• DocumentCode
    3003786
  • Title

    Impact of information on the quality of a prognosis indicator

  • Author

    Lorton, Ariane ; Fouladirad, Mitra ; Grall, Antoine

  • Author_Institution
    Appl. Math., EADS-IW/SE/MA, Suresnes, France
  • fYear
    2011
  • fDate
    24-27 Jan. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper proposes a way to determine the quality and the amount of available information on a prognosis. For this purpose, a generic probabilistic model of the evolution of dynamic systems, called Piecewise Deterministic Markov Process (PDMP) is proposed and described. Prognosis consists in the computation of the Remaining Useful Life (RUL) of a system, which is defined thereafter for repairable systems. The way information plays a role into RUL is described as well. Then a criterion is proposed to calculate the impact of information on the use of RUL, especially for systems design. The methodology is illustrated with a BLEED system, simplified to allow analytical results. It details the calculation process and highlights where results are most influenced by the information. For future research, this methodology could be applied on more complex models and/or with other criterion, especially to see the interaction with simulation.
  • Keywords
    Markov processes; aircraft maintenance; probability; remaining life assessment; BLEED system; generic probabilistic model; information quality; piecewise deterministic Markov process; prognosis indicator; remaining useful life; repairable systems; Biological system modeling; Degradation; Estimation; Maintenance engineering; Markov processes; Sensors; Valves; Information; Prognosis; Remaining Useful Life; Repairable System;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Reliability and Maintainability Symposium (RAMS), 2011 Proceedings - Annual
  • Conference_Location
    Lake Buena Vista, FL
  • ISSN
    0149-144X
  • Print_ISBN
    978-1-4244-8857-5
  • Type

    conf

  • DOI
    10.1109/RAMS.2011.5754510
  • Filename
    5754510