Time-frequency analysis in gearbox fault detection using the Wigner-Ville distribution and pattern recognition

被引：258
作者：
Staszewski, WJ
Worden, K
Tomlinson, GR
机构：
[1] Dynamic Research Group, Department of Mechanical Engineering, University of Sheffield, Sheffield S1 3JD, Mappin Street
来源：
MECHANICAL SYSTEMS AND SIGNAL PROCESSING | 1997年 / 11卷 / 05期
关键词：
D O I：
10.1006/mssp.1997.0102
中图分类号：
TH [机械、仪表工业];
学科分类号：
0802 ;
摘要：
In this paper, the study of the Wigner-Ville distribution in gearbox condition monitoring is presented. In contrast to other applications of the Wigner-Ville distribution, this paper reports the application of two pattern recognition procedures to detect tooth faults reliably. These procedures are based on statistical and neural pattern recognition. The methods are applied to the detection of a broken tooth in a spur gear. (C) 1997 Academic Press Limited.
引用
收藏
页码：673 / 692
页数：20
相关论文
共 45 条
  • [1] [Anonymous], 8 INT C COND MON DIA
  • [2] [Anonymous], 1992, TIME FREQUENCY SIGNA
  • [3] Barschdorff D., 1991, Noise & Vibration Worldwide, V22, P11
  • [4] A COMPARISON OF THE BACKPROPAGATION AND RECURSIVE PREDICTION ERROR ALGORITHMS FOR TRAINING NEURAL NETWORKS
    BILLINGS, SA
    JAMALUDDIN, HB
    CHEN, S
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1991, 5 (03) : 233 - 255
  • [5] AN EFFICIENT REAL-TIME IMPLEMENTATION OF THE WIGNER VILLE DISTRIBUTION
    BOASHASH, B
    BLACK, PJ
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (11): : 1611 - 1618
  • [6] Boashash B., 1992, TIME FREQUENCY SIGNA
  • [7] BOASHASH B, 1991, ADV SPECTRUM ANAL AR, V1
  • [8] Bracewell R., 1984, FOURIER TRANSFORM IT
  • [9] Chan D. S. K., 1982, Proceedings of ICASSP 82. IEEE International Conference on Acoustics, Speech and Signal Processing, P1333
  • [10] IMPROVED TIME-FREQUENCY REPRESENTATION OF MULTICOMPONENT SIGNALS USING EXPONENTIAL KERNELS
    CHOI, HI
    WILLIAMS, WJ
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (06): : 862 - 871
12345