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作者:

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

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EI Scopus SCIE

摘要:

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.

关键词:

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

作者机构:

  • [ 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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来源 :

ISA TRANSACTIONS

ISSN: 0019-0578

年份: 2023

卷: 137

页码: 574-589

7 . 3 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:19

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SCOPUS被引频次: 23

ESI高被引论文在榜: 0 展开所有

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