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Mean square stability and almost sure exponential stability of two step Maruyama methods of stochastic delay Hopfield neural networks

Applied Mathematics and Computation, 2019
In this paper, the two-step Maruyama methods of stochastic delay Hopfield neural networks are studied. We have found that under what choices of step-size, the two-step Maruyama methods of stochastic delay Hopfield networks, maintain the stability of ...
A. Rathinasamy, J. Narayanasamy
semanticscholar   +1 more source

Mean Square Exponential Stability of Hybrid Neural Networks with Uncertain Switching Probabilities

2012
This paper is concerned with the global exponential stability problem for a class of Markovian jumping recurrent neural networks (MJRNNs) with uncertain switching probabilities. The Markovian jumping recurrent neural networks under consideration involve parameter uncertainties in the mode transition rate matrix.
Xuyang Lou, Qian Ye, Ke Lou, Baotong Cui
openaire   +1 more source

Mean Square Exponential Stability Analysis for Itô Stochastic Systems With Aperiodic Sampling and Multiple Time-Delays

IEEE Transactions on Automatic Control, 2022
Guoliang Chen   +2 more
exaly  

Lyapunov Characterizations of Exponential Mean Square Input-to-State Stability for Discrete-Time Markovian Switching Nonlinear Systems

IEEE Transactions on Automatic Control, 2023
Anastasia Impicciatore   +2 more
exaly  

Mean square exponential stability of uncertain stochastic delayed neural networks

Physics Letters, Section A: General, Atomic and Solid State Physics, 2008
Wu-Hua Chen, Xiaomei Lu
exaly  

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