Fault Diagnosis for Gearbox Based on Improved Empirical Mode Decomposition

被引:16
|
作者
Zhao, Ling [1 ,2 ]
Huang, Darong [1 ]
Qin, Yi [2 ]
机构
[1] Chongqing Jiaotong Univ, Coll Informat Sci & Engn, Chongqing 400074, Peoples R China
[2] Chongqing Univ, Chongqing 400044, Peoples R China
基金
美国国家科学基金会;
关键词
D O I
10.1155/2015/215806
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The application of the improved empirical mode decomposition (EMD) theory in gearbox fault diagnosis has been studied in this paper, and the transient features of gearbox vibration signals are shown. Based on using EMD, an improved algorithm of orthogonal empirical mode decomposition (OEMD) is put forward and is applied to extract the fault feature. Finally, fault diagnosis application in a gearbox is used as an example to prove the feasibility of the proposed method.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Composite fault diagnosis of gearbox based on empirical mode decomposition and improved variational mode decomposition
    Wang, Jingyue
    Li, Jiangang
    Wang, Haotian
    Guo, Lixin
    [J]. JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2021, 40 (01) : 332 - 346
  • [2] Gearbox fault diagnosis and prediction based on empirical mode decomposition scheme
    Wang, Jia-Zhong
    Zhou, Gui-Hong
    Zhao, Xiao-Shun
    Liu, Shu-Xia
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 1072 - 1075
  • [3] Gearbox Fault Diagnosis Based on Empirical Mode Decomposition and Hilbert Transform
    Liu, Yanli
    Zhang, Dexiang
    Ji, Mingwei
    [J]. AUTOMATIC MANUFACTURING SYSTEMS II, PTS 1 AND 2, 2012, 542-543 : 238 - +
  • [4] Research on Fault Diagnosis of Gearbox with Improved Variational Mode Decomposition
    Wang, Zhijian
    Wang, Junyuan
    Du, Wenhua
    [J]. SENSORS, 2018, 18 (10)
  • [5] Gearbox fault diagnosis using empirical mode decomposition and Hilbert spectrum
    Liu, B
    Riemenschneider, S
    Xu, Y
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2006, 20 (03) : 718 - 734
  • [6] Identification of tooth fault in a gearbox based on cyclostationarity and empirical mode decomposition
    Kim, Jong-Sik
    Lee, Sang-Kwon
    [J]. STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2018, 17 (03): : 494 - 513
  • [7] Gearbox Fault Diagnosis Based on Improved Variational Mode Extraction
    Guo, Yuanjing
    Jiang, Shaofei
    Yang, Youdong
    Jin, Xiaohang
    Wei, Yanding
    [J]. SENSORS, 2022, 22 (05)
  • [8] Modified Empirical Mode Decomposition Process for Improved Fault Diagnosis
    Parey, Anand
    Pachori, Ram Biles
    [J]. 8TH IFTOMM INTERNATIONAL CONFERENCE ON ROTOR DYNAMICS (IFTOMM ROTORDYNAMICS 2010), 2010, : 261 - 265
  • [9] Fault diagnosis of planetary gearbox based on complementary ensemble empirical mode decomposition and Teager energy operator
    Wang, Chaoge
    Li, Hongkun
    Yang, Rui
    Hou, Mengfan
    Tang, Daolong
    Ou, Jiayu
    [J]. 2018 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-CHONGQING 2018), 2018, : 171 - 175
  • [10] Gearbox Fault Diagnosis Using Complementary Ensemble Empirical Mode Decomposition and Permutation Entropy
    Zhao, Liye
    Yu, Wei
    Yan, Ruqiang
    [J]. SHOCK AND VIBRATION, 2016, 2016