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
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;
Conference_Titel :
Control Applications (CCA), 2012 IEEE International Conference on
Conference_Location :
Dubrovnik
Print_ISBN :
978-1-4673-4503-3
Electronic_ISBN :
1085-1992
DOI :
10.1109/CCA.2012.6402446