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Author:

Yan, Zhu (Yan, Zhu.) | Xu, Yonggang (Xu, Yonggang.) | Zhang, Kun (Zhang, Kun.) | Hu, Aijun (Hu, Aijun.) | Yu, Gang (Yu, Gang.)

Indexed by:

EI Scopus SCIE

Abstract:

Time-frequency analysis methods can be used to characterize the time-varying characteristics of a signal. The postprocessing algorithm further enhances this ability. The synchroextracting transform is a typical postprocessing algorithm that has the advantage of energy aggregation. However, based on a short-time Fourier transform, shortcomings such as a fixed window length and amplitude distortion when processing frequency modulation signals are unavoidable. This paper proposes a time-frequency postprocessing algorithm with high adaptability, which is called the adaptive synchroextracting trans -form (ASET). The filter window width for the ASET is adaptive and is determined by the instantaneous frequency change rate for the signal. On this basis, the improved extraction operator can be used to achieve a high-resolution time-frequency representation. This algorithm can be used to better deal with strong frequency modulation signals and has better noise robustness while allowing for signal reconstruction. The effectiveness and practicability of the proposed algorithm are demonstrated by simulation signals and faulty bearing signals.(c) 2023 ISA. Published by Elsevier Ltd. All rights reserved.

Keyword:

Synchroextracting transform Short-time Fourier transform Adaptive synchroextracting transform Fault diagnosis Time-frequency analysis

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 ] [Zhang, Kun]Beijing Univ Technol, Fac Mat & Mfg, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Kun]Mie Univ, Grad Sch Environm Sci & Technol, Tsu 5140001, Japan
  • [ 5 ] [Hu, Aijun]North China Elect Power Univ, Dept Mech Engn, Baoding 071003, Hebei, Peoples R China
  • [ 6 ] [Yu, Gang]Univ Jinan, Sch Elect Engn, Jinan 250022, Peoples R China

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Source :

ISA TRANSACTIONS

ISSN: 0019-0578

Year: 2023

Volume: 137

Page: 574-589

7 . 3 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 23

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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