Time-frequency demodulation analysis based on iterative generalized demodulation for fault diagnosis of planetary gearbox under nonstationary conditions

被引:57
|
作者
Feng, Zhipeng [1 ]
Chen, Xiaowang [1 ]
Liang, Ming [2 ]
Ma, Fei [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Mech Engn, Beijing 100083, Peoples R China
[2] Univ Ottawa, Dept Mech Engn, Ottawa, ON K1N 6N5, Canada
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
Planetary gearbox; Fault diagnosis; Nonstationary; Generalized demodulation; Time-frequency analysis; EMPIRICAL MODE DECOMPOSITION; ENERGY SEPARATION; VIBRATION; DISTRIBUTIONS; TRANSFORM; AMPLITUDE;
D O I
10.1016/j.ymssp.2015.03.014
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The vibration signal of planetary gearboxes exhibits the characteristics of both amplitude modulation (AM) and frequency modulation (FM), and thus has a complex sideband structure. Time-varying speed and/or load will result in time variant characteristic frequency components. Since the modulating frequency is related to the gear fault characteristic frequency, the AM and FM parts each alone contains the information of the gear fault. We propose a time-frequency amplitude and frequency demodulation analysis metbhod to avoid the complex time-variant sideband analysis, and thereby identify the time-variant gear fault characteristic frequency. We enhance the time-frequency analysis via iterative generalized demodulation (IGD). The time-varying amplitude and frequency demodulated spectra have fine time-frequency resolution and are free of cross term interferences. They do not involve complex time-variant sidebands, thus considerably facilitating fault diagnosis of planetary gearboxes under nonstationary conditions. The method is validated using both numerically simulated data and experimental signals. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:54 / 74
页数:21
相关论文
共 50 条
  • [31] Resampling Technique-Based Demodulation Analysis for Planet Bearing Cage Fault Diagnosis Under Nonstationary Conditions
    Yang, Yang
    Wei, Sha
    Li, Tianqi
    Liu, Hui
    He, Jun
    [J]. IEEE SENSORS JOURNAL, 2023, 23 (13) : 14366 - 14374
  • [32] The Fault Analysis of Gearbox Based on Time Delay Correlation Demodulation Technology
    Li Bing
    Yang Cheng
    Zhang Lanyong
    [J]. 2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 7222 - 7225
  • [33] Time-Frequency Analysis of Torsional Vibration Signals in Resonance Region for Planetary Gearbox Fault Diagnosis Under Variable Speed Conditions
    Chen, Xiaowang
    Feng, Zhipeng
    [J]. IEEE ACCESS, 2017, 5 : 21918 - 21926
  • [34] Time-frequency space vector modulus analysis of motor current for planetary gearbox fault diagnosis under variable speed conditions
    Chen, Xiaowang
    Feng, Zhipeng
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2019, 121 : 636 - 654
  • [35] Fault Diagnosis of Planetary Gearbox under Nonstationary Conditions Based on the Velocity Synchronous Chirplet Transform
    Guan, Yunpeng
    Feng Zhipeng
    [J]. 2020 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON ADVANCED RELIABILITY AND MAINTENANCE MODELING (APARM), 2020,
  • [36] Time-Frequency Analysis for Planetary Gearbox Fault Diagnosis Based on Improved U-Net plus
    Zhang, Pinyang
    Chen, Changzheng
    [J]. JOURNAL OF FAILURE ANALYSIS AND PREVENTION, 2023, 23 (03) : 1068 - 1080
  • [37] Bearing multi-fault diagnosis with iterative generalized demodulation guided by enhanced rotational frequency matching under time-varying speed conditions
    Dezun Zhao
    Jianyong Li
    Weidong Cheng
    Weigang Wen
    [J]. ISA TRANSACTIONS, 2023, 133 : 518 - 528
  • [38] Application of Variational Mode Decomposition Based Demodulation Analysis in Gearbox Fault Diagnosis
    Zhang, Dong
    Feng, Zhipeng
    [J]. 2016 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE PROCEEDINGS, 2016, : 1469 - 1474
  • [39] Application of the Generalized Demodulation Time-Frequency Analysis Method to Vibration Signals under Varying Speed
    Li, Yan
    Du, Li
    [J]. 2018 IEEE 3RD INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC), 2018, : 828 - 831
  • [40] Optimal demodulation subband selection for sun gear crack fault diagnosis in planetary gearbox
    Wang, Liming
    Shao, Yimin
    Cao, Zheng
    [J]. MEASUREMENT, 2018, 125 : 554 - 563