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Author:

Zhang, J.-Y. (Zhang, J.-Y..) | Li, W.-B. (Li, W.-B..) | Zhang, S.-Z. (Zhang, S.-Z..) | Gong, Z.-S. (Gong, Z.-S..) | Cui, L.-L. (Cui, L.-L..) (Scholars:崔玲丽) | Yang, Z.-J. (Yang, Z.-J..)

Indexed by:

Scopus PKU CSCD

Abstract:

To extract the weak fault information submerged in strong background noise of the bearing vibration signal, multiwavelet denoising method with adaptive threshold and envelope demodulation method are applied in this paper. Due to several scaling functions and wavelet functions, multiwavelets have many excellent properties that single wavelet cannot satisfy simultaneously, such as symmetry, orthogonality, compact support, and high vanishing moments, which make it match different characteristics of analyzed signal. GHM multiwavelet and Db2 wavelet are used to analyze the simulated outer race fault signal of rolling bearings, in which adaptive threshold selection strategy is introduced in multiwavelet denoising. Based on the comparison of denoising effects, multiwavelet adaptive threshold denoising is much more effective than single wavelet. Furthermore, multiwavelet denoising method is applied to experimental signal and engineering data individually. Results show that the denoising method can identify the incipient fault feature as early as possible, which cannot be realized by single wavelet.

Keyword:

Adaptive threshold denoising; Multiwavelet; Rolling bearing; Single wavelet

Author Community:

  • [ 1 ] [Zhang, J.-Y.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Li, W.-B.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Zhang, S.-Z.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China
  • [ 4 ] [Gong, Z.-S.]Gudao Oil Production Plant, Shengli Oilfield Branch, Sinopec Group, Dongying 257231, Shandong, China
  • [ 5 ] [Cui, L.-L.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China
  • [ 6 ] [Yang, Z.-J.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China

Reprint Author's Address:

  • [Zhang, J.-Y.]Key Laboratory of Advanced Manufacturing Technology, Beijing University of Technology, Beijing 100124, China

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Source :

Journal of Beijing University of Technology

ISSN: 0254-0037

Year: 2013

Issue: 2

Volume: 39

Page: 166-173

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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