• DocumentCode
    2273799
  • Title

    An interacting multiple model approach to model-based prognostics

  • Author

    Jianhui Luo ; Bixby, Andrew ; Pattipati, Krishna ; Qiao, Liu ; Kawamoto, Masayuki ; Chigusa, Shunsuke

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Connecticut Univ., Storrs, CT, USA
  • Volume
    1
  • fYear
    2003
  • fDate
    5-8 Oct. 2003
  • Firstpage
    189
  • Abstract
    A system wide prognostic process is required to fulfill the needs of expensive and high availability industrial systems. The recent advances in model-based design technology have facilitated the integration of model-based diagnosis and prognosis of systems, leading to condition-based maintenance. In this paper an integrated prognostic process based on data collected from model-based simulations under nominal and degraded conditions is described. Interacting Multiple Model (IMM) is used to track the hidden damage. Remaining life prediction is performed by mixing mode-based life predictions via time-averaged mode probabilities. The prognostic process is demonstrated on a suspension system.
  • Keywords
    perturbation techniques; preventive maintenance; remaining life assessment; state estimation; automotive suspension system; condition based maintenance; hidden damage tracking; industrial systems; integrated prognostic process; interacting multiple model; model based design technology; model based diagnosis; model based prognostics; model based simulations; perturbation techniques; remaining life prediction; state estimation; time averaged mode probabilities; Degradation; Electric breakdown; Fatigue; Mathematical model; Predictive models; Preventive maintenance; Scheduling; Toy industry; Vehicle dynamics; Wood industry;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2003. IEEE International Conference on
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-7952-7
  • Type

    conf

  • DOI
    10.1109/ICSMC.2003.1243813
  • Filename
    1243813