Current signature analysis of induction motor mechanical faults by wavelet packet decomposition

被引:123
作者
Ye, ZM [1 ]
Wu, B
Sadeghian, A
机构
[1] Queens Univ, Dept Elect & Comp Engn, Kingston, ON K7L 3N6, Canada
[2] Ryerson Univ, Toronto, ON M5B 2K3, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
air-gap eccentricity; induction motor; mechanical fault; rotor bar; stator current signature analysis; wavelet packet decomposition (WPD);
D O I
10.1109/TIE.2003.819682
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a novel approach to induction motor current signature analysis based on wavelet Packet decomposition (WPD) of the stator current. The novelty of the proposed method lies in the fact that by using WPD method the inherent nonstationary nature of stator current can be accurately considered. The key characteristics of the proposed method are its ability to provide feature representations of multiple frequency resolutions for faulty modes, ability to clearly differentiate between healthy and faulty conditions, and its applicability to nonstationary signals. Successful implementation of the system for two types of faults, i.e., rotor bar breakage and air-gap eccentricity is demonstrated here. The results are validated based on both simulation and experiments of a 5-hp induction motor.
引用
收藏
页码:1217 / 1228
页数:12
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