• DocumentCode
    3359127
  • Title

    Application of general fractal dimension to rolling bearing diagnosis

  • Author

    Li, Meng ; Liu, Xiujuan ; Yu, Huadong ; Zhao, Ping

  • Author_Institution
    Coll. of Mech. Eng., Changchun Univ., Changchun, China
  • fYear
    2009
  • fDate
    9-12 Aug. 2009
  • Firstpage
    3039
  • Lastpage
    3044
  • Abstract
    The multi-fractal theory is applied for proposing the calculation formula of general fractal dimension according to the characteristic of rolling bearing vibration signal. The general dimension of measured non-stationary time-domain signal is calculated and analysed, the box dimension, the information dimension and the correlation dimension are obtained. Combined general dimension sequence value and mathematics method, the fractal diagnosis classification theory is presented. The fault pattern is recognized and classified by the utilizing theorem of the general dimension correlation coefficient method and general dimension series single value approach method. The theory and experiment analysis show that the general dimension correlation coefficient method is a preferable method in fault pattern recognition for the few samples and high recognition rate. The working conditions is indicated by the general fractal dimensions directly. It is effective to recognize the fault pattern without disassembling the bearing according to the general dimensions. The simple and feasible method is a new approach to the rolling bearings fault diagnosis.
  • Keywords
    acoustic signal processing; condition monitoring; fault diagnosis; fractals; pattern recognition; rolling bearings; vibrations; fault diagnosis; fault pattern recognition; fractal dimension; nonstationary time domain signal; rolling bearing; vibration signal; Employee welfare; Fault diagnosis; Fractals; Information analysis; Mathematics; Pattern analysis; Pattern recognition; Rolling bearings; Signal analysis; Time domain analysis; Fault diagnosis; General fractal dimension; Multi-fractal; Rolling bearing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Mechatronics and Automation, 2009. ICMA 2009. International Conference on
  • Conference_Location
    Changchun
  • Print_ISBN
    978-1-4244-2692-8
  • Electronic_ISBN
    978-1-4244-2693-5
  • Type

    conf

  • DOI
    10.1109/ICMA.2009.5246009
  • Filename
    5246009