• DocumentCode
    2097761
  • Title

    Rolling bearing defect severity evaluation using recurrence plot entropy

  • Author

    Yan, Ruqiang ; Qian, Yuning ; Huang, Zhoudi ; Gao, Robert X.

  • Author_Institution
    Remote Meas. & Control Jiangsu Key Lab., Southeast Univ., Nanjing, China
  • fYear
    2011
  • fDate
    10-12 May 2011
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    This paper presents a new approach to evaluate rolling bearing defect severity based on Recurrence Plot (RP) entropy. As a quantitative measure, the RP entropy is calculated from the probability distribution of the diagonal line length in the recurrence plot, where such plot graphically depicts a system´s dynamics and provides a global picture of the autocorrelation in a time series over all available time-scales, in the reconstructed phase space, to characterize changing dynamics of the system. The experimental results have indicated that, as the working condition of the bearing deteriorates due to the initiation and/or progression of the structural damages, the frequency information contained in the vibration signal becomes increasingly complex, leading to the increase of the RP entropy. Therefore, the RP entropy can serve as an effective parameter for defect severity evaluation of rolling bearings.
  • Keywords
    entropy; mechanical variables measurement; probability; rolling bearings; vibrations; autocorrelation; defect severity evaluation; diagonal line length; frequency information; phase space; probability distribution; quantitative measure; recurrence plot entropy; rolling bearing; vibration signal; Delay effects; Entropy; Pollution measurement; Rolling bearings; Time measurement; Time series analysis; Vibrations; RP entropy; Recurrent plot; defect diagnosis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement Technology Conference (I2MTC), 2011 IEEE
  • Conference_Location
    Binjiang
  • ISSN
    1091-5281
  • Print_ISBN
    978-1-4244-7933-7
  • Type

    conf

  • DOI
    10.1109/IMTC.2011.5944161
  • Filename
    5944161