New Results on Robust Exponential Stability of Uncertain Stochastic Neural Networks with Mixed Time-Varying Delays

作者:Mingang Hua, Xinzhi Liu, Feiqi Deng, Juntao Fei

摘要

This letter considers the robust exponential stability of uncertain stochastic neural networks with mixed time-varying delays. By using Lyapunov–Krasovskii functional and Itô’s differential formula, several new sufficient conditions guaranteeing the global robust exponential stability are derived in terms of linear matrix inequalities. Numerical examples are given to illustrate the effectiveness and less conservativeness of our results.

论文关键词:Stochastic neural networks, Exponential stability, LMIs, Mixed time-varying delays

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论文官网地址:https://doi.org/10.1007/s11063-010-9152-y