首页> 外文会议>IEEE International Conference on Industrial Informatics >Fault classification of broken rotor bars in induction motors based on envelope current analysis
【24h】

Fault classification of broken rotor bars in induction motors based on envelope current analysis

机译:基于包络电流分析的感应电动机转子断条故障分类

获取原文
获取外文期刊封面目录资料

摘要

In this article a method for the detection of one, two, and three broken bars in induction motors under full load condition is presented. The proposed methodo is based on current envelope analysis. The information obtained from the envelope current is valuable in manifesting and validating the presence of a broken bar fault, since it contains important information about the existence of a fault as well as its severity. The proposed method mainly focuses on the case of steady-state operation under full load. In the established fault diagnosis scheme six features are extracted from the envelope of the current and after the application of a Principal Component Analysis stage are fed to a classifier to perform the diagnosis. Three different classifiers, a linear, a quadratic and a nearest neighbour are investigated for the final stage of the diagnosis. The presented approach manifested promising results using experimental data.
机译:本文提出了一种在满载条件下检测感应电动机的1、2和3折线的方法。所提出的方法基于当前的包络分析。从包络电流中获得的信息对于显示和验证断条故障的存在非常有价值,因为它包含有关故障的存在及其严重性的重要信息。所提出的方法主要针对全负载下的稳态工作情况。在已建立的故障诊断方案中,从电流的包络中提取六个特征,并在应用主成分分析阶段后将其馈送到分类器以执行诊断。在诊断的最后阶段,研究了三个不同的分类器,即线性分类器,二次分类器和最近邻分类器。使用实验数据,提出的方法显示出令人鼓舞的结果。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号