Implementation of a predictive energy management strategy for battery and supercapacitor hybrid energy storage systems of pure electric vehicles

被引:3
|
作者
Zhang, Qiao [1 ]
Cheng, Xiaoliang [1 ]
Liao, Shaoyi [2 ]
机构
[1] Liaoning Univ Technol, Sch Automobile & Traff Engn, Jinzhou, Peoples R China
[2] City Univ Hong Kong, Informat Syst Dept, Hong Kong, Peoples R China
关键词
Electric vehicle; hybrid energy storage system; predictive energy management strategy; markov chain; POWER; OPTIMIZATION; COST; TIME; LIFE;
D O I
10.3233/JIFS-200934
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hybrid energy storage system supplies a feasible solution to battery peak current reduction by introducing supercapacitor as auxiliary energy source. Energy management control strategy is a key technology for guaranteeing performance. In this paper, we describe a predictive energy management strategy for battery and supercapacitor hybrid energy storage systems of pure electric vehicles. To utilize the supercapacitor reasonably, Markov chain model is proposed to predict the future load power during a driving cycle. The predictive results are subsequently used by power distribution strategy, which is designed using a low-pass filter and a fuzzy logic controller. The strategy model is developed under MATLAB/Simulink software environment. To validate the performance of the proposed control strategy, a comparison test is implemented based on a 72 V rated voltage hybrid energy storage system experimental platform. The results indicate that the battery peak currents by proposed predictive control strategy are reduced by 26.32%, 28.21% and 27.12% under the UDDS, SC03 and NEDC three driving cycles respectively.
引用
收藏
页码:2539 / 2549
页数:11
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