EARLY WARNING OF SLIGHT CHANGES IN SYSTEMS

Citation
Q. Zhang et al., EARLY WARNING OF SLIGHT CHANGES IN SYSTEMS, Automatica, 30(1), 1994, pp. 95-113
Citations number
17
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control
Journal title
ISSN journal
00051098
Volume
30
Issue
1
Year of publication
1994
Pages
95 - 113
Database
ISI
SICI code
0005-1098(1994)30:1<95:EWOSCI>2.0.ZU;2-T
Abstract
Techniques for early warning of slight changes in systems and plants a re useful for condition-based maintenance. In this paper we present an approach for this problem. This approach is based on the so-called 'a symptotic local' approach for change detection previously introduced b y some of the authors. Its original principle consists in characterizi ng a system via some identified model, and then to monitor its changes using some data-to-model distance also derived from identification te chniques. We show here that this method is of much wider applicability : model reduction can be enforced, biased identification procedures ca n be used, and finally one can even get rid of identification and use instead some much simpler Monte-Carlo estimation technique prior to ch ange detection. Experiments on AR models are reported and an example f rom gas turbine industry is briefly discussed.