Robust stability of switched Cohen-Grossberg neural networks with mixed time-varying delays

被引:161
|
作者
Yuan, Kun [1 ]
Cao, Jinde
Li, Han-Xiong
机构
[1] SE Univ, Dept Math, Nanjing 210096, Peoples R China
[2] City Univ Hong Kong, Dept Mfg Engn & Engn Management, Kowloon, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Cohen-Grossberg neural networks; mixed time-varying delays; robust stability; switched systems; uncertain systems;
D O I
10.1109/TSMCB.2006.876819
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
By combining Cohen-Grossberg neural networks with an arbitrary switching rule, the mathematical model of a class of switched Cohen-Grossberg neural networks with mixed time-varying delays is established. Moreover, robust stability for such switched Cohen-Grossberg neural networks is analyzed based on a Lyapunov approach and linear matrix inequality (LMI) technique. Simple sufficient conditions are given to guarantee the switched Cohen-Grossberg neural networks to be globally asymptotically stable for all admissible parametric uncertainties. The proposed LMI-based results are computationally efficient as they can be solved numerically using standard commercial software. An example is given to illustrate the usefulness of the results.
引用
收藏
页码:1356 / 1363
页数:8
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