文章基本信息

标题：Stability of Stochastic Reaction-Diffusion Recurrent Neural Networks with Unbounded Distributed Delays
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作者：Chuangxia Huang ; Xinsong Yang ; Yigang He 等
期刊名称：Discrete Dynamics in Nature and Society
印刷版ISSN：1026-0226
电子版ISSN：1607-887X
出版年度：2011
卷号：2011
DOI：10.1155/2011/570295
出版社：Hindawi Publishing Corporation
摘要：Stability of reaction-diffusion recurrent neural networks (RNNs) with continuously distributed delays and stochastic influence are considered. Some new sufficient conditions to guarantee the almost sure exponential stability and mean square exponential stability of an equilibrium solution are obtained, respectively. Lyapunov's functional method, M-matrix properties, some inequality technique, and nonnegative semimartingale convergence theorem are used in our approach. The obtained conclusions improve some published results.