期刊文献+

混合时滞神经网络平衡点的全局稳定性 被引量:2

The global stability of equilibrium for neural networks with time-varying delays and distributed delays
下载PDF
导出
摘要 运用Brouwer不动点理论和Lyapunov函数法,在较一般的条件下研究了一类具有混合时滞神经网络模型平衡点的存在性和全局渐近稳定性,得出一些新的简单判据.并举例和数值仿真说明结果的有效性. By using Brouwer fixed point theorem and constructing the Lyapunov functional,the existence and global asymptotic stability of a neural networks with time-varying delays and distributed delays are studied under more general conditions,Some simple and new criteria are obtained.A numerical example is provided to illustrate the effectiveness of the obtained results.
出处 《华中师范大学学报(自然科学版)》 CAS CSCD 北大核心 2012年第3期293-296,共4页 Journal of Central China Normal University:Natural Sciences
基金 安徽省高等学校优秀人才基金研究项目(2011SQRL136) 淮南师范学院科研项目(2010LK06)
关键词 神经网络 Brouwer不动点 稳定性 neural networks Brouwer fixed point theorem stability
  • 相关文献

参考文献20

  • 1Mohamad S, Gopalsamy K Exponential stability of contlnu- ous-time and discrete-time cellular neural networks [J]. Appl Math Comput, 2003, 135(1): 17- 38.
  • 2Xu S, Lam J,Ho W, et al. Globally robust exponential sta- bility analysis for interval recurrent neural networks [J]. Phys Lett, A, 2004, 325(2) :124-133.
  • 3Li G, Xu J. Analysis of global asymptotic stability of delayed recurrent neural networks [J]. Dyna of Cont Disc and Impu Syst Math Anal, 2006, 13: 306-309.
  • 4Li P, Cao J. Stability in static delayed neural networks: A nonlinear measure approach[J].Neurocomputing, 2006, 19 (13) :1776-1781.
  • 5Chen Y, Wu Y. Novel delay-dependent stability criteria of neural networks with time-varying delay[J]. Neurocomput- ing, 2009, 72(6) :1065-1070.
  • 6Zhang Y. Global exponential convergence of recurrent neural networks with variable delays[J].Theoretical Computer Sci- ence, 2004, 312(2) :281-293.
  • 7Rong L, LMl-based criteria for robust stability of Cohen-Grossberg neural networks with delay [J]. Phys Lett A, 2005, 339(1) : 63-73.
  • 8Liang J, Cao J. Global asymptotic stability of bi-directional associative memory networks with distributed delays[J]. Appl Math Comput, 2004, 152(2): 415-424.
  • 9Fang H, Li J. On the existence of periodic solutions of a neu- tral delay model of single-species population growth [J].J Math Anal Appl, 2001, 259(1): 8-17.
  • 10Liu Z, Chen A, Cao J, et al. Existence and global exponen- tial stability of periodic solution for BAM neural networks with periodic coefficients and time-varying delays [J].IEEE Trans Circuits Syst-I, 2003, 50(9):1162-1173.

共引文献5

同被引文献14

引证文献2

二级引证文献12

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