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随机变时滞模糊神经网络的均方渐近稳定性

Mean Square Asymptotic Stability of Stochastic Fuzzy Neural Networks with Time-varying Delays
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摘要 基于线性矩阵不等式、Lyapunov-Krasovskill泛函和随机分析方法,研究了一类具有随机变时滞模糊神经网络的均方渐近稳定性,得到了均方渐近稳定性的充分条件.用数值例子说明了结果的有效性. A class of stochastic fuzzy cellular neural networks with time-varying delays is considered.Sufficient conditions for the mean square asymptotic stability are obtained by using LMI,Lyapunov-Krasovskill functional and stochastic analysis.An illustrative example is given to demonstrate the effectiveness of the obtained results.
出处 《河北师范大学学报(自然科学版)》 CAS 北大核心 2010年第4期389-393,共5页 Journal of Hebei Normal University:Natural Science
基金 安徽省自然科学基金(070416225) 安徽省高校省级自然科学基金(KJ2007A003)
关键词 均方渐近稳定 随机 变时滞 模糊细胞神经网络 mean square asymptotically stable stochastic time-varying delays fuzzy cellular neural networks
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参考文献10

  • 1CHUA L O,YANG L.Cellular Neural Network:Theory and Applications[J].IEEE Trans Circuits Syst,1998,35(10):1257-1290.
  • 2YANG T,YANG L B.The Global Stability of Fuzzy Cellural Neural Network[J].IEEE Trans Circ Syst I,1996,43:880-883.
  • 3LIU Y Q,TANG W S.Exponential Stability of Fuzzy Cellular Neural Networks with Constant and Time-varying Delays[J].Physics Letters A,2004,323(3/4):224-233.
  • 4HUANG T W.Exponential Stability of Fuzzy Cellular Neural Networks with Distributed Delay[J].Physics Letters A,2006,351(1/2):48-52.
  • 5WANG J,LU J G.Global Exponential Stability of Fuzzy Cellular Neural Networks with Delays and Reaction-diffusion Terms[J].Chaos,Solitons & Fractals,2008,38(3):878-885.
  • 6ZHANG Q H,XING R G.Global Asymptotic Stability of Fuzzy Cellular Neural Networks with Time-varying Delays[J].Phys Lett A,2008,372(22):3971-3977.
  • 7HAYKIN S.Neural Networks[M].NJ:Prentice-Hall,1994.
  • 8HUANG C X,HE Y G,HUANG L D,et al.Pth Moment Stability Analysis of Stochastic Recurrent Neural Networks with Time-varying Delays[J].Inform Sci,2008,178(9):2194-2203.
  • 9CHEN L,ZHAO H Y.Stability Analysis of Stochastic Fuzzy Cellular Neural Networks with Delays[J].Neurocomputing,2008,72(1/2/3):436-444.
  • 10CAO J D,WANG J.Absolute Exponential Stability of Recurrent Neural Networks with Lipschitz-continuona Activation Functions and Time Delays[J].Neural Networks,2004,17(3):379-390.

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