基于PNN神经网络的变频器故障诊断

Weihao Zeng, Jidong Xu
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引用次数: 0

摘要

三相逆变器广泛应用于生活和生产的各个方面,故障诊断变得越来越重要。本文深入分析了传统三相三线制逆变器在发生开路故障时的工作特性和过程,并建立了Simulink模型对其进行仿真。同时,利用MATLAB软件编写的M语言,建立了基于PNN神经网络的三相逆变器IGBT单相开路故障诊断模型。选取三相输出电压的前20次谐波作为特征值构建输入训练样本,对其进行训练,使其具有一定的故障诊断能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Inverter Fault Diagnosis Based on PNN Neural Network
A three-phase inverter is widely used in every aspect of life and production, and fault diagnosis becomes more important. In this paper, the working characteristics and process of the traditional three-phase three-wire inverter when an open-circuit fault occurs are analyzed in-depth, and the Simulink model is built to simulate it. At the same time, the M language written by MATLAB software is used to build the diagnosis model of single-phase open-circuit fault of three-phase inverter IGBT based on a PNN neural network. The first 20 harmonics of the three-phase output voltage were selected as the eigenvalues to construct the input training samples, which were trained to make them have a certain ability of fault diagnosis.
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