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Author:

Yan, Z. (Yan, Z..) | Xu, Y. (Xu, Y..) | Zhang, K. (Zhang, K..) | Hu, A. (Hu, A..) | Yu, G. (Yu, G..)

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 transform (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. © 2023 ISA

Keyword:

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

Author Community:

  • [ 1 ] [Yan Z.]Beijing Engineering Research Center of Precision Measurement Technology and Instruments, Faculty of Materials and Manufacturing, Beijing University of Technology, Beijing, 100124, China
  • [ 2 ] [Xu Y.]Beijing Engineering Research Center of Precision Measurement Technology and Instruments, Faculty of Materials and Manufacturing, Beijing University of Technology, Beijing, 100124, China
  • [ 3 ] [Zhang K.]Beijing Engineering Research Center of Precision Measurement Technology and Instruments, Faculty of Materials and Manufacturing, Beijing University of Technology, Beijing, 100124, China
  • [ 4 ] [Zhang K.]Graduate School of Environmental Science and Technology, Mie University, Tsu, 514-0001, Japan
  • [ 5 ] [Hu A.]Department of Mechanical Engineering, North China Electric Power University, Hebei Province, Baoding, 071003, China
  • [ 6 ] [Yu G.]School of Electrical Engineering, University of Jinan, Jinan, 250022, 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: 0

SCOPUS Cited Count: 22

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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