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
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