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Author:

Zhang, Kun (Zhang, Kun.) | Ma, Chaoyong (Ma, Chaoyong.) | Xu, Yonggang (Xu, Yonggang.) | Chen, Peng (Chen, Peng.) | Du, Jianxi (Du, Jianxi.)

Indexed by:

EI Scopus SCIE

Abstract:

Empirical wavelet transform is good at distinguishing components containing different frequency information in complex signals. Due to the higher complexity of the Fourier spectrum, the original method would generate a large number of boundaries, more invalid components. The division method without considering the fluctuation characteristics will affect the results. In this paper, adaptive and concise empirical wavelet transform (ACEWT) is proposed. The power spectral density of the signal is calculated and used to segment the spectrum, which can reduce the number of extreme points and the dependence on them in the original method. Weighted unbiased autocorrelation (WAC) that can filter bearing fault information is proposed. After combining ACEWT and WAC, a tower boundaries distribution diagram (W-Autogram) which can be used to extract specific information is proposed. Simulation signals and experimental results verify that the proposed method can be applied to the fault diagnosis of rolling bearings in rotating machinery.

Keyword:

Fault diagnosis Weighted unbiased autocorrelation Signal processing Empirical wavelet transform Feature extraction

Author Community:

  • [ 1 ] [Zhang, Kun]Mie Univ, Grad Sch Environm Sci & Technol, Tsu, Mie 5140001, Japan
  • [ 2 ] [Chen, Peng]Mie Univ, Grad Sch Environm Sci & Technol, Tsu, Mie 5140001, Japan
  • [ 3 ] [Zhang, Kun]Beijing Univ Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Ma, Chaoyong]Beijing Univ Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Xu, Yonggang]Beijing Univ Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 6 ] [Du, Jianxi]Beijing Univ Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China
  • [ 7 ] [Du, Jianxi]Beijing Huahang Radio Measurement Inst, Beijing 100000, Peoples R China

Reprint Author's Address:

  • [Ma, Chaoyong]Beijing Univ Technol, Key Lab Adv Mfg Technol, Beijing 100124, Peoples R China

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Source :

MEASUREMENT

ISSN: 0263-2241

Year: 2021

Volume: 172

5 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 72

SCOPUS Cited Count: 86

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 12

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