• DocumentCode
    554877
  • Title

    Development and evaluation of AE based condition indicators for full ceramic bearing fault diagnosis

  • Author

    He, Dawei ; Ruoyu Li ; Zade, M. ; Junda Zhu

  • Author_Institution
    Dept. of Mech. & Ind. Eng., Univ. of Illinois-Chicago, Chicago, IL, USA
  • fYear
    2011
  • fDate
    20-23 June 2011
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    Full ceramic bearings are considered the first step towards full ceramic, oil free engines in the future. No research on full ceramic bearing fault diagnostics using acoustic emission (AE) sensors has been reported. Unlike their steel counterparts, AE fault characteristic features of full ceramic bearings and effective signal processing methods for extracting these characteristic features have not been established. In this paper, the development and evaluation of AE based condition indicators (CIs) for full ceramic bearing fault detection and diagnosis are presented. The AE based CIs are developed using an empirical mode decomposition (EMD) based AE feature extraction method and evaluated by testing bearings with seeded outer race, inner race, ball, and cage faults on a bearing diagnostic test rig.
  • Keywords
    acoustic emission; acoustic signal processing; ceramics; condition monitoring; fault diagnosis; feature extraction; machine bearings; sensors; AE based condition indicators; AE fault characteristic feature extraction method; acoustic emission sensors; bearing diagnostic test rig; cage faults; ceramic bearing fault diagnostics; empirical mode decomposition; inner race; oil free engines; seeded outer race; signal processing methods; Ceramics; Monitoring; Testing; Training; acoustic emission; condition indicator; emperical mode decomposition; fault diagnosis; full ceramic bearing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Prognostics and Health Management (PHM), 2011 IEEE Conference on
  • Conference_Location
    Montreal, QC
  • Print_ISBN
    978-1-4244-9828-4
  • Type

    conf

  • DOI
    10.1109/ICPHM.2011.6024328
  • Filename
    6024328