A Coordinated Charging Model for Electric Vehicles in a Smart Grid using Whale Optimization Algorithm

被引:0
|
作者
Adetunji, Kayode [1 ]
Hofsajer, Ivan [1 ]
Cheng, Ling [1 ]
机构
[1] Univ Witwatersrand, Sch Elect & Informat Engn, Johannesburg, South Africa
关键词
EV charging; charging cost; power loss minimization; Vehicle to Grid (V2G); multi objective optimization (MOO); smart grids;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this study, we focused on the optimal coordinated charging of electric vehicles in a centralized charging model, based on a special multi-objective model. The objective functions are charging cost minimization, load variance minimization, and power loss minimization. The multi-objective problem has been solved by the Whale Optimization Algorithm (WOA). In the proposed approach, the probability density function was used to characterize a single EV (e.g. driving distance). For each time step, the optimal load variance is calculated. The WOA was compared to other optimization algorithms, and was tested on the IEEE 33-bus test distribution network. The simulation results suggest that the proposed framework can through the objective function, improve grid performance and simultaneously encourage EV drivers to participate in a centralized coordinated charging system. The WOA gives a superior performance in both grid performance and economic benefits. Compared to the uncoordinated charging system, the WOA outperforms other tested algorithms with a 90% minimization of charging cost. The WOA also reduces the real power loss more than the BAT, GWO, GWOCS, and PSOGWO.
引用
收藏
页码:1 / 7
页数:7
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