Finite-Time Distributed Filtering of Time-Varying Switched Stochastic Systems With DoS Attacks Based on Encoding-Decoding Scheme

This article is devoted to the finite-time distributed <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> filtering problem for a class of time-varying switched stochastic systems subject to denial-of-service (DoS) attacks over sensor...

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Published inIEEE systems journal Vol. 18; no. 1; pp. 268 - 277
Main Authors Fu, Hua, Meng, Xueyang, Chen, Yun
Format Journal Article
LanguageEnglish
Published New York IEEE 01.03.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN1932-8184
1937-9234
DOI10.1109/JSYST.2023.3333823

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Abstract This article is devoted to the finite-time distributed <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> filtering problem for a class of time-varying switched stochastic systems subject to denial-of-service (DoS) attacks over sensor networks. To fully utilize the limited network resources, an encoding-decoding scheme is introduced to facilitate the data transmissions through the sensor-to-filter channels. The Bernoulli random variables are utilized to characterize the DoS attacks occurring in a random way. The purpose of the tackled problem is to design a desired distributed filtering method such that both the stochastic finite-time boundedness and prescribed stochastic <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> performance are achieved for the resultant filtering error dynamics. On the basis of stochastic analysis method and average dwell time technique, the sufficient conditions are established to guarantee the existence of the desired filter for each node, and then, the proper filter parameters are calculated by solving a set of iterative matrix inequalities. Subsequently, a recursive distributed filtering algorithm is put forward that is suitable for online implementation. Finally, the validity of the obtained theoretical results is demonstrated by a numerical example.
AbstractList This article is devoted to the finite-time distributed [Formula Omitted] filtering problem for a class of time-varying switched stochastic systems subject to denial-of-service (DoS) attacks over sensor networks. To fully utilize the limited network resources, an encoding–decoding scheme is introduced to facilitate the data transmissions through the sensor-to-filter channels. The Bernoulli random variables are utilized to characterize the DoS attacks occurring in a random way. The purpose of the tackled problem is to design a desired distributed filtering method such that both the stochastic finite-time boundedness and prescribed stochastic [Formula Omitted] performance are achieved for the resultant filtering error dynamics. On the basis of stochastic analysis method and average dwell time technique, the sufficient conditions are established to guarantee the existence of the desired filter for each node, and then, the proper filter parameters are calculated by solving a set of iterative matrix inequalities. Subsequently, a recursive distributed filtering algorithm is put forward that is suitable for online implementation. Finally, the validity of the obtained theoretical results is demonstrated by a numerical example.
This article is devoted to the finite-time distributed <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> filtering problem for a class of time-varying switched stochastic systems subject to denial-of-service (DoS) attacks over sensor networks. To fully utilize the limited network resources, an encoding-decoding scheme is introduced to facilitate the data transmissions through the sensor-to-filter channels. The Bernoulli random variables are utilized to characterize the DoS attacks occurring in a random way. The purpose of the tackled problem is to design a desired distributed filtering method such that both the stochastic finite-time boundedness and prescribed stochastic <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> performance are achieved for the resultant filtering error dynamics. On the basis of stochastic analysis method and average dwell time technique, the sufficient conditions are established to guarantee the existence of the desired filter for each node, and then, the proper filter parameters are calculated by solving a set of iterative matrix inequalities. Subsequently, a recursive distributed filtering algorithm is put forward that is suitable for online implementation. Finally, the validity of the obtained theoretical results is demonstrated by a numerical example.
Author Meng, Xueyang
Chen, Yun
Fu, Hua
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Snippet This article is devoted to the finite-time distributed <inline-formula><tex-math notation="LaTeX">H_{\infty }</tex-math></inline-formula> filtering problem for...
This article is devoted to the finite-time distributed [Formula Omitted] filtering problem for a class of time-varying switched stochastic systems subject to...
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SubjectTerms Algorithms
Coding
Data communication
Data transmission
Decoding
Denial of service attacks
Denial-of-service (DoS) attacks
Denial-of-service attack
distributed <named-content xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" content-type="math" xlink:type="simple"> <inline-formula> <tex-math notation="LaTeX"> H_{\infty }</tex-math> </inline-formula> </named-content> filtering
Dwell time
Encoding
encoding–decoding scheme
Filtration
Iterative methods
Protocols
Random variables
stochastic finite-time boundedness (SFTB)
Stochastic processes
Stochastic systems
switched stochastic systems
Switches
Symmetric matrices
System performance
Title Finite-Time Distributed Filtering of Time-Varying Switched Stochastic Systems With DoS Attacks Based on Encoding-Decoding Scheme
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