Fault Diagnosis of Gearbox using EMD and Cepstrum Method based on LABVIEW

被引:0
|
作者
Liu Zi-ran [1 ]
Huang Jin-lai [1 ]
Li Qi [1 ]
Cheng Xiao-hui [1 ]
Chen Ren-quan [1 ]
机构
[1] Henan Univ Technol, Sch Mech & Elect Engn, Zhengzhou 450007, Peoples R China
关键词
LABVIEW; EMD; Cepstrum analysis; Gearbox;
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
Gearbox fault signal has non-stationary and non-linear features, conventional spectral analysis methods all have their own limitations. This paper presents the method of combining empirical mode decomposition (EMD) and cepstrum analysis, and develops a gearbox fault detection system based on LAB VIEW. Practical tests show that each signal could be decomposed into a number of intrinsic mode functions(lMFS) adaptive by the EMD, then do cepstrum analysis to the IMF that contains the main frequency components of the signal, you can visually identify the fault feature. The result shows that this system can detect Gearbox faults effectively.
引用
收藏
页码:968 / 971
页数:4
相关论文
共 50 条
  • [41] A Kind of Gearbox Fault Diagnosis Method based on Multivariable Transfer Characteristic
    Jin Hai-wei
    Zhang Ya-sheng
    Yang Fan-de
    ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 1004 - 1008
  • [42] A Fault Diagnosis Method for Planetary Gearbox Based on GAF-CNN
    Pang X.-Y.
    Tong Y.
    Wei Z.-H.
    Beijing Ligong Daxue Xuebao/Transaction of Beijing Institute of Technology, 2020, 40 (11): : 1161 - 1167
  • [43] Gearbox Fault Diagnosis Method Based on Heterogeneous Information Feature Fusion
    Ma, Hongwei
    Zhen, Lijing
    Feng, Xu
    Zhang, Meng
    PROCEEDINGS OF 2017 CHINA INTERNATIONAL ELECTRICAL AND ENERGY CONFERENCE (CIEEC 2017), 2017, : 693 - 698
  • [44] Gearbox fault diagnosis method based on SVM trained by improved SFLA
    Chen, Guochu, 1600, Springer Verlag (462):
  • [45] Gearbox fault diagnosis method based on multi-algorithm fusion
    Sun Hongyan
    Xie Zhijiang
    Jiang Xuefeng
    Proceedings of the International Conference on Mechanical Transmissions, Vols 1 and 2, 2006, : 1521 - 1525
  • [46] Fault Diagnosis of Gearbox Based on Improved DUCG With Combination Weighting Method
    Gu, Ying-Kui
    Zhang, Min
    Zhou, Xiao-Qing
    IEEE ACCESS, 2019, 7 : 92955 - 92967
  • [47] Fault diagnosis method of planetary gearbox based on enhanced capsule network
    Li D.-C.
    Zhang M.
    Wang K.-S.
    Xiang H.-B.
    Rang T.-B.
    Wang Y.-G.
    Kongzhi yu Juece/Control and Decision, 2023, 38 (03): : 661 - 669
  • [48] Research on Gearbox Fault Diagnosis Method Based on VMD and Optimized LSTM
    Zhang, Bang-Cheng
    Sun, Shi-Qi
    Yin, Xiao-Jing
    He, Wei-Dong
    Gao, Zhi
    APPLIED SCIENCES-BASEL, 2023, 13 (21):
  • [49] An Active Learning Method Based on Uncertainty and Complexity for Gearbox Fault Diagnosis
    Chen, Jiayu
    Zhou, Dong
    Guo, Ziyue
    Lin, Jing
    Lyu, Chuan
    Lu, Chen
    IEEE ACCESS, 2019, 7 : 9022 - 9031
  • [50] Wind Turbine Gearbox Fault Diagnosis Method Based on Riemannian Manifold
    Wang, Shoubin
    Sun, Xiaogang
    Li, Chengwei
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014