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Author:

Ma, Chaoyong (Ma, Chaoyong.) | Yang, Zhiqiang (Yang, Zhiqiang.) | Zhang, Kun (Zhang, Kun.) | Xiang, Ling (Xiang, Ling.) | Xu, Yonggang (Xu, Yonggang.)

Indexed by:

EI Scopus SCIE

Abstract:

Due to the complex working conditions, it is difficult to accurately extract the periodic pulse component of the rolling bearing vibration signal. The Ramanujan subspace (RS) theory has a good ability to extract periodic components (PCs). However, the theory divides signals by fixed period length, which means that the effect of extracting quasi-periodic signals is poor. Therefore, this article proposes an optimized periodic mode decomposition (OPMD) method to improve the defect and apply it to bearing fault diagnosis. First, the window length of the intercepted data segment is determined by periodicity measurement. Then, the pulse phase corresponding to each data segment is detected by correlation to divide the data segment, and cubic spline interpolation is used for phase compensation. Finally, the periodic pulse is extracted from the reconstructed signal. Simulation and experimental results show that compared with the existing RS methods, OPMD can extract better periodic pulses, reduce the impact of quasi-periodic signals on the extraction effect, and improve the adaptability of the algorithm.

Keyword:

Feature extraction Fault diagnosis Correlation Correlation coefficient rolling bearing phase compensation Current measurement periodic component (PC) Ramanujan subspace (RS) Interpolation Splines (mathematics)

Author Community:

  • [ 1 ] [Ma, Chaoyong]Beijing Univ Technol, Dept Mat & Mfg, Beijing 100124, Peoples R China
  • [ 2 ] [Yang, Zhiqiang]Beijing Univ Technol, Dept Mat & Mfg, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Kun]Beijing Univ Technol, Dept Mat & Mfg, Beijing 100124, Peoples R China
  • [ 4 ] [Xiang, Ling]North China Elect Power Univ, Hebei Key Lab Elect Machinery Hlth Maintenance &, Baoding 071003, Peoples R China
  • [ 5 ] [Xu, Yonggang]Beijing Univ Technol, Beijing Engn Res Ctr Precis Measurement Technol &, Beijing 100124, Peoples R China

Reprint Author's Address:

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

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Source :

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

ISSN: 0018-9456

Year: 2023

Volume: 72

5 . 6 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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