Global stochastic stability analysis for stochastic neural networks with infinite delay and Markovian switching

作者：

Highlights：

• We consider a novel stochastic NNs model.

• The method is the Lyapunov method, stochastic analysis technique and M-matrix theory.

• We derive sufficient criteria for three kinds of stochastic stability.

• Numerical examples demonstrate the applicability and effectiveness of the theoretical theorems.

摘要

•We consider a novel stochastic NNs model.•The method is the Lyapunov method, stochastic analysis technique and M-matrix theory.•We derive sufficient criteria for three kinds of stochastic stability.•Numerical examples demonstrate the applicability and effectiveness of the theoretical theorems.

论文关键词：Neural networks,Infinite delay,Markovian switching,Stochastic stability

论文评审过程：Available online 12 August 2014.

论文官网地址：https://doi.org/10.1016/j.amc.2014.06.094