New Robust Exponential Stability Analysis for Uncertain Neural Networks with Time-varying Delay

被引：7

作者：

Yong-Gang Chen~(1

机构：

来源：

International Journal of Automation & Computing | 2008年 / 04期

关键词：

Robust exponential stability; uncertain neural networks; time-varying delay; Lyapunov functional method; linear matrix inequalities (LMIs);

D O I：

暂无

中图分类号：

TP183 [人工神经网络与计算];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper,the global robust exponential stability is considered for a class of neural networks with parametric uncer- tainties and time-varying delay.By using Lyapunov functional method,and by resorting to the new technique for estimating the upper bound of the derivative of the Lyapunov functional,some less conservative exponential stability criteria are derived in terms of linear matrix inequalities (LMIs).Numerical examples are presented to show the effectiveness of the proposed method.

引用

页码：395 / 400

页数：6

共 6 条

[1] Global robust stability for delayed neural networks with polytopic type uncertainties
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Wang, QG
Zheng, WX
[J]. CHAOS SOLITONS & FRACTALS, 2005, 26 (05) : 1349 - 1354
[2] On global asymptotic stability of neural networks with discrete and distributed delays[J] . Zidong Wang,Yurong Liu,Xiaohui Liu.Physics Letters A . 2005 (4)
[3] LMI-based stability criteria for neural networks with multiple time-varying delays[J] . Yong He,Qing-Guo Wang,Min Wu.Physica D: Nonlinear Phenomena . 2005 (1)
[4] Delay-independent stability analysis of Cohen–Grossberg neural networks[J] . Tianping Chen,Libin Rong.Physics Letters A . 2003 (5)
[5] Delay-dependent exponential stability analysis of delayed neural networks: an LMI approach[J] . Xiaofeng Liao,Guanrong Chen,Edgar N. Sanchez.Neural Networks . 2002 (7)
[6] Delay-dependent stability for neural networks with time-varying delay .2 H.L. Liu,G.H. Chen. Chaos, Solitons and Fractals . 2007

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