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Author:

Wu Chunguang (Wu Chunguang.) | Cui Lingli (Cui Lingli.) (Scholars:崔玲丽) | Wu Na (Wu Na.)

Indexed by:

CPCI-S

Abstract:

In mechanical fault diagnosis, the traditional blind source separation algorithm requires the number of observed signals which are more than the number of source signals. However, in most cases, mechanical failure does not satisfy the conditions which generated underdetermined blind source separation problem. We proposed an underdetermined blind source separation method based on wavelet packet First, the wavelet packet analysis was used to get a signal with noise reduction. Then, the processed signal was decomposed and reconstructed by wavelet packet analysis to get a series of reconstructed signals. Second, calculate the kurtosis value of the reconstructed signals and select the larger one. Finally, the new set of observed signal consisting of the reconstructed signal and the source signal was analyzed by the blind source separation. Simulation and measured results show the effectiveness and feasibility of this method. Compare the different analysis results of underdetermined blind source separation method based on continuous wavelet transform and EMD. It is proved that the algorithm we proposed is superior to the other two methods both in simulated, measured and engineering signals.

Keyword:

Underdetermined Blind Source Separation Kurtosis Continuous Wavelet Transform Wavelet Packet Analysis EMD

Author Community:

  • [ 1 ] [Wu Chunguang]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Cui Lingli]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Wu Na]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Wu Chunguang]Beijing Univ Technol, Coll Mech Engn & Appl Elect Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China

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Source :

PROCEEDINGS OF THE FIFTH INTERNATIONAL SYMPOSIUM ON TEST AUTOMATION & INSTRUMENTATION, VOLS 1 AND 2

Year: 2014

Page: 6-13

Language: English

Cited Count:

WoS CC Cited Count: 1

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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