Torque Distribution Based on Dynamic Programming Algorithm for Four In-Wheel Motor Drive Electric Vehicle Considering Energy Efficiency Optimization

行驶循环 电动汽车 扭矩 汽车工程 练习场 MATLAB语言 计算机科学 动态规划 能源消耗 控制理论(社会学) 工程类 算法 控制(管理) 热力学 操作系统 电气工程 物理 量子力学 人工智能 功率(物理)
作者
Oluwatobi Pelumi Adeleke,Yong Li,Qiang Chen,Wentao Zhou,Xing Xu,Xiaoli Cui
出处
期刊:World Electric Vehicle Journal [MDPI AG]
卷期号:13 (10): 181-181 被引量:12
标识
DOI:10.3390/wevj13100181
摘要

The improvement of both the stability and economy of the four in-wheel motor drive (4IWMD) electric vehicle under complex drive cycles is currently a difficult problem in this field. A torque distribution method with the comprehensive goals of optimal torque distribution and energy efficiency, considering economy through energy efficiency for the 4IWMD electric vehicle, is proposed in this paper. Each component of the 4IWMD electric vehicle is modelled. The dynamic programming (DP) control algorithm is utilized for torque distribution between the front and rear in-wheel motors to obtain optimal torque distribution and energy efficiency in the 4IWMD electric vehicle. The simulation is performed on a co-simulation platform with the software of AVL Cruise and MATLAB/Simulink, considering a straight road. Compared to the fuzzy logic control algorithm, the simulation results are very promising, as the energy consumption of the electric vehicle was reduced by 22.68%, 20.73% and 21.84% under the WLTC, NEDC and customized IM240 driving cycle conditions, respectively, with the proposed DP control algorithm. The hardware-in-the loop (HIL) experimental results also indicate that the effectiveness of the proposed DP algorithm is verified under the NEDC, WLTC and IM240 driving cycles, when a straight road is considered. The proposed DP control algorithm not only reduces the vehicle energy consumption and guarantees the optimization of torque distribution, but also increases the driving range of the vehicle.
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