Gear Fault Diagnosis Based on EMD and AR Spectrum Analysis

被引:0
|
作者
Ai, Shufeng [1 ]
Li, Hui [2 ]
Fu, Lihui [2 ]
机构
[1] Zhejiang Univ Media & Commun, Dept Commun Technol, Hangzhou, Zhejiang, Peoples R China
[2] Shijiazhuang Inst Railway Technol, Dept Electromech Engn, Shijiazhuang, Peoples R China
基金
中国国家自然科学基金;
关键词
Vibration; fault diagnosis; gear; empirical mode decomposition; AR Spectrum; HILBERT-HUANG TRANSFORM;
D O I
10.1109/ICMTMA.2009.430
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A novel method to fault diagnosis of gear crack based on empirical mode decomposition (EMD) and autoregressive (AR) spectrum is presented. This method can carry out empirical mode decomposition and extract feature information of different machine parts in condition monitoring and fault diagnosis of machinery. The main objective of empirical mode decomposition is to separate the time series data into components with different time scale. Then the AR model estimation is applied to I each intrinsic mode function and the AR spectrum is obtained. As an example, the vibration signal of a gearbox is analyzed. The experimental results show that this method based on empirical mode decomposition and autoregressive spectrum can effectively diagnose the crack faults of gear.
引用
收藏
页码:673 / 676
页数:4
相关论文
共 50 条
  • [31] A Novel Impact Feature Extraction Method Based on EMD and Sparse Decomposition for Gear Local Fault Diagnosis
    Liu, Zhongze
    Ding, Kang
    Lin, Huibin
    He, Guolin
    Du, Canyi
    Chen, Zhuyun
    MACHINES, 2022, 10 (04)
  • [32] Vibration Based Gear Fault Diagnosis under Empirical Mode Decomposition and Power Spectrum Density Analysis
    Akram, M. Ammar
    Khushnood, Shahab
    Tariq, Syeda Laraib
    Ali, Hafiz Muhammad
    Nizam, Luqman Ahmad
    ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2019, 13 (03) : 192 - 200
  • [33] An Intelligent Fault Diagnosis Of Rolling Bearing Based On EMD And Correlation Analysis
    Li Jianbao
    Peng Tao
    PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 3931 - 3936
  • [34] Gear Fault Diagnosis Based on Empirical Mode Decomposition and 1.5 Dimension Spectrum
    Cai, Jianhua
    Li, Xiaoqin
    SHOCK AND VIBRATION, 2016, 2016
  • [35] Gear Fault Diagnosis Based on Narrowband Demodulation with Frequency Shift and Spectrum Edit
    Guo, Yu
    Liu, Qian-Nan
    Wu, Xing
    Na, Jing
    INTERNATIONAL JOURNAL OF ENGINEERING AND TECHNOLOGY INNOVATION, 2016, 6 (04) : 243 - 254
  • [36] Gear fault diagnosis based on SSWPT marginal spectrum feature information extraction
    Tang G.
    Xu Z.
    Pang B.
    Bai J.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2022, 41 (14): : 50 - 57
  • [37] Fault diagnosis for motor based on EMD algorithm
    Wang, Lijun
    Wang, Dongfei
    Huang, Yongliang
    Journal of Theoretical and Applied Information Technology, 2012, 44 (02) : 265 - 270
  • [38] Bearing Fault Diagnosis Based on EMD and PSD
    Huang, Ping
    Pan, Ziwei
    Qi, Xiaoli
    Lei, Jiapeng
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 1300 - 1304
  • [39] Fault Diagnosis for Gearbox Based on EMD and Multifractal
    Zhao Ling
    Chu Xiaoyan
    Huang Darong
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 3792 - 3796
  • [40] Gear Fault Diagnosis Based on Second Order Cyclostationary Analysis
    Li, Hui
    ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 1012 - 1018