Time domain averaging across all scales: A novel method for detection of gearbox faults

被引:68
作者
Halim, Enayet B. [1 ]
Choudhury, M. A. A. Shoukat [2 ]
Shah, Sirish L. [1 ]
Zuo, Ming J. [3 ]
机构
[1] Univ Alberta, Dept Chem & Mat Engn, Edmonton, AB T6G 2M7, Canada
[2] Bangladesh Univ Engn & Technol, Dept Chem Engn, Dhaka, Bangladesh
[3] Univ Alberta, Dept Mech Engn, Edmonton, AB T6G 2M7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
rotating machineries; vibration analysis; wavelet analysis; signal processing; fault detection; gearbox;
D O I
10.1016/j.ymssp.2007.08.006
中图分类号
TH [机械、仪表工业];
学科分类号
0802 [机械工程];
摘要
The vibration signal of a gearbox carries the signature of the fault in the gears. As such early fault detection of the gearbox is possible by analyzing the vibration signal using different signal processing techniques. Time synchronous averaging can extract the periodic waveforms of a noisy vibration signal, whereas Wavelet transformation is able to characterize the local features of the signal at different scales. This paper proposes a new technique, time domain averaging across all scales, which combines the time synchronous average and wavelet transformation together to extract the periodic waveforms at different scales from noisy vibration signals. The technique efficiently cleans up noise and detects both local and distributed faults simultaneously. A pilot plant case study is presented to demonstrate the efficacy of the proposed technique. (c) 2007 Published by Elsevier Ltd.
引用
收藏
页码:261 / 278
页数:18
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