Optimal observation strategies for model-based fault detection in distributed systems

Optimal observation strategies for model-based fault detection in distributed systems

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Article ID: iaor20061107
Country: United Kingdom
Volume: 78
Issue: 18
Start Page Number: 1497
End Page Number: 1510
Publication Date: Dec 2005
Journal: International Journal of Control
Authors: ,
Abstract:

In model oriented diagnostics of real-world systems, the problems of structural identification and parameter estimation are of crucial importance. They require a properly-designed schedule of measurements in such a way as to obtain possibly the most informative observational data. The aim of this work is to develop a novel approach to fault detection in distributed systems based on the maximization of the power of parametric hypothesis test, which verifies the nominal state of the considered system. The optimal locations of sensors are determined using the performance index operating on the Fisher Information Matrix. A general scheme is then proposed and tested on a computer example regarding an advection–diffusion problem.

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