Global exponential stability for uncertain delayed neural networks of neutral type with mixed time delays

被引：56

作者：

Lien, Chang-Hua ^{[1
]}

Yu, Ker-Wei ^{[1
]}

Lin, Yen-Feng ^{[1
]}

Chung, Yeong-Jay ^{[1
]}

Chung, Long-Yeu ^{[2
]}

机构：

[1] Natl Kaohsiung Marine Univ, Dept Marine Engn, Kaohsiung 811, Taiwan

[2] Tung Fang Inst Technol, Dept Elect Engn, Kaohsiung 829, Taiwan

来源：

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS | 2008年 / 38卷 / 03期

关键词：

delay-dependent criterion; delayed neural networks (DNNs) of neutral type; delay-independent criterion; global exponential stability;

D O I：

10.1109/TSMCB.2008.918564

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The global exponential stability for a class of uncertain delayed neural networks (DNNs) of neutral type with mixed delays is investigated in this paper. Delay-dependent and delay-independent stability criteria are proposed to guarantee the robust stability and uniqueness of equilibrium point of DNNs via linear matrix inequality and Razumikhin-like approaches. Two classes of perturbations on weighting matrices are considered in this paper. Some numerical examples are illustrated to show the effectiveness of our results.

引用

页码：709 / 720

页数：12

共 24 条

[1] [Anonymous], 1994, LINEAR MATRIX INEQUA
[2] Global stability analysis for a class of neural networks with varying delays and control input
Cao, Jiuwen
Zhong, Shouming
Hu, Yuanyuan
[J]. APPLIED MATHEMATICS AND COMPUTATION, 2007, 189 (02) : 1480 - 1490
[3] Trends in agent-based computational modeling of macroeconomics
Chen, SH
[J]. NEW GENERATION COMPUTING, 2005, 23 (01) : 3 - 11
[4] Globally asymptotic stability of a class of neutral-type neural networks with delays
Cheng, Chao-Jung
Liao, Teh-Lu
Yan, Jun-Juh
Hwang, Chi-Chuan
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2006, 36 (05): : 1191 - 1195
[5] Chua L.-O., 2002, Cellular neural networks and visual computing: foundations and applications
[6] CELLULAR NEURAL NETWORKS - APPLICATIONS
CHUA, LO
YANG, L
[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10): : 1273 - 1290
[7] ABSOLUTE STABILITY OF GLOBAL PATTERN-FORMATION AND PARALLEL MEMORY STORAGE BY COMPETITIVE NEURAL NETWORKS
COHEN, MA
GROSSBERG, S
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (05): : 815 - 826
[8] Gu K., 2003, CONTROL ENGN SER BIR, DOI 10.1007/978-1-4612-0039-0
[9] He HL, 2006, LECT NOTES COMPUT SC, V3971, P147
[10] NEURAL NETWORKS AND PHYSICAL SYSTEMS WITH EMERGENT COLLECTIVE COMPUTATIONAL ABILITIES
HOPFIELD, JJ
[J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA-BIOLOGICAL SCIENCES, 1982, 79 (08): : 2554 - 2558

← 1 2 3 →