引用本文: | 张玉民,沈 轶,廖晓昕.带有时滞的随机区间Hopfield神经网络的指数稳定性(英文)[J].控制理论与应用,2003,20(5):746~748.[点击复制] |
ZHANG Yu-min,SHEN Yi,LIAO Xiao-xin.Exponential stability for stochastic interval delayed Hopfield neural networks[J].Control Theory and Technology,2003,20(5):746~748.[点击复制] |
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带有时滞的随机区间Hopfield神经网络的指数稳定性(英文) |
Exponential stability for stochastic interval delayed Hopfield neural networks |
摘要点击 1741 全文点击 1166 投稿时间:2002-05-16 修订日期:2003-03-18 |
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DOI编号 10.7641/j.issn.1000-8152.2003.5.019 |
2003,20(5):746-748 |
中文关键词 随机区间时滞Hopfield神经网络 布朗运动 It^o公式 Lyapunov函数 鲁棒稳定性 |
英文关键词 stochastic interval delayed Hopfield neural network Brownian motion It^o formula Lyapunov function robust stability |
基金项目 |
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中文摘要 |
讨论了带有可变时滞的随机区间Hopfield神经网络的指数稳定性, 利用It^o公式和Lyapunov函数, 得到了几个关于其指数稳定时滞无关和时滞相关的充分性条件, 推广了现有文献中关于定常时滞随机神经网络及其确定形式的许多结果. |
英文摘要 |
A type of stochastic interval delayed Hopfield neural network had been studied. By using It formula and Lyapunov function, some new delay-dependent and delay-independent sufficient conditions of its global exponential stability had been given. All the results obtained were generalizations of some recent results reported in the literature for stochastic neural networks with constant delays or their certain cases with variable-delays. |