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

Hua Fu, Xueyang Meng, Yun Chen

2023IEEE Systems Journal16 citationsDOI

Abstract

This article is devoted to the finite-time distributed <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><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 xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><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.

Topics & Concepts

Decoding methodsFiltering problemFilter (signal processing)AlgorithmNotationSet (abstract data type)Computer scienceStochastic processNode (physics)MathematicsTheoretical computer scienceFilter designArithmeticEngineeringStatisticsProgramming languageComputer visionStructural engineeringDistributed Control Multi-Agent SystemsStability and Control of Uncertain SystemsNeural Networks Stability and Synchronization
Finite-Time Distributed Filtering of Time-Varying Switched Stochastic Systems With DoS Attacks Based on Encoding–Decoding Scheme | Litcius