Optimal siting and sizing of rapid charging station for electric vehicles considering Bangi city road network in Malaysia

被引:19
|
作者
Islam, Md. Mainul [1 ]
Shareef, Hussain [2 ]
Mohamed, Azah [1 ]
机构
[1] Univ Kebangsaan Malaysia, Bangi 43600, Selangor, Malaysia
[2] United Arab Emirates Univ, Al Ain 15551 1, U Arab Emirates
关键词
Electric vehicles; rapid charging station; optimal planning; gravitational search algorithm; genetic algorithm; particle swarm optimization;
D O I
10.3906/elk-1412-136
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recently, electric vehicles (EVs) have been seen as a felicitous option towards a less carbon-intensive road transport. The key issue in this system is recharging the EV batteries before they are exhausted. Thus, charging stations (CSs) should be carefully located to make sure EV users can access a CS within their driving range. Considering geographic information and traffic density, this paper proposes an optimization overture for optimal siting and sizing of a rapid CS (RCS). It aims to minimize the daily total cost (which includes the cost of substation energy loss, traveling cost of EVs to the CS, and investment, variable, and operational costs of the stations simultaneously) while maintaining system constraints. The binary gravitational search algorithm, genetic algorithm, and binary particle swarm optimization algorithm were employed to optimize the daily total cost by finding the best location and sizing of the RCS in a given metropolitan area in Malaysia. The results show that the proposed methods can find optimal locations and sizing of a RCS that can benefit EV users, CS developers, and the power grid.
引用
收藏
页码:3933 / 3948
页数:16
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