On-line fault detection in adaptive control systems by using Kullback Discrimination Index

K. Kumamaru, T. Soderstrom, S. Sagara, K. Morita

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

An on-line scheme to fault detection in adaptive control systems is proposed by introducing Kullback Discrimination Information (KDI) as a detection index. When a physical parameter change due to a failure has occurred in a system under adaptive control, the failure effect will hardly be visible in the output performance because of the adaptation mechanism. Such a parameter change is also difficult to detect by monitoring the regulator parameters, which are determined by a recursive identification based on the direct approach. Since the failure effect is reflected as a change in the predictor model used for the adaptive control design, the fault detection leads to a model discrimination problem. It has been shown that the KDI can be used as an effective distortion measure for the model discrimination and the index can be applied in a modified form to detect a fault on-line. Simulation studies on a second order damped oscillatory system have been carried out to demonstrate the efficiency of the method.

Original languageEnglish
Pages (from-to)1135-1140
Number of pages6
JournalUnknown Journal
Volume2
Issue number8
Publication statusPublished - 1989
Externally publishedYes

Fingerprint

Adaptive control systems
Fault detection
control system
Monitoring
monitoring
simulation
parameter
detection
index
effect

All Science Journal Classification (ASJC) codes

  • Engineering(all)

Cite this

Kumamaru, K., Soderstrom, T., Sagara, S., & Morita, K. (1989). On-line fault detection in adaptive control systems by using Kullback Discrimination Index. Unknown Journal, 2(8), 1135-1140.

On-line fault detection in adaptive control systems by using Kullback Discrimination Index. / Kumamaru, K.; Soderstrom, T.; Sagara, S.; Morita, K.

In: Unknown Journal, Vol. 2, No. 8, 1989, p. 1135-1140.

Research output: Contribution to journalArticle

Kumamaru, K, Soderstrom, T, Sagara, S & Morita, K 1989, 'On-line fault detection in adaptive control systems by using Kullback Discrimination Index', Unknown Journal, vol. 2, no. 8, pp. 1135-1140.
Kumamaru K, Soderstrom T, Sagara S, Morita K. On-line fault detection in adaptive control systems by using Kullback Discrimination Index. Unknown Journal. 1989;2(8):1135-1140.
Kumamaru, K. ; Soderstrom, T. ; Sagara, S. ; Morita, K. / On-line fault detection in adaptive control systems by using Kullback Discrimination Index. In: Unknown Journal. 1989 ; Vol. 2, No. 8. pp. 1135-1140.
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