The research of PMSM drive based on wavelet neural network space vector PWM

Cai Bao-ping, L. Yonghong, Lin Qiang, Zhang Haifeng
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引用次数: 1

Abstract

The basid principle of space vector pulse width modulation (SVPWM) is analyzed, and a algorithm of SVPWM based on wavelet neural network (WNN-SVPWM) is proposed. The comparative study between BP neural network space vector pulse width modulation (BP-SVPWM) and WNN-SVPWM is done. The simulation results show that the permanent magnet synchronous motor (PMSM) controlled by WNN-SVPWM has less total current harmonic distortion and pulsating torque than BP-SVPWM. The closed-loop PMSM control system controlled by WNN-SVPWM is researched, and the experimental results show that the voltage and current waves are perfect, and the motor works well.
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基于小波神经网络空间矢量PWM的永磁同步电机驱动研究
分析了空间矢量脉宽调制(SVPWM)的基本原理,提出了一种基于小波神经网络的空间矢量脉宽调制算法(WNN-SVPWM)。对BP神经网络空间矢量脉宽调制(BP- svpwm)和WNN-SVPWM进行了比较研究。仿真结果表明,与BP-SVPWM相比,WNN-SVPWM控制的永磁同步电动机具有更小的总电流谐波畸变和脉动转矩。研究了由WNN-SVPWM控制的永磁同步电动机闭环控制系统,实验结果表明,电压和电流波形良好,电机工作良好。
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