Inner Leakage Fault Diagnosis of Hydraulic Cylinder using Wavelet Energy

被引:11
|
作者
Tang, Hongbin [1 ]
Wu, Yunxin [1 ]
Ma, Changxun [1 ]
机构
[1] Cent S Univ, Coll Mech & Elect Engn, Changsha 410083, Peoples R China
关键词
Inner Leakage of hydraulic cylinder; Fault diagnosis; Wavelet energy; BP network;
D O I
10.4028/www.scientific.net/AMR.139-141.2517
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inner leakage of hydraulic cylinder is a very serious failure in the hydraulic system and it can lead to many problems. A important fault diagnosis way is to detect the pressure signal. But the pressure signal is seriously influenced by pressure fluctuation and other noises. It is difficult to extract features from pressure singal. Aiming at the difficulty in extracting feature from pressure singal in fault diagnosis for leakage of hydraulic cylinder,a fault diagnosis approch based on monitoring preesure singal and wavelet energy is proposed in this article. According to the method, the enegry of different frequency bands after wavelet decomposition costitutes the eigenvectors at first, then these eigenvectors are input into BP network to identify faults. The experimental results show that three modes of no leakage, slighter leakage and severe leakage were correctly identified. This approach can be used in the leakage fault diagnosis of hydraulic cylinder.
引用
收藏
页码:2517 / 2521
页数:5
相关论文
共 50 条
  • [41] Gearbox fault diagnosis using adaptive wavelet filter
    Lin, J
    Zuo, MJ
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2003, 17 (06) : 1259 - 1269
  • [42] Fault diagnosis of hydraulic system using dynamic GRNN
    He, Xiangyu
    Shao, Yimin
    He, Shanghong
    He, Zhiyong
    ICIC Express Letters, 2011, 5 (8 A): : 2617 - 2623
  • [43] Fault diagnosis of a hydraulic actuator using neural network
    Linaric, D
    Koroman, V
    2003 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, 2003, : 108 - 111
  • [44] Analysis and Solution of Hydraulic Cylinder's Leakage Problem
    Shen, Shujun
    Yang, Qiuhe
    MANUFACTURING PROCESS TECHNOLOGY, PTS 1-5, 2011, 189-193 : 664 - 667
  • [45] Intelligent Fault Diagnosis of Hydraulic Piston Pump Based on Wavelet Analysis and Improved AlexNet
    Zhu, Yong
    Li, Guangpeng
    Wang, Rui
    Tang, Shengnan
    Su, Hong
    Cao, Kai
    SENSORS, 2021, 21 (02) : 1 - 18
  • [46] Fault Diagnosis Method for Hydraulic Pump Based on Fuzzy Entropy of Wavelet Packet and LLTSA
    Wang Fei
    Fang Liqing
    Qi Ziyuan
    INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2018, 14 (02) : 60 - 75
  • [47] Application of Wavelet Packet and Mahalanobis-Taguchi System for Hydraulic Pump Fault Diagnosis
    Wang Zhipeng
    Lu Chen
    Tao Xiaochuang
    Fan Huanzhen
    Wang Zili
    2012 INTERNATIONAL CONFERENCE ON FUTURE INFORMATION TECHNOLOGY AND MANAGEMENT SCIENCE & ENGINEERING (FITMSE 2012), 2012, 14 : 41 - 46
  • [48] Wavelet Selection in Fault Diagnosis of Wavelet Transform
    Li Shu'e
    Lv Feng
    Fu Chao
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 2127 - 2130
  • [49] Leakage fault identification in a hydraulic positioning system using extended Kalman filter
    An, L
    Sepehri, N
    PROCEEDINGS OF THE 2004 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2004, : 3088 - 3093
  • [50] Bearing Fault Classification Using Wavelet Energy and Autoencoder
    Udmale, Sandeep S.
    Singh, Sanjay Kumar
    DISTRIBUTED COMPUTING AND INTERNET TECHNOLOGY (ICDCIT 2020), 2020, 11969 : 227 - 238