Title :
A Modified Approach to Observer-based Fault Detection
Author :
Chowdhury, Fahmida N. ; Chen, Wen
Author_Institution :
Univ. of Louisiana, Lafayette
Abstract :
This paper presents a practical and useful modification to the observer-based fault detection technique so that the fault indicator is independent of the observer gain. To this end, the notion of "Total Measurable Fault Information Residual" (ToMFIR) is utilized. It is shown that the conventional fault indicator used in observer-based approaches (the observer output residual), being a function of the observer gain, is not totally reliable for the detection of small faults. We present a simple modification that results in a fault indicator which approaches the ToMFIR in the limit, if the fault function approaches a constant. A DC motor example is simulated in Matlab environment to illustrate the effectiveness of the modified observer residual as a fault indicator.
Keywords :
fault diagnosis; linear systems; observers; LTI systems; fault indicator; linear time-invariant systems; observer gain; observer-based fault detection technique; total measurable fault information residual; Contracts; Control systems; DC motors; Fault detection; Intelligent control; Mathematical model; NASA; Fault detection; Luenberger observer; modified observer output residual; total measurable fault information residual;
Conference_Titel :
Intelligent Control, 2007. ISIC 2007. IEEE 22nd International Symposium on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-0440-7
Electronic_ISBN :
2158-9860
DOI :
10.1109/ISIC.2007.4450943