Envelope order tracking for fault detection in rolling element bearings

被引:93
作者
Guo, Yu [1 ]
Liu, Ting-Wei [1 ]
Na, Jing [1 ]
Fung, Rong-Fong [2 ]
机构
[1] Kunming Univ Sci & Technol, Fac Mech & Elect Engn, Kunming 650093, Peoples R China
[2] Natl Kaohsiung First Univ Sci & Technol, Dept Mech & Automat Engn, Kaohsiung 824, Taiwan
关键词
SPEED MACHINERY VIBRATIONS; SPECTRAL KURTOSIS; RECURSIVE FILTERS; DIAGNOSIS; KURTOGRAM;
D O I
10.1016/j.jsv.2012.07.026
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
An envelope order tracking analysis scheme is proposed in the paper for the fault detection of rolling element bearing (REB) under varying-speed running condition. The developed method takes the advantages of order tracking, envelope analysis and spectral kurtosis. The fast kurtogram algorithm is utilized to obtain both optimal center frequency and bandwidth of the band-pass filter based on the maximum spectral kurtosis. The envelope containing vibration features of the incipient REB fault can be extracted adaptively. The envelope is re-sampled by the even-angle sampling scheme, and thus the non-stationary signal in the time domain is represented as a quasi-stationary signal in the angular domain. As a result, the frequency-smear problem can be eliminated in order spectrum and the fault diagnosis of REB in the varying-speed running condition of the rotating machinery is achieved. Experiments are conducted to verify the validity of the proposed method. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5644 / 5654
页数:11
相关论文
共 18 条
[1]   The spectral kurtosis: application to the vibratory surveillance and diagnostics of rotating machines [J].
Antoni, J ;
Randall, RB .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2006, 20 (02) :308-331
[2]   Fast computation of the kurtogram for the detection of transient faults [J].
Antoni, Jerome .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (01) :108-124
[3]   Fault diagnosis of rotating machinery using an intelligent order tracking system [J].
Bai, MS ;
Huang, JM ;
Hong, MH ;
Su, FC .
JOURNAL OF SOUND AND VIBRATION, 2005, 280 (3-5) :699-718
[4]   Hybrid computed order tracking [J].
Bossley, KM ;
Mckendrick, RJ ;
Harris, CJ ;
Mercer, C .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1999, 13 (04) :627-641
[5]  
Capdevielle V., 1996, P 8 EUR SIGN PROC C, V3, P2085
[6]  
Dwyer R. F., 1983, Proceedings of ICASSP 83. IEEE International Conference on Acoustics, Speech and Signal Processing, P607
[7]   Analysis of computed order tracking [J].
Fyfe, KR ;
Munck, EDS .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (02) :187-205
[8]   Rolling Bearing Fault Classification Based on Envelope Spectrum and Support Vector Machine [J].
Guo, Lei ;
Chen, Jin ;
Li, Xinglin .
JOURNAL OF VIBRATION AND CONTROL, 2009, 15 (09) :1349-1363
[9]   Order-crossing removal in Gabor order tracking by independent component analysis [J].
Guo, Yu ;
Tan, Kok Kiong .
JOURNAL OF SOUND AND VIBRATION, 2009, 325 (1-2) :471-488
[10]   MONITORING VARYING SPEED MACHINERY VIBRATIONS .1. THE USE OF NONSTATIONARY RECURSIVE FILTERS [J].
LOPATINSKAIA, E ;
ZHU, J ;
MATHEW, J .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1995, 9 (06) :635-645