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Synchronization of Uncertain Coupled Neural Networks With Time-Varying Delay of Unknown Bound via Distributed Delayed Impulsive Control

Xiaoyu Zhang, Chuandong Li, Hongfei Li, Zhengran Cao

2021IEEE Transactions on Neural Networks and Learning Systems53 citationsDOI

Abstract

This article investigates the issue of synchronization for a type of uncertain coupled neural networks (CNNs) involving time-varying delay with unmeasured or unknown bound by delayed impulsive control with distributed delay. A new Halanay-like delayed differential inequality is presented, and both cases of impulsive control and impulsive perturbation are well-considered. Stemmed from this new inequality and techniques of linear matrix inequalities (LMIs), some sufficient criteria are obtained to achieve both dynamically and statically global μ -synchronization of the delayed CNNs, and a distributed-delay-dependent impulsive controller is designed. A numerical simulation is provided to demonstrate the validity of the obtained theoretical results.

Topics & Concepts

Control theory (sociology)Synchronization (alternating current)Upper and lower boundsArtificial neural networkImpulse (physics)Computer scienceLinear matrix inequalityController (irrigation)Perturbation (astronomy)Control (management)MathematicsTopology (electrical circuits)Mathematical optimizationMathematical analysisPhysicsArtificial intelligenceCombinatoricsBiologyAgronomyQuantum mechanicsNeural Networks Stability and SynchronizationNonlinear Dynamics and Pattern Formationstochastic dynamics and bifurcation