FAULT DIAGNOSIS OF GEARBOX BASED ON MATCHING PURSUIT

被引:0
|
作者
Feng, Zhi-Peng [1 ]
Zhang, Jin [2 ]
Hao, Ru-Jiang [3 ]
Zuo, Ming J. [4 ]
Chu, Fu-Lei [2 ]
机构
[1] Univ Sci & Technol Beijing, Inst Vehicular Engn, Beijing 100083, Peoples R China
[2] Tsinghua Univ, Dept Precis Engn, Beijing 100084, Peoples R China
[3] Shijiazhuang Railway Inst, Dept Engn Mech, Shijiazhuang 050043, Peoples R China
[4] Univ Alberta, Dept Engn Mech, Edmonton, AB T6G 2G8, Canada
基金
加拿大自然科学与工程研究理事会; 北京市自然科学基金; 中国国家自然科学基金;
关键词
Matching pursuit; Time-frequency analysis; Wavelet; Gear; Fault diagnosis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Matching pursuit is effective in matching the characteristic structure of signals and extracting the time-frequency features directly. It is employed to analyze the vibration signals of a gearbox under healthy and faulty statuses. Based on a compound dictionary, the periodic impulses characterizing the vibration of localized damaged gears are extracted in joint time-frequency domain, and the localized gear damage is detected and located. The analysis validates the effectiveness of matching pursuit in detecting and locating localized gear damage.
引用
收藏
页码:405 / 408
页数:4
相关论文
共 50 条
  • [21] Vibration fault diagnosis through genetic matching pursuit optimization
    Dan Stefanoiu
    Janetta Culita
    Florin Ionescu
    [J]. Soft Computing, 2019, 23 : 8131 - 8157
  • [22] Fault diagnosis of planetary gearbox based on acoustic signals
    Yao, Jiachi
    Liu, Chao
    Song, Keyu
    Feng, Chenlong
    Jiang, Dongxiang
    [J]. APPLIED ACOUSTICS, 2021, 181
  • [23] Gearbox Fault Diagnosis Based on Multi-fractal
    Wang Tian-Hong
    Yuan Gui-Li
    Lan Zhong-Fu
    [J]. 2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 3298 - 3302
  • [24] Fault diagnosis for gearbox based on EMD-MOMEDA
    Xin Zhang
    Jianmin Zhao
    Xianglong Ni
    Fucheng Sun
    Hongyu Ge
    [J]. International Journal of System Assurance Engineering and Management, 2019, 10 : 836 - 847
  • [25] Gearbox fault diagnosis based on support vector regression
    [J]. Huang, W. (wghuang@suda.edu.cn), 1600, Nanjing University of Aeronautics an Astronautics (33):
  • [26] An Approach to Fault Diagnosis for Gearbox Based on Image Processing
    Wang, Yang
    Cheng, Yujie
    [J]. SHOCK AND VIBRATION, 2016, 2016
  • [27] Fault diagnosis of a planetary gearbox based on order tracking
    Wang K.
    Wang K.-S.
    Zuo M.-J.
    [J]. Wang, Ke-Sheng, 2016, Chinese Vibration Engineering Society (35): : 140 - 145and195
  • [28] Gearbox Fault Diagnosis Research based on Wavelet Transform
    Yu, G. B.
    Zhao, Y.
    Nie, J. F.
    Dai, B.
    Song, X. W.
    [J]. MECHANICAL ENGINEERING, MATERIALS SCIENCE AND CIVIL ENGINEERING, 2013, 274 : 233 - +
  • [29] Fault diagnosis for gearbox based on EMD-MOMEDA
    Zhang, Xin
    Zhao, Jianmin
    Ni, Xianglong
    Sun, Fucheng
    Ge, Hongyu
    [J]. INTERNATIONAL JOURNAL OF SYSTEM ASSURANCE ENGINEERING AND MANAGEMENT, 2019, 10 (04) : 836 - 847
  • [30] Gearbox fault diagnosis based on Convolutional Neural Networks
    Chen, Z.
    Li, W.
    Gryllias, K.
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2018) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2018), 2018, : 941 - 953