Dynamic stability analysis of stochastic fractional-order memristor fuzzy BAM neural networks with delay and leakage terms

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摘要

This paper deals with the uniform stability in mean square of stochastic fractional-order memristor fuzzy BAM neural networks with delay and leakage terms. By employing the ideas of Cauchy–Schwartz inequality, Burkholder–Davis–Gundy inequality, analysis technique, some sufficient conditions are derived to ensure the uniform stability in mean square of such networks. The existence, uniqueness and stability of its equilibrium point are also showed. Two different fractional-order derivatives between the U-layer and V-layer are taken into consideration synchronously with fractional order 1/2 ≤ α < 1. Two examples are also provided to illustrate the effectiveness of our results.

论文关键词:Fractional-order,Fuzzy BAM neural networks,Stochastic,Uniform stability,Leakage term

论文评审过程:Received 11 May 2019, Revised 24 September 2019, Accepted 28 October 2019, Available online 12 November 2019, Version of Record 2 December 2019.

论文官网地址:https://doi.org/10.1016/j.amc.2019.124896