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
北京市自然科学基金; 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
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
  • [1] Research of Fault Diagnosis Based on Matching Pursuit and Biomimetic Pattern Recognition
    Xiaozhe, Wang
    Jinping, Wang
    [J]. PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 4848 - 4852
  • [2] Bearing Fault Diagnosis Based on Improved Stagewise Orthogonal Matching Pursuit
    Song, Liu
    Yan, Ruqiang
    [J]. 2018 INTERNATIONAL CONFERENCE ON SENSING, DIAGNOSTICS, PROGNOSTICS, AND CONTROL (SDPC), 2018, : 90 - 94
  • [3] SPARSE REPRESENTATION BASED ON REDUNDANT DICTIONARY AND BASIS PURSUIT DENOISING FOR WIND TURBINE GEARBOX FAULT DIAGNOSIS
    Yang, Boyuan
    Liu, Ruonan
    Li, Ruiping
    Chen, Xuefeng
    [J]. 2016 INTERNATIONAL SYMPOSIUM ON FLEXIBLE AUTOMATION (ISFA), 2016, : 103 - 107
  • [4] Fault Diagnosis for Gearbox Based on EMD and Multifractal
    Zhao Ling
    Chu Xiaoyan
    Huang Darong
    [J]. 26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 3792 - 3796
  • [5] The fault diagnosis system of gearbox based on LabVIEW
    Yu, WW
    Tian, H
    Wang, W
    Zheng, HQ
    [J]. ISTM/2005: 6th International Symposium on Test and Measurement, Vols 1-9, Conference Proceedings, 2005, : 1381 - 1384
  • [6] The Gearbox Fault Diagnosis Based on Wavelet Transform
    Wang, Jinyu
    Kong, Dejian
    Dong, Shi
    Wang, Chao
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 1973 - 1976
  • [7] Research on rolling element bearing fault diagnosis based on genetic algorithm matching pursuit
    Rong, R. W.
    Ming, T. F.
    [J]. 6TH GLOBAL CONFERENCE ON MATERIALS SCIENCE AND ENGINEERING, 2018, 283
  • [8] Bearing fault diagnosis with compressed data based on two-stage matching pursuit
    Chen, Zihan
    [J]. 2017 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-HARBIN), 2017, : 1164 - 1168
  • [9] Sparse Representation of Transients Based on Improved Matching Pursuit Algorithm for Gear Fault Diagnosis
    Wang, Lin
    Cai, Gaigai
    Shi, Juanjuan
    Huang, Weiguo
    Zhu, Zhongkui
    [J]. 2016 10TH INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY (ICST), 2016,
  • [10] Signal complexity analysis for fault diagnosis of rolling element bearings based on matching pursuit
    Tang, Haifeng
    Chen, Jin
    Dong, Guangming
    [J]. JOURNAL OF VIBRATION AND CONTROL, 2012, 18 (05) : 671 - 683