Stability analysis of stochastic Hopfield neural network with mixed time delays
Haitao Liu · Journal of Lanzhou University of Technology · 2011
The problem of mean square robust stability of a class of stochastic Hopfield neural network with discrete and multiple distributed time-varying delays was discussed.Assuming there was neither differentiability nor strict monotonicity with the activation function.By using Lyapunov-Krasovskii functional theory,stochastic analysis theory and LMI control toolbox in Matlab,a criterion was derived for discrimination of asymptotic stability of the addressed system.Finally,a numerical example was given to verify the effectiveness of this results.