• DocumentCode
    550107
  • Title

    Fault diagnosis of rolling element bearings based on ensemble empirical mode decomposition

  • Author

    Feng Zhipeng ; Chen Yanjuan ; Ma Fei ; Liu Li ; Hao Rujiang ; Chu Fulei

  • Author_Institution
    Sch. of Mech. Eng., Univ. of Sci. & Technol., Beijing, China
  • fYear
    2011
  • fDate
    22-24 July 2011
  • Firstpage
    2992
  • Lastpage
    2995
  • Abstract
    Periodic impulses in vibration signals and its repeating frequency are the key indicators for diagnosing the localized damage of rolling element bearings. Traditional envelope spectrum is effective in fault diagnosis of rolling element bearings, but it needs optimization of filter parameters which is complicated. A new method based on ensemble empirical mode decomposition (EEMD) and envelope spectral analysis is proposed to extract the characteristic frequency of bearing element fault. The signal is firstly decomposed into mono-components by means of EEMD, then the obtained first intrinsic mode function is analyzed by means of envelope spectrum to identify the repeating frequency of fault induced periodic impulses and thereby to diagnose bearing faults. Its effectiveness in extracting the characteristic frequency of bearing faults, and especially its performance in identifying the symptoms of weak faults, are validated by the experimental signal analyses of seeded fault experiments.
  • Keywords
    condition monitoring; fault diagnosis; feature extraction; mechanical engineering computing; rolling bearings; spectral analysis; vibrations; EEMD; characteristic frequency extraction; damage localization; ensemble empirical mode decomposition; envelope spectral analysis; fault diagnosis; rolling element bearings; signal analysis; vibration signals; Data analysis; Electronic mail; Fault diagnosis; Mechanical engineering; Rolling bearings; Time frequency analysis; Vibrations; Ensemble Empirical Mode Decomposition (EEMD); Envelope Spectrum; Fault Diagnosis; Rolling Element Bearing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (CCC), 2011 30th Chinese
  • Conference_Location
    Yantai
  • ISSN
    1934-1768
  • Print_ISBN
    978-1-4577-0677-6
  • Electronic_ISBN
    1934-1768
  • Type

    conf

  • Filename
    6000444