Title :
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 :
This paper considers the use of frequency response estimates for change detection. 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 X-2 detector is then designed for the residual. The performance of the fixed sample size detector is compared with a conventional cusum algorithm, and found to be better. The 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; statistical analysis; finite-time estimator; fixed sample size detector; frequency domain; frequency response estimates; spectral changes detection; Control systems; DC motors; Detectors; Fault detection; Frequency domain analysis; Frequency response; Intelligent control; Parametric statistics; Reduced order systems; Robustness;
Conference_Titel :
Decision and Control, 2003. Proceedings. 42nd IEEE Conference on
Print_ISBN :
0-7803-7924-1
DOI :
10.1109/CDC.2003.1272815