Improved Ant Lion Algorithm for orderly charging of electric vehicles

被引:0
|
作者
Peng, Xuanhui [1 ]
Chen, Caixue [1 ]
Zheng, Tuo [1 ]
Tang, Wendong [1 ]
Xiong, Zhigang [1 ]
Ouyang, Gang [1 ]
机构
[1] Xiangtan Univ, Coll Automat & Elect Informat, Xiangtan, Peoples R China
关键词
Orderly charge; Improved Ant lion algorithm; Levy flight; Adaptive boundary strategy;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
In order to reduce the instability of power grid caused by disorderly charging of large-scale electric vehicles in the future, an ordered charging optimization model is established, which aims at the minimum peak and valley difference of power grid side and the lowest charge cost of user side. Meanwhile, to solve the objective function efficiently and quickly, ant lion optimization with Levy flight and self-adaptive strategy (LSALO) is proposed for charging the electric vehicle. The introduction of adaptive boundary strategy increases population diversity, and Levy flight is conducive to avoiding local optimization and speeding up global convergence. The simulation results show that compared with particle swarm optimization (PSO) and ant lion optimization (ALO), LSALO has the highest convergence accuracy and optimization accuracy, and has strong advantages in the optimization of the orderly charging of electric vehicles.
引用
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页数:7
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