• DocumentCode
    587393
  • Title

    Fault detection scheme for discrete-time Markov jump linear systems with mode-independent residual

  • Author

    Saijai, Jedsada ; Abdo, Alfred ; Damlakhi, Waseem ; Ding, S.X.

  • Author_Institution
    Inst. for Autom. Control & Complex Syst., Univ. of Duisburg-Essen, Duisburg, Germany
  • fYear
    2012
  • fDate
    3-5 Oct. 2012
  • Firstpage
    1674
  • Lastpage
    1679
  • Abstract
    In this paper, the fault detection (FD) scheme for discrete-time Markov jump linear systems (MJLS) with mode-independent residual generator is addressed. A recursive mode-independent Kalman filter (KF) is used as a residual generator for solving FD problem in MJLS, which is subject to the Gaussian disturbances. By utilizing the identification function, the recursive mode-independent KF is formulated in the extended state space form. Once residual signal is generated, it will be evaluated whether faults occur or not. Residual evaluation function is selected such that the maximum fault detection rate (FDR) is achieved, for a given false alarm rate (FAR). An estimation of the residual evaluation function variance in the fault-free case is recursively computed and consequently used for a threshold setting. Finally, a numerical example is given in order to demonstrate the performance of this proposed FD scheme.
  • Keywords
    Gaussian processes; Kalman filters; Markov processes; discrete time systems; fault diagnosis; linear systems; recursive filters; state estimation; state-space methods; stochastic systems; Gaussian disturbance; MJLS; discrete-time Markov jump linear system; extended state space form; false alarm rate; fault detection scheme; fault-free case; identification function; maximum fault detection rate; mode-independent residual generator; recursive mode-independent Kalman filter; residual evaluation function variance estimation; threshold setting; Covariance matrix; Estimation error; Fault detection; Fault diagnosis; Markov processes; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Applications (CCA), 2012 IEEE International Conference on
  • Conference_Location
    Dubrovnik
  • ISSN
    1085-1992
  • Print_ISBN
    978-1-4673-4503-3
  • Electronic_ISBN
    1085-1992
  • Type

    conf

  • DOI
    10.1109/CCA.2012.6402446
  • Filename
    6402446