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Fixed-Time Passivity and Synchronization of Multiweighted Coupled Memristive Neural Networks With Adaptive Couplings

Hong-An Tang, Yunping Wang, Xiaofang Hu, Shukai Duan, Lidan Wang

2024IEEE Transactions on Neural Networks and Learning Systems12 citationsDOI

Abstract

Two types of multiweighted coupled memristive neural networks (CMNNs) with adaptive couplings are introduced in this article, and the fixed-time passivity (FXTP) and fixed-time synchronization (FXTS) of such networks are considered. First, under the developed adaptive scheme, a sufficient condition to guarantee the FXTP for multiweighted CMNNs with adaptive couplings is obtained. Second, the FXTP, fixed-time input-strict passivity and fixed-time output-strict passivity for multiweighted CMNNs with adaptive couplings and coupling delays are investigated by devising an appropriate state feedback controller. Third, applying the Lyapunov functional method, it establishes the FXTS criteria for the two kinds of networks presented. Finally, numerical examples are provided to demonstrate the effectiveness of the derived results.

Topics & Concepts

PassivityControl theory (sociology)Synchronization (alternating current)Computer scienceAdaptive controlArtificial neural networkController (irrigation)Coupling (piping)Lyapunov functionControl (management)Nonlinear systemEngineeringArtificial intelligencePhysicsMechanical engineeringComputer networkElectrical engineeringQuantum mechanicsAgronomyBiologyChannel (broadcasting)Neural Networks Stability and Synchronizationstochastic dynamics and bifurcationAdvanced Memory and Neural Computing