Title :
Method for detecting spectral changes in the frequency domain
Author :
Fong, K.F. ; Loh, A.P.
Author_Institution :
Centre for Intelligent Control, Nat. Univ. of Singapore, Singapore
Abstract :
The use of frequency response estimates for change detection is considered. The class of faults considered affects the spectral properties of the system. Spectral changes are detected as deviations in the frequency response, through the choice of a suitable residual. Taking into consideration the statistical nature of a finite-time estimator, a χ2 detector is then designed for the residual. The performance of the fixed sample size detector is compared with a conventional cumulative sum algorithm, and found to be better. A DC motor is used as an implementation example to illustrate the performance and properties of the detector.
Keywords :
fault diagnosis; frequency estimation; frequency response; frequency-domain analysis; linear systems; spectral analysis; DC motor; cumulative sum algorithm; finite-time estimation; fixed sample size detector; frequency domain; frequency response estimation; spectral changes detection;
Journal_Title :
Control Theory and Applications, IEE Proceedings -
DOI :
10.1049/ip-cta:20040906