JOURNAL ARTICLE

Distributed design for active fault diagnosis

Ondřej StrakaIvo Punĉochář

Year: 2021 Journal:   International Journal of Systems Science Vol: 53 (3)Pages: 562-574   Publisher: Taylor & Francis

Abstract

The paper deals with active fault diagnosis of stochastic large-scale systems consisting of several subsystems with separate inputs and observations, which are coupled through the system state. The subsystems are described by multiple models expressing their fault-free and faulty behaviour. The transition between the models is governed by a Markov chain. The paper proposes a distributed design of an active fault diagnosis algorithm, which takes into account the coupling among the subsystems in all stages of the algorithm. This results in a higher quality of the excitation signal and consequently in better decisions. The numerical example shows the improved performance of the proposed algorithm in comparison with the algorithms based on the decentralised design.

Keywords:
Fault (geology) Markov chain Computer science State (computer science) Scale (ratio) Quality (philosophy) Coupling (piping) Control theory (sociology) Algorithm Engineering Artificial intelligence Control (management) Machine learning

Metrics

13
Cited By
1.46
FWCI (Field Weighted Citation Impact)
30
Refs
0.82
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Machine Fault Diagnosis Techniques
Physical Sciences →  Engineering →  Control and Systems Engineering
Control Systems and Identification
Physical Sciences →  Engineering →  Control and Systems Engineering

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