A set based approach to detection and isolation of faults in multivariable systems

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In this paper, we propose a set based approach for detecting faults in input/output channels of a closed-loop multivariable system. This approach works with deterministic bounds on measurement noises, disturbances, and fault signals, which may be attractive in some applications. The fault detection problem is formulated as an optimization problem in the state space framework. The dimensionality of the optimization problem increases with time. In order to allow the problem dimension to be fixed at a pre-specified value, a moving horizon based approach is proposed. When the horizon is moved, a parallelotope covering the feasible region of the initial state is propagated by using the 'Recursive Optimal Bounding Parallelotope' methodology. Diagnosis of the location of a fault is carried out by using a series of detection tests. The usefulness of the algorithm for detection and diagnosis is demonstrated by using a heat exchanger example. (C) 2001 Elsevier Science Ireland Ltd. All rights reserved.
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Issue Date
2001-08
Language
English
Article Type
Article
Citation

COMPUTERS CHEMICAL ENGINEERING, v.25, no.7-8, pp.925 - 940

ISSN
0098-1354
DOI
10.1016/S0098-1354(00)00315-X
URI
http://hdl.handle.net/10203/79324
Appears in Collection
CBE-Journal Papers(저널논문)
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