期刊文献+

变时滞细胞神经网络稳定性分析 被引量:4

Global Exponential Stability of Cell Neural Networks with Time-varying Delays
原文传递
导出
摘要 利用矩阵测度、Liapunov函数和Halanay时滞不等式的方法研究了具有变时滞的细胞神经网络模型平衡点的全局指数稳定性问题.给出了判定平衡点全局指数稳定性的几个代数判据,可用于时滞细胞神经网络的设计与检验,数值算例说明其结果的优越性. The global exponential stability of cell neural networks with time-varying delays is discussed. Based on the Halanay inequality and matrix measure, some new sufficient conditions are obtained to ensure the global exponential stability for the DCNN via constructing a proper Lyapunov functional. The results improve and extend some of the earlier publications. In the end of this paper, an example is illustrated to show the effectiveness of our results.
作者 刘江
出处 《数学的实践与认识》 CSCD 北大核心 2009年第15期194-199,共6页 Mathematics in Practice and Theory
基金 江苏省自然科学基金(BK2008119) 徐州师范大学自然科学基金(03XLA01)
关键词 神经网络 变时滞 Halanay时滞不等式 全局指数稳定性 neural networks time-varying delay Halanay delay differential inequality exponential stability
  • 相关文献

参考文献14

  • 1CHUA L O, YANG L. Cellular neural networks theory[J]. IEEE Trans on Circuits and Systems, 1988,35 (10): 1257-1272.
  • 2Gopalsamy K. Stability and Oscillations in Delay Differential Equations of Population Dynamics[M]. Dordrecht, 1992.
  • 3Liao xiaoxin, Xiao dongmei. Globally Exponential stability of Hopfield neural networks with time-varying delays [J].Acta Electroniea Siniea, 2002,4 : 87-90.
  • 4LIAO Xiaoxin. Mathematical theory of cellular neural networks[J]. Science in China (A), 1994,24(10) : 1037- 1046.
  • 5Qiang Zhang, Xiaopeng Wei, Jin Xu. Delay-dependent exponential stability of cellular neural networks with timevarying delays[J]. Chaos, Solitons and Fraetals, 2005,23 : 1363-1369.
  • 6He Huang, Jinde Cao. On global asymptotic stability of recurrent neural networks with time-varying delays[J]. Applied Mathematics and Computation, 2003,142 : 143-154.
  • 7Liao xiaoxin. Novel stability conditions for neural networks with time delays[J]. Int J Bifurcation Chaos,2001, 11 (7) : 1853-1864.
  • 8Hongtao, Lu On stability of nonlinear continuous-time neural networks with delays [J]. Neural Networks, 2002(13) :1135-1143.
  • 9Dong ming Zhou, Jinde Cao. Globally exponential stability conditions for cellular neural networks with timevarying delays[J]. Applied Mathematics and Computation,2002,131 :487-496.
  • 10Joy M. Results concerning the absolute stability of delayed neural networks[J]. Neural Networks,2000,13:613- 616.

同被引文献43

引证文献4

二级引证文献7

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