Synchronous averaging of time-frequency distribution with application to machine condition monitoring

被引:11
作者
Zhu, LiMin [1 ]
Ding, Han [1 ]
Zhu, Xiang Yang [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
来源
JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME | 2007年 / 129卷 / 04期
关键词
signal analysis; time-frequency distribution; synchronous average; periodic impulse train; impulsive oscillation; high-frequency transient; machine condition monitoring;
D O I
10.1115/1.2748466
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
A novel signal analysis technique capable of detecting periodic bursts of exponentially decaying oscillation from noisy discrete-time observations is presented. The time-frequency distribution of the signal is viewed as a series of time signals corresponding to different firequency variables, and each time signal is processed with the technique of synchronous average scanning over a frequency region of interest. The energies of the outputs Corresponding to different frequency bands and different average reference frequencies are recorded in a 2D array and depicted as a gray level image. Detection of the signal of interest leads itself to the identification of the spot in the image. The period of the impulse train and the frequency of the oscillation can be further estimated from? the location of the spot. Examples that diagnose machine faults. under complicated conditions are given to confirm the validity of the approach.
引用
收藏
页码:441 / 447
页数:7
相关论文
共 23 条
[1]   ANALYSIS OF REPETITIVE MECHANISM SIGNATURES [J].
BRAUN, S ;
SETH, B .
JOURNAL OF SOUND AND VIBRATION, 1980, 70 (04) :513-526
[2]  
BRAUN S, 1975, ACUSTICA, V32, P69
[3]   TIME FREQUENCY-DISTRIBUTIONS - A REVIEW [J].
COHEN, L .
PROCEEDINGS OF THE IEEE, 1989, 77 (07) :941-981
[4]  
DAVID H, 2004, P IEEE AER C, P3636
[5]   Optimisation of bearing diagnostic techniques using simulated and actual bearing fault signals [J].
Ho, D ;
Randall, RB .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2000, 14 (05) :763-788
[6]   FAULT-DETECTION IN A BALL-BEARING SYSTEM USING A MOVING WINDOW [J].
KIM, YH ;
BYOUNG, DL ;
WAN, SC .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1991, 5 (06) :461-473
[7]   Higher-order time-frequency analysis and its application to fault detection in rotating machinery [J].
Lee, SK ;
White, PR .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (04) :637-650
[8]  
LIU CP, 2000, J CHINESE INFORMATIO, V14, P2
[9]   Cohen-Posch (positive) time-frequency distributions and their application to machine vibration analysis [J].
Loughlin, PJ ;
Bernard, GD .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (04) :561-576
[10]  
MA J, 1991, MECH SYST SIGNAL PR, V5, P461