期刊文献+

具有变时滞双向循环关联神经网络的指数稳定性研究

Research on the Exponential Stability of Bi-directional Association Neural Networks with Variable Delays
下载PDF
导出
摘要 研究了一类具有变时滞的双向循环关联神经网络系统.利用压缩映射原理,讨论了平衡点的存在唯一性;通过构造Lyapunov函数和Halany不等式分析,研究了该系统的指数稳定性,最后通过数值模拟验证了结果. In this paper, we discuss abi-directional association neural networks w ith variable delays. By using contraction mapping principle , the existence and uniqueness of equilibrium po in t are discussed. By constructing Lyapunov function and Halany inequa ity , the exponential stability of the system is investigated. A new model is discussed and numerical simulat ion is verifeied by the results.
出处 《兰州工业学院学报》 2017年第2期90-96,共7页 Journal of Lanzhou Institute of Technology
基金 安徽省教育厅2016年高校优秀青年人才支持计划重点项目(gxyq ZD2016508) 安徽省教育厅2016省级质量工程重点教学研究项目(2016jyxm0632)
关键词 指数稳定性 平衡点 Halany不等式 LYAPUNOV函数 exponential stability equilibrium point Halany inequality Lyapunov function
  • 相关文献

参考文献2

二级参考文献11

  • 1Changyin Sun,Chun-Bo Feng.Global Robust Exponential Stability of Interval Neural Networks with Delays[J].Neural Processing Letters.2003(1)
  • 2T. Shen,Y. Zhang.Improved global robust stability criteria for delayed neural networks[].IEEE Transactions on Circuits and Systems-II.2007
  • 3V. Singh.A new criterion for global robust stability of interval delayed neural networks[].Journal of Computational and Applied Mathematics.2007
  • 4E. Yucel,S. Arik.Novel results for global robust stability of delayed neural networks[].Chaos Solitons Fractals.2007
  • 5X. Liao,K. Wong,Z. Wu et al.Novel robust stability for interval- delayed Hopfield neural[].IEEE Transactions on Circuits and Systems-I.2001
  • 6N. Ozcan,S. Arik.An analysis of global robust stability of neural networks with discrete time delays[].Physics Letters.2006
  • 7Roska T,Wu C W,Chua L O.Stability of cellular neural networks with dominant nonlinear and delay-type templates[].IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications.1993
  • 8Arik S,Tavsanoglu V.On the global asymptotic stability of delayed cellular neural networks[].IEEE Transactions on Circuits and Systems -I : Fundamental Theory and Applications.2000
  • 9Ge S S,Hong F,Lee T H.Adaptive neural network control of nonlinear systems with unknown time delays[].IEEE Transactions on Automatic Control.2003
  • 10Liao X,Yu J.Robust Stability for Interval Hopfield Neural Networks with Time Delay[].IEEE Transactions on Neural Networks.1998

共引文献11

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部