DocumentCode :
3268172
Title :
Diagnosis of parametric faults with optimal partitioning of frequency response estimates
Author :
Fong, K.F. ; Loh, A.P. ; Chia, S.B.B.
Author_Institution :
Centre for Intelligent Control, Nat. Univ. of Singapore, Singapore
Volume :
4
fYear :
2002
fDate :
10-13 Dec. 2002
Firstpage :
4383
Abstract :
In this paper, a new frequency domain fault isolation method for linear time-invariant systems is proposed. A fault is assumed to be manifested in the change in one of the system parameters, which will in turn cause a change in the frequency response. Based on this changed frequency response, a fault detection is first made, then followed by a fault isolation which attempts to determine what fault has occurred. In practice, estimation of the frequency response is usually plaqued with noise, contributed from the estimation process as well as system and output noise. The statistical approach to the detection problem has been discussed in our earlier paper. Here, we explore the issue of fault isolation after the detection phase. The proposed method captures the changes in the frequency response by monitoring an observation vector constructed from at least two segments of the frequency response. The changes in frequency response due to corresponding changes in the system parameters are first mapped out as trajectories in the vector plane. When a fault is detected, it is then isolated by comparing it to the reference trajectories. Throughout the fault isolation phase, only the frequency response of the system is estimated and no attempt is made to estimate the system parameters.
Keywords :
T invariance; fault diagnosis; frequency estimation; frequency-domain analysis; linear systems; observability; state-space methods; vectors; estimation process; fault detection; frequency domain fault isolation method; frequency response estimation; linear time invariant systems; observation vector monitoring; optimal partitioning; output noise; parametric fault diagnosis; reference trajectories; system parameters; vector plane; Fault detection; Fault diagnosis; Frequency domain analysis; Frequency estimation; Frequency response; Monitoring; Parameter estimation; Phase detection; Phase estimation; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control, 2002, Proceedings of the 41st IEEE Conference on
ISSN :
0191-2216
Print_ISBN :
0-7803-7516-5
Type :
conf
DOI :
10.1109/CDC.2002.1185062
Filename :
1185062
Link To Document :
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