Control of brushless DC motor based on fuzzy rules optimized by genetic algorithm used in hybrid vehicle

Author:

Niu Xiaoyan1,Feng Guosheng1,Jia Sumei1,Zhang Yuquan2

Affiliation:

1. School of Mechanical Engineering, Shijiazhuang Tiedao University, Shijiazhuang, Hebei 050043, China

2. Heibei Jiaotong Vocational and Technical College, Shijiazhuang, Hebei 050035, China

Abstract

To improve the control precision of the closed-loop speed regulation of the brushless DC motor (Brushless DC motor, BLDCM) used in hybrid vehicles, the paper established a fuzzy controller for closed loop control of speed, taking the speed difference and the conversion rate of the speed difference as the inputs, and the increment of the supply voltage as the output, and proposed a method of optimizing fuzzy control rules based on genetic algorithm. Established the mathematical model of BLDCM in MATLAB/Simulink, simulated the traditional PID controller, the fuzzy controller and the fuzzy controller optimized by genetic algorithm. Then the hardware-in-the-loop motor control system is constructed based on dSPACE. The simulation and experiment prove that the optimization of fuzzy rules by genetic algorithm is an effective method to improve the accuracy of speed control, and it has good tracking performance for frequently changing speed requirements in hybrid vehicle.

Publisher

IOS Press

Subject

Computational Mathematics,Computer Science Applications,General Engineering

Reference19 articles.

1. Development and future prospect of new energy vehicles in China;Wang;Industry and Technology Forum,2018

2. Permanent-magnet brushless DC motor and its control;Xia;Transactions of China Electrotechnical Society,2012

3. The multiple objective optimization of high-speed rotor supported by magnetic bearing in BLDCM;Yuan;Journal of Computational Methods in Sciences and Engineering,2014

4. Research on improved particle swarm optimization for BLDCM speed control system;Geng;Control Engineering of China,2019

5. Study on simulation of BLDCM double-closed-loop speed control system based on Simulink;Ma;Manufacturing Automation,2016

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