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Global exponential stability of interval neural networks with a fixed delay

Global exponential stability of interval neural networks with a fixed delay
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摘要 The problem of the global exponential robust stability of interval neural networks with a fixed delay was studied by an approach combining the Lyapunov-Krasovskii functional with the linear matrix inequality (LMI). The results obtained provide an easily verified guideline for determining the exponential robust stability of delayed neural networks. The theoretical analysis and numerical simulations show that the results are less conservative and less restrictive than those reported recently in the literature. The problem of the global exponential robust stability of interval neural networks with a fixed delay was studied by an approach combining the Lyapunov-Krasovskii functional with the linear matrix inequality (LMI). The results obtained provide an easily verified guideline for determining the exponential robust stability of delayed neural networks. The theoretical analysis and numerical simulations show that the results are less conservative and less restrictive than those reported recently in the literature.
出处 《Journal of Chongqing University》 CAS 2004年第1期39-42,共4页 重庆大学学报(英文版)
基金 theNaturalScienceFoundationofChina(GrantNo.60271019) theDoctorateFoundationoftheMinistryofEducationofChina(GrantNO.20020611007) theAppliedBasicResearchGrantsCommitteeofScienceandTechnologyofChongqing(GrantNO.7370) the
关键词 interval neural networks exponential robust stability Lyapunov-Krasovskii functional linear matrix inequality 间隔神经网络 指数健壮稳定性 线性矩阵不等式 固定延迟 Lyapunov-Krasovskii函数
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参考文献4

  • 1LIAO Xiao-feng,YU Jue-bang.Robust stability for interval neural networks with time delay[].IEEE Transactions on Neural Networks.1998
  • 2XF Liao,K-W Wong,Z Wu,G Chen.Novel robust stability criteria for interval-delayed Hopfield neural networks[].IEEE Transactions on Circuits and Systems for Video Technology.2001
  • 3S. Arik.Global robust stability of delayed neural networks[].IEEE Transactions on Circuits and Systems.2003
  • 4LiaoX,,WangJ.Global and robust stability of intervalHopfield neural networks with time-varying delays[].IntJ NeuralSyst.2003

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