Fault Detection and Isolation of discrete-time Markovian jump linear systems with application to a network of multi-agent systems having imperfect communication channels

This paper deals with the problem of Fault Detection and Isolation (FDI) for discrete-time Markovian Jump Linear Systems (MJLSs). A geometric property related to the unobservable subspace of an MJLS is first presented and the concept of unobservability subspace is introduced. Sufficient conditions f...

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Published inAutomatica (Oxford) Vol. 45; no. 9; pp. 2032 - 2040
Main Authors Meskin, N., Khorasani, K.
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier Ltd 01.09.2009
Elsevier
Subjects
Online AccessGet full text
ISSN0005-1098
1873-2836
DOI10.1016/j.automatica.2009.04.020

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Abstract This paper deals with the problem of Fault Detection and Isolation (FDI) for discrete-time Markovian Jump Linear Systems (MJLSs). A geometric property related to the unobservable subspace of an MJLS is first presented and the concept of unobservability subspace is introduced. Sufficient conditions for designing an H ∞ -based FDI algorithm for MJLSs subject to input disturbances and measurement noise are presented and developed. Our proposed approach is then applied to the problem of fault detection and isolation in a network of multi-agent systems when imperfect communication channels exist among the agents. A discrete-time communication link with a stochastic packet dropping effect is considered based on the Gilbert–Elliott model and the entire network is modeled as a discrete-time MJLS. Simulation results are presented for formation flight of satellites to demonstrate and verify the effectiveness and performance capabilities of our proposed FDI algorithm.
AbstractList This paper deals with the problem of Fault Detection and Isolation (FDI) for discrete-time Markovian Jump Linear Systems (MJLSs). A geometric property related to the unobservable subspace of an MJLS is first presented and the concept of unobservability subspace is introduced. Sufficient conditions for designing an H sub([infinity]-based FDI algorithm for MJLSs subject to input disturbances and measurement noise are presented and developed. Our proposed approach is then applied to the problem of fault detection and isolation in a network of multi-agent systems when imperfect communication channels exist among the agents. A discrete-time communication link with a stochastic packet dropping effect is considered based on the Gilbert-Elliott model and the entire network is modeled as a discrete-time MJLS. Simulation results are presented for formation flight of satellites to demonstrate and verify the effectiveness and performance capabilities of our proposed FDI algorithm.)
This paper deals with the problem of Fault Detection and Isolation (FDI) for discrete-time Markovian Jump Linear Systems (MJLSs). A geometric property related to the unobservable subspace of an MJLS is first presented and the concept of unobservability subspace is introduced. Sufficient conditions for designing an H ∞ -based FDI algorithm for MJLSs subject to input disturbances and measurement noise are presented and developed. Our proposed approach is then applied to the problem of fault detection and isolation in a network of multi-agent systems when imperfect communication channels exist among the agents. A discrete-time communication link with a stochastic packet dropping effect is considered based on the Gilbert–Elliott model and the entire network is modeled as a discrete-time MJLS. Simulation results are presented for formation flight of satellites to demonstrate and verify the effectiveness and performance capabilities of our proposed FDI algorithm.
Author Meskin, N.
Khorasani, K.
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Issue 9
Keywords Network of multi-agent systems
Geometric FDI approach
Discrete-time Markovian jump systems
Fault Detection and Isolation (FDI)
Markov process
Markovian system
Probabilistic approach
Transit time
Transmission channel
H infinite control
Solid dynamic
Satellite
Linear time
Modeling
Geometrical model
Multiagent system
Discrete time
Defect
Jump process
Jumping
Formation
Fault diagnostic
Signal to noise ratio
Language English
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Snippet This paper deals with the problem of Fault Detection and Isolation (FDI) for discrete-time Markovian Jump Linear Systems (MJLSs). A geometric property related...
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SubjectTerms Agents (artificial intelligence)
Algorithms
Applied sciences
Channels
Communication satellites
Computer science; control theory; systems
Control theory. Systems
Discrete-time Markovian jump systems
Exact sciences and technology
Expert systems
Fault detection
Fault Detection and Isolation (FDI)
Fundamental areas of phenomenology (including applications)
Geometric FDI approach
Linear systems
Modelling and identification
Network of multi-agent systems
Networks
Physics
Solid dynamics (ballistics, collision, multibody system, stabilization...)
Solid mechanics
Title Fault Detection and Isolation of discrete-time Markovian jump linear systems with application to a network of multi-agent systems having imperfect communication channels
URI https://dx.doi.org/10.1016/j.automatica.2009.04.020
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