Delay-dependent global exponential robust stability for delayed cellular neural networks with time-varying delay

被引:19
作者
Liu, Pin-Lin [1 ]
机构
[1] Chien Kuo Technol Univ, Dept Automat Engn, Inst Mechatronopt Syst, Changhua 500, Taiwan
关键词
Delayed cellular neural networks (DCNN); Exponential stability; Linear matrix inequality (LMI); Time-varying delays; Lyapunov-Krasovskii functional; ASYMPTOTIC STABILITY; VARIABLE DELAYS; SYSTEMS;
D O I
10.1016/j.isatra.2013.06.011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates a class of delayed cellular neural networks (DCNN) with time-varying delay. Based on the Lyapunov-Krasovski functional and integral inequality approach (IIA), a uniformly asymptotic stability criterion in terms of only one simple linear matrix inequality (LMI) is addressed, which guarantees stability for such time-varying delay systems. This LMI can be easily solved by convex optimization techniques. Unlike previous methods, the upper bound of the delay derivative is taken into consideration, even if larger than or equal to 1. It is proven that results obtained are less conservative than existing ones. Four numerical examples illustrate efficacy of the proposed methods. (C) 2013 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:711 / 716
页数:6
相关论文
共 23 条
[1]   An analysis of global asymptotic stability of delayed cellular neural networks [J].
Arik, S .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (05) :1239-1242
[2]  
Boyd S., 1994, LINEAR MATRIX INEQUA
[3]  
Chua L. O., 2002, Cellular neural networks and visual computing: foundations and applications
[4]   CELLULAR NEURAL NETWORKS - THEORY [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1257-1272
[5]  
GAHINET P, 1995, CONTROL TOOLBOX USER
[6]  
Liu P.-L., 2010, ICIC EXPRESS LETT B, V1, P233
[7]   Improved delay-dependent robust stability criteria for recurrent neural networks with time-varying delays [J].
Liu, Pin-Lin .
ISA TRANSACTIONS, 2013, 52 (01) :30-35
[8]  
Liu PL, 2012, INT J INNOV COMPUT I, V8, P4015
[9]   Robust exponential stability for uncertain time-varying delay systems with delay dependence [J].
Liu, Pin-Lin .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2009, 346 (10) :958-968
[10]   Robust exponential stabilization for uncertain systems with state and control delay [J].
Liu, PL .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2003, 34 (12-13) :675-682