• DocumentCode
    3442519
  • Title

    Best Morlet wavelet-based full information energy entropy extraction with its application to rolling bearing condition monitoring

  • Author

    Chun-Yu Zhao ; Ping Ning ; Bai-Yu Liu ; Lei Wang ; Xiang-Long Ni ; Lun Ma

  • Author_Institution
    Baicheng Ordnance Test Center of China, Baicheng, China
  • fYear
    2013
  • fDate
    15-18 July 2013
  • Firstpage
    1808
  • Lastpage
    1811
  • Abstract
    In order to track degradation trend of bearing performance using shock feature hidden in vibration signal, a best Morlet wavelet transform-based extraction method of full information energy entropy was proposed through integrating Morlet wavelet transform technology and full information technology. The optimization of Morlet wave shape factor was controlled by the minimum Shannon entropy. The information entropy derived from wavelet transform coefficients of multiple sources vibration data was used to reflect the different frequency range-based energy distribution variance of shock feature. Viewed from the application for rolling bearing full lifetime vibration datasets, the results show that the feature trends can reflect the degradation process of bearing health and the bearing operational safety can be ensured by incipient fault detection.
  • Keywords
    condition monitoring; entropy; fault diagnosis; optimisation; rolling bearings; safety; shock waves; vibrations; wavelet transforms; Morlet wave shape factor; bearing health; bearing operational safety; bearing performance; best Morlet wavelet transform-based full information energy entropy extraction; degradation process; degradation trend tracking; frequency range-based energy distribution variance; full information technology; incipient fault detection; minimum Shannon entropy; optimization; rolling bearing condition monitoring; shock feature; vibration data; vibration signal; wavelet transform coefficients; Electric shock; Entropy; Feature extraction; Market research; Vibrations; Wavelet transforms; Morlet wavelet; condition monitoring; full information energy entropy; rolling bearing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE), 2013 International Conference on
  • Conference_Location
    Chengdu
  • Print_ISBN
    978-1-4799-1014-4
  • Type

    conf

  • DOI
    10.1109/QR2MSE.2013.6625928
  • Filename
    6625928