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Interval Type-2 Fuzzy-Model-Based Filtering for Nonlinear Systems With Event-Triggering Weighted Try-Once-Discard Protocol and Cyberattacks

Jinliang Liu, Enyu Gong, Lijuan Zha, Engang Tian, Xiangpeng Xie

2023IEEE Transactions on Fuzzy Systems47 citationsDOI

Abstract

This article addresses the fuzzy filtering problem for nonlinear systems based on the interval type-2 fuzzy model. To make better use of the constrained resources for communication, a novel event-triggering weighted try-once-discard protocol (ET-WTODP) is proposed. Different from the existing diverse protocols, ET-WTODP only allows a portion of components with relatively greater deviation to transmit at each triggering moment. The fuzzy filter is constructed with imperfectly matched membership functions and mode-dependent parameters. Denial-of-service (DoS) attacks frequently occur in communication networks are also considered. The overall fuzzy filtering error system (OFES) model is established taking into account ET-WTODP and DoS attacks. The sufficient conditions for the OFES to be asymptotically stable with a preset <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 level are identified by using the Lyapunov stability theory to obtain the desired asynchronous filter. Finally, numerical simulations are presented for verification that the proposed filtering approach is feasible and valid.

Topics & Concepts

Protocol (science)Computer scienceNonlinear systemInterval (graph theory)Fuzzy logicEvent (particle physics)Type (biology)Fuzzy control systemData miningArtificial intelligenceMathematicsMedicinePathologyCombinatoricsQuantum mechanicsAlternative medicineBiologyEcologyPhysicsStability and Control of Uncertain SystemsNetwork Security and Intrusion DetectionFault Detection and Control Systems
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