Research on the Control Strategy of Hybrid Energy Storage for Hybrid Electric Vehicles based on Grid Partition and Adaptive Fuzzy Neural Network

被引:0
|
作者
Wang, Qi [1 ]
Sun, Yukun
Huang, Yonghong [1 ]
机构
[1] Jiangsu Univ, Sch Elect & Informat Engn, Zhenjiang, Peoples R China
关键词
Hybrid Energy Storage; Hybrid Electric Vehicles; Grid Partition; Adaptive Fuzzy Neural Network;
D O I
10.4028/www.scientific.net/AMM.448-453.3123
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 take the full advantages of battery and ultracapacitor of hybrid energy storage (HES) for hybrid electric vehicles (HEY) and solve the power allocation problems of the two energy storages when the working condition was changing, we propose a grid partition (GP) and adaptive fuzzy neural network (AFNN) control strategy. Firstly, the structure of AFNN wad determined by GP; Secondly, by adopting the back-propagation algorithm and least square method respectively, the front and back parameters of the AFNN were optimized, and the study efficiency of the parameters was raised. Finally, use the fuzzy membership functions and rules which generated automatically by AFNN in the control of HES for REV. Under the ADVISOR 2002 simulation environment, verify the control strategy on the base of Urban Dynamometer Driving Schedule (UDDS) working condition. The results show that the battery and ultracapacitor could give full play to their respective advantages when the GP and AFNN control strategy was adopted, so the efficiency of the vehicle energy storage system could be enhanced and a higher efficiency of the braking energy recovery be obtained.
引用
收藏
页码:3123 / 3128
页数:6
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