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非线性二元离散神经网络模型的渐近性 被引量:1

Asymptotic Behaviors for a Class of Nonlinear Discrete-time Neural Networks with Two Neurons
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摘要 针对一类具M-P型非线性离散神经网络模型,提出了当初值设定在振动型函数空间上时解的渐近行为问题.通过构造解的表达式,并利用不等式技巧,结合分析方法,获得了大阈值情形下系统唯一平衡点全局稳定性,进一步建立了临界阈值情形下初值不同的解趋于不同平衡点的充要条件.所得结果解决了文献中的相关问题. The asymptotic behavior problem for a class of nonlinear discrete-time neural network model with oscillation initial function was proposed. By making the expression of solutions, global exponential asymptotic stability of the unique equilibrium was obtained if the absolute values of threshold values are large, the necessary and sufficient condictions which guarantee the solutions of the model tend to one of those equilibria respectively in the critical case were established . These results have solved relevant problems in the references.
出处 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第3期53-56,共4页 Journal of Hunan University:Natural Sciences
基金 国家自然科学基金资助项目(10971057)
关键词 神经网络 非线性系统 渐近性 neural networks nonlinear system asymptotion
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参考文献11

  • 1HUANG*L, WU J. The role of threshold in preventing delayinduced oscillations of frustrated neural networks with McCulloch-Pitts nonlinearity[J]. Int J Math Game Theory and Algebra, 2001, 11(6): 71-100. 被引量:1
  • 2WU J. Introduction to neural dynamics and signal transmission delay[M]. New York: Walter de Gruyster, 2001. 被引量:1
  • 3ROSKA T, CHUA L O. Cellular neural networks with nonlinear and delay-type template elements[J]. Int J Circuit Theory Appl, 1992, 20: 469-481. 被引量:1
  • 4CHUA L O, YANG L. Cellular neural networks theory[J]. IEEE Trans Circuits Syst, 1988,35(10):1257-1272. 被引量:1
  • 5GOPALSAMY K, LEUNG I. Delay induced periodicity in a neural netlet of excitation and inhibition[J]. Phys D, 1995, 89: 395-426. 被引量:1
  • 6YUCEL E, ARIK S. New exponential stability results for delayed neural networks with time varying delays[J]. Phys D: Nonlinear Phenomena, 2004, 191: 314-322. 被引量:1
  • 7XU S, LAM J. A new approach to exponential stability analysis of neural networks with time-varying delays [J ]. Neural Networks, 2006, 19: 76-83. 被引量:1
  • 8ZHOU Z, YU J S, HUANG L H. Asymptotic behavior of delay difference systems[J]. Comput Math Appl,2001, 42: 283-290. 被引量:1
  • 9XIONG W J, CAO J D. Global exponential stability of discrete-time Cohen-Grossberg neural networks[J]. Neurocomputing 2005,64: 433-446. 被引量:1
  • 10刘开宇,张弘强.一类具M-P型非线性神经网络模型的渐近性与指数稳定[J].湖南师范大学自然科学学报,2007,30(2):6-10. 被引量:1

二级参考文献7

  • 1HUANG L,WU J. Dynamics of inhibitory artificial neural networks with threshold nonlinearity[ J]. Fields Inst Commun, 2001,29:235-243. 被引量:1
  • 2HOPFIELD J J. Neurons with graded response have collective computational properties like those of two-state neurons[ J]. Proc Nail Acad Sci USA, 1984,81:3 088-3 092. 被引量:1
  • 3HALE J K, VERDUYN LUNEL S M. Introduction to functional differential equations[ M]. New York: Sprlnger-verlag, 1993. 被引量:1
  • 4WU J. Introduction to neural dynamics and signal transmission delay[ M]. New York:Walter de Gruyter,2001. 被引量:1
  • 5MARCUS C M,WESTERVELT R M. Stability of analog neural networks with delay[J]. Phys Rev A, 1989,39:347-359. 被引量:1
  • 6ROSKA T,CHUA L O.Cellular neural networks with nonlinear and delay-type template elements[J]. Int J Circuit Theory Appl, 1992, 20:469-481. 被引量:1
  • 7CHUA L O, YANG L. Cellular neural networks: Theory[ J]. IEEE Trans Circuits Syst I, 1988,35 : 1 257-1 272. 被引量:1

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