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Author:

Yan, Zhu (Yan, Zhu.) | Xu, Yonggang (Xu, Yonggang.) | Wang, Liang (Wang, Liang.) | Hu, Aijun (Hu, Aijun.)

Indexed by:

EI Scopus SCIE

Abstract:

The time-frequency analysis method can extend a one-dimensional signal to a two-dimensional time-frequency plane, revealing the signal's time-varying characteristics. The time-frequency representation (TFR) obtained by the time-frequency postprocessing algorithm has the characteristics of energy aggregation and high resolution. The generalized S-synchroextracting transform (GS-SET) stands out for its strong adaptability. However, this method cannot obtain effective information when analyzing multicomponent complex signals. We propose an enhanced time-frequency analysis method to solve this problem. First, the multicomponent complex signal is decomposed into multiple mono-component signals by the Vold-Kalman time-varying filtering technique. Second, these signals are processed by the GS-SET method. Last, the obtained TFRs are linearly superimposed to obtain the results of the enhanced method. The simulated signal verifies that the proposed method can effectively represent its time-varying characteristics. The experimental signal of the rolling bearing verifies the practicability of this method.

Keyword:

Generalized S-synchroextracting transform Feature extraction Fault diagnosis Time -frequency analysis Vold -Kalman filter

Author Community:

  • [ 1 ] [Yan, Zhu]Beijing Univ Technol, Fac Mat & Mfg, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China
  • [ 2 ] [Xu, Yonggang]Beijing Univ Technol, Fac Mat & Mfg, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Liang]Beijing Univ Technol, Fac Mat & Mfg, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China
  • [ 4 ] [Hu, Aijun]North China Elect Power Univ, Dept Mech Engn, Baoding 071003, Hebei, Peoples R China

Reprint Author's Address:

  • [Xu, Yonggang]Beijing Univ Technol, Fac Mat & Mfg, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China;;

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Source :

MEASUREMENT

ISSN: 0263-2241

Year: 2022

Volume: 207

5 . 6

JCR@2022

5 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:49

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 10

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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