Gearbox faults diagnosis based on EMD

被引:0
|
作者
Ni Xiaochang [1 ]
Yang Tongqiang
机构
[1] Tianjin Univ Technol & Educ, Dept Elect Engn, Tianjin 300222, Peoples R China
[2] Shijiazhuang Mech Engn Coll, Shijiazhuang 050003, Peoples R China
关键词
EMD; gear box; faults diagnosis;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Empirical mode decomposition (EMD), as a new signal processing method, is used widely for non-linear and non-stationary process. The decomposition is adaptive and efficient. The diagnosis of gearbox fault is introduced in the paper. With this method, the original signals are decomposed into a finite number of stationary Intrinsic Mode functions (IMFs), then a number of IMFs including main fault information are selected to extract fault features. The experimental result shows that it is validity and efficient to diagnosing gearbox faults.
引用
收藏
页码:1184 / 1186
页数:3
相关论文
共 50 条
  • [31] The application of EMD-based methods for diagnosis of winding faults in a transformer using transient and steady state currents
    Mejia-Barron, Arturo
    Valtierra-Rodriguez, Martin
    Granados-Lieberman, David
    Olivares-Galvan, Juan C.
    Escarela-Perez, Rafael
    [J]. MEASUREMENT, 2018, 117 : 371 - 379
  • [32] Planetary gearbox fault diagnosis via extension EMD and GDE to identify instantaneous damping ratio
    Li, Kangqiang
    Feng, Zhipeng
    Sun, Hongtu
    Shen, Kechang
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2021, 40 (24): : 29 - 35
  • [33] Single-channel blind source separation based on EMD and CICA and its application to gearbox multi-fault diagnosis
    Hao, Rujiang
    An, Xuejun
    Shi, Yunlin
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2019, 38 (08): : 225 - 231
  • [34] Data-Driven Diagnosis of Nonlinearly Mixed Mechanical Faults in Wind Turbine Gearbox
    Yang, Qiang
    Hu, Chunzhi
    Zheng, Nenggan
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01): : 466 - 467
  • [35] Semi-supervised diagnosis of wind-turbine gearbox misalignment and imbalance faults
    Alberto Maestro-Prieto, Jose
    Miguel Ramirez-Sanz, Jose
    Bustillo, Andres
    Jose Rodriguez-Diez, Juan
    [J]. APPLIED INTELLIGENCE, 2024, 54 (06) : 4525 - 4544
  • [36] A novel targeted method of informative frequency band selection based on lagged information for diagnosis of gearbox single and compound faults
    Alavi, Hassan
    Ohadi, Abdolreza
    Niaki, Soheil Tofighi
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2022, 170
  • [37] Semi-supervised diagnosis of wind-turbine gearbox misalignment and imbalance faults
    Jose Alberto Maestro-Prieto
    José Miguel Ramírez-Sanz
    Andrés Bustillo
    Juan José Rodriguez-Díez
    [J]. Applied Intelligence, 2024, 54 : 4525 - 4544
  • [38] Feature Extraction of Gearbox Compound Faults Based on Blind Source Separation
    Wang, Xiaowei
    Shi, Linsuo
    Zhang, Wei
    Li, Hui
    [J]. MECHATRONICS AND INTELLIGENT MATERIALS II, PTS 1-6, 2012, 490-495 : 1071 - 1075
  • [39] Research on Diagnosing the Gearbox Faults Based on Near Field Acoustic Holography
    Jiang, W. K.
    Hou, J. J.
    Xing, J. T.
    [J]. 9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011), 2011, 305
  • [40] Dynamic modeling of gearbox faults: A review
    Liang, Xihui
    Zuo, Ming J.
    Feng, Zhipeng
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2018, 98 : 852 - 876