Title :
Consensus based overlapping decentralized fault detection and isolation
Author :
Srdjan Stanković;Nemanja Ilić;Željko Djurović;Miloš Stanković;Karl Henrik Johansson
Author_Institution :
Faculty of Electrical Engineering, University of Belgrade 11000 Belgrade, Serbia
Abstract :
In this paper a new distributed fault detection and isolation (FDI) methodology is proposed in the form of a multi-agent network representing a combination of a consensus based FDI observer for residual generation and a consensus based decision making strategy for change detection, applicable in real time. The proposed observer is based on overlapping system decomposition and a combination between the local optimal stochastic FDI observers and a dynamic consensus strategy. It is shown how the proposed algorithm can generate residuals which provide, under general conditions concerning local models and the network topology, high efficiency, scalability and robustness. The proposed decision making strategy provides solutions for two particular cases: a) local detection for non-overlapping parts of the identified subsystems; b) a consensus based strategy for FDI in the overlapping parts. One selected example illustrates the applicability of the proposed methodology in practice.
Keywords :
"Observers","Indexes","Decision making","Noise","Silicon","Change detection algorithms","Covariance matrix"
Conference_Titel :
Control and Fault-Tolerant Systems (SysTol), 2010 Conference on
Print_ISBN :
978-1-4244-8153-8
DOI :
10.1109/SYSTOL.2010.5675991