithm; ROUTING PROBLEM;
D O I
10.3390/su152216045
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
As environmental awareness continues to grow and government policies provide incentives, electric vehicles (EVs) are becoming more widely used in logistics distribution. Considering green power trading and carbon emissions, this paper addresses the green vehicle routing problem (GVRP) and constructs an electric vehicle path model with time windows to minimize the total cost. To solve the model, a hybrid adaptive genetic algorithm (HAGA) is proposed. An improved nearest-neighbor algorithm is adopted to improve the quality of the initial population, and the adaptive crossover and mutation operators are introduced to achieve the better solution. In addition, based on the Schneider case, HAGA is used to solve the models with and without considering green power trading separately, and the results show that considering green power trading can reduce the total cost by 3.22% and carbon emissions by 23.38 kg. Finally, the experimental simulations further prove that with the increase in case size, HAGA can effectively reduce total cost. And it is beneficial for the popularization of electric vehicles in logistics distribution.
引用
收藏
页数:16
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