A game theoretic fault detection filter
- 1 January 1998
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Automatic Control
- Vol. 43 (2) , 143-161
- https://doi.org/10.1109/9.661064
Abstract
The fault detection process is approximated with a disturbance attenuation problem. The solution to this problem, for both linear time-varying and time-invariant systems, leads to a game theoretic filter which bounds the transmission of all exogenous signals except the fault to be detected. In the limit, when the disturbance attenuation bound is brought to zero, a complete transmission block is achieved by embedding the nuisance inputs into an unobservable, invariant subspace. Since this is the same invariant subspace structure seen in some types of detection filters, we can claim that the asymptotic game filter is itself a detection filter. One can also make use of this subspace structure to reduce the order of the limiting game theoretic filter by factoring this invariant subspace out of the state space. The resulting lower dimensional filter will then be sensitive only to the failure to be detected. A pair of examples given at the end of the paper demonstrate the effectiveness of the filter for time-invariant and time-varying problems in both full-order and reduced-order forms.Keywords
This publication has 27 references indexed in Scilit:
- Robust fault detection filter designJournal of Guidance, Control, and Dynamics, 1996
- Enhancement of robustness in observer-based fault detection†International Journal of Control, 1994
- Robust fault detection of jet engine sensor systems using eigenstructure assignmentJournal of Guidance, Control, and Dynamics, 1992
- Detection filter design: Spectral theory and algorithmsIEEE Transactions on Automatic Control, 1987
- Eigenfactor solution of the matrix Riccati equation--A continuous square root algorithmIEEE Transactions on Automatic Control, 1985
- The optimal linear-quadratic time-invariant regulator with cheap controlIEEE Transactions on Automatic Control, 1979
- Computation of supremal (A,B)-invariant and controllability subspacesIEEE Transactions on Automatic Control, 1978
- The maximally achievable accuracy of linear optimal regulators and linear optimal filtersIEEE Transactions on Automatic Control, 1972
- Totally singular quadratic minimization problemsIEEE Transactions on Automatic Control, 1971
- Linear smoothing using measurements containing correlated noise with an application to inertial navigationIEEE Transactions on Automatic Control, 1968