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Extended Robust Exponential Stability of Fuzzy Switched Memristive Inertial Neural Networks With Time-Varying Delays on Mode-Dependent Destabilizing Impulsive Control Protocol

Yongbin Yu, Xiangxiang Wang, Shouming Zhong, Nijing Yang, Nyima Tashi

2020IEEE Transactions on Neural Networks and Learning Systems57 citationsDOI

Abstract

This article investigates the problem of robust exponential stability of fuzzy switched memristive inertial neural networks (FSMINNs) with time-varying delays on mode-dependent destabilizing impulsive control protocol. The memristive model presented here is treated as a switched system rather than employing the theory of differential inclusion and set-value map. To optimize the robust exponentially stable process and reduce the cost of time, hybrid mode-dependent destabilizing impulsive and adaptive feedback controllers are simultaneously applied to stabilize FSMINNs. In the new model, the multiple impulsive effects exist between two switched modes, and the multiple switched effects may also occur between two impulsive instants. Based on switched analysis techniques, the Takagi-Sugeno (T-S) fuzzy method, and the average dwell time, extended robust exponential stability conditions are derived. Finally, simulation is provided to illustrate the effectiveness of the results.

Topics & Concepts

Control theory (sociology)Dwell timeDifferential inclusionComputer scienceExponential stabilityArtificial neural networkInertial frame of referenceMode (computer interface)Fuzzy logicStability (learning theory)MathematicsControl (management)Mathematical optimizationNonlinear systemArtificial intelligencePhysicsQuantum mechanicsMedicineClinical psychologyMachine learningOperating systemNeural Networks Stability and SynchronizationAdvanced Memory and Neural ComputingDistributed Control Multi-Agent Systems
Extended Robust Exponential Stability of Fuzzy Switched Memristive Inertial Neural Networks With Time-Varying Delays on Mode-Dependent Destabilizing Impulsive Control Protocol | Litcius