Feature extraction related to bearing damage in electric motors by wavelet analysis

被引:93
作者
Seker, S [1 ]
Ayaz, E [1 ]
机构
[1] Istanbul Tech Univ, Elect & Elect Engn Fac, Dept Elect Engn, TR-34469 Istanbul, Turkey
来源
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS | 2003年 / 340卷 / 02期
关键词
wavelet; multi-resolution analysis; induction motor; bearing damage;
D O I
10.1016/S0016-0032(03)00015-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The purpose of this paper is to extract features from vibration signals measured from motors subjected to accelerated bearing fluting aging and to detect the effects of bearing fluting at each aging cycle of induction motors. This trending of bearing degradation is achieved by monitoring the changes in the vibration signals at various sub-band levels. This is accomplished by the application of wavelet transforms and multi-resolution analysis in order to extract information from selected frequency bands with minimum signal distortion. (C) 2003 The Franklin Institute. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:125 / 134
页数:10
相关论文
共 22 条
[1]  
BISBEE GA, 1994, TAPPI J, V77, P251
[2]   SHAFT VOLTAGES AND ROTATING MACHINERY [J].
COSTELLO, MJ .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1993, 29 (02) :419-426
[3]  
DASILVA AA, 1997, UTNEAAS9701
[4]  
Daubechies I., 1993, Ten Lectures of Wavelets, V28, P350
[5]  
DAUBECHIES I, 1990, IEEE T INF THEORY, V36
[6]  
Erbay AS, 1998, P MARCON, V1
[7]  
Gabor D., 1946, J I ELEC ENGRS PART, V93, P429, DOI [DOI 10.1049/JI-3-2.1946.0074, 10.1049/ji-3-2.1946.0074, 10.1049/JI-3-2.1946.0074]
[8]  
Mallat S., 1997, WAVELET TOUR SIGNAL
[9]   A THEORY FOR MULTIRESOLUTION SIGNAL DECOMPOSITION - THE WAVELET REPRESENTATION [J].
MALLAT, SG .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :674-693
[10]  
MILEWSKI EG, 1996, ESSENTIALS STAT, V1