NASA Logo

NTRS

NTRS - NASA Technical Reports Server

Press Enter or click the Search button to begin your search.

Back to Results
A Game Theoretic Fault Detection FilterThe fault detection process is modelled as a disturbance attenuation problem. The solution to this problem is found via differential game theory, leading to an H(sub infinity) filter which bounds the transmission of all exogenous signals save the fault to be detected. For a general class of linear systems which includes some time-varying systems, it is shown that this transmission bound can be taken to zero by simultaneously bringing the sensor noise weighting to zero. Thus, in the limit, a complete transmission block can he achieved, making the game filter into a fault detection filter. When we specialize this result to time-invariant system, it is found that the detection filter attained in the limit is identical to the well known Beard-Jones Fault Detection Filter. That is, all fault inputs other than the one to be detected (the "nuisance faults") are restricted to an invariant subspace which is unobservable to a projection on the output. For time-invariant systems, it is also shown that in the limit, the order of the state-space and the game filter can be reduced by factoring out the invariant subspace. The result is a lower dimensional filter which can observe only the fault to be detected. A reduced-order filter can also he generated for time-varying systems, though the computational overhead may be intensive. An example given at the end of the paper demonstrates the effectiveness of the filter as a tool for fault detection and identification.
Document ID
19980237943
Acquisition Source
Ames Research Center
Document Type
Other
Authors
Chung, Walter H.
(California Univ. Los Angeles, CA United States)
Speyer, Jason L.
(California Univ. Los Angeles, CA United States)
Date Acquired
September 6, 2013
Publication Date
November 2, 1995
Subject Category
Quality Assurance And Reliability
Funding Number(s)
CONTRACT_GRANT: NCC2-374
CONTRACT_GRANT: F49620-94-1-0084
Distribution Limits
Public
Copyright
Work of the US Gov. Public Use Permitted.
No Preview Available