ANFIS based AZSPWM methods for reduction common mode voltage in asynchronous motor drive

R. Lingangouda, Pradeep B. Jyoti
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引用次数: 0

Abstract

Space vector pulse width modulation (SVPWM) is a popular technique in the field of variable frequency induction motor drives. It gives better working and good direct current bus utilization in comparison to the sinusoidal PWM (SPWM) method. However, it decreases harmonic fluctuations and generates high common mode voltage (CMV) fluctuations, which results in common mode currents inside the motor. Hence, the performance of the motor may be deteriorated. To reduce the CMV, this paper presents a family of active zero state PWM (AZSPWM) methods using an adaptive neuro-fuzzy interference system (ANFIS). The proposed approach uses a five-layer hybrid learning algorithm for training the network. The training data is obtained from the classical SVPWM method. To analyze the proposed PWM methods, simulation is carried out using MATLAB and evaluated.
基于ANFIS的AZSPWM方法降低异步电机驱动共模电压
空间矢量脉宽调制(SVPWM)是变频感应电机驱动领域的一种流行技术。与正弦PWM (SPWM)方法相比,它具有更好的工作性能和良好的直流母线利用率。然而,它减少谐波波动并产生高共模电压(CMV)波动,从而导致电机内部的共模电流。因此,电机的性能可能会恶化。为了降低CMV,本文提出了一种基于自适应神经模糊干扰系统(ANFIS)的有源零态PWM (AZSPWM)方法。该方法采用五层混合学习算法对网络进行训练。训练数据由经典的SVPWM方法获得。为了分析所提出的PWM方法,利用MATLAB进行了仿真并进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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