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A Switching Memory-Based Event-Trigger Scheme for Synchronization of Lur’e Systems With Actuator Saturation: A Hybrid Lyapunov Method

Yanyan Ni, Zhen Wang, Yingjie Fan, Jianquan Lu, Hao Shen

2023IEEE Transactions on Neural Networks and Learning Systems30 citationsDOI

Abstract

This article is concerned with the event-triggered synchronization of Lur'e systems subject to actuator saturation. Aiming at reducing control costs, a switching-memory-based event-trigger (SMBET) scheme, which allows a switching between the sleeping interval and the memory-based event-trigger (MBET) interval, is first presented. In consideration of the characteristics of SMBET, a piecewise-defined but continuous looped-functional is newly constructed, under which the requirement of positive definiteness and symmetry on some Lyapunov matrices is dropped within the sleeping interval. Then, a hybrid Lyapunov method (HLM), which bridges the gap between the continuous-time Lyapunov theory (CTLT) and the discrete-time Lyapunov theory (DTLT), is used to make the local stability analysis of the closed-loop system. Meanwhile, using a combination of inequality estimation techniques and the generalized sector condition, two sufficient local synchronization criteria and a codesign algorithm for the controller gain and triggering matrix are developed. Furthermore, two optimization strategies are, respectively, put forward to enlarge the estimated domain of attraction (DoA) and the allowable upper bound of sleeping intervals on the premise of ensuring local synchronization. Finally, a three-neuron neural network and the classical Chua's circuit are used to carry out some comparison analyses and to display the advantages of the designed SMBET strategy and the constructed HLM, respectively. Also, an application to image encryption is provided to substantiate the feasibility of the obtained local synchronization results.

Topics & Concepts

Control theory (sociology)PiecewiseSynchronization (alternating current)Controller (irrigation)Lyapunov functionLyapunov stabilityComputer scienceMathematicsInterval (graph theory)Topology (electrical circuits)Nonlinear systemControl (management)Artificial intelligenceMathematical analysisBiologyCombinatoricsQuantum mechanicsAgronomyPhysicsNeural Networks Stability and SynchronizationAdvanced Memory and Neural ComputingNonlinear Dynamics and Pattern Formation
A Switching Memory-Based Event-Trigger Scheme for Synchronization of Lur’e Systems With Actuator Saturation: A Hybrid Lyapunov Method | Litcius