A set of stability criteria for delayed cellular neural networks

被引:196
作者
Cao, J [1 ]
机构
[1] Southeast Univ, Dept Appl Math, Nanjing 210096, Peoples R China
[2] Yunnan Univ, Adult Educ Coll, Kunming 650091, Peoples R China
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2001年 / 48卷 / 04期
关键词
cellular neural networks; delay; global asymptotic stability; inequality; Lyapunov functional; parameter; stable equilibrium points;
D O I
10.1109/81.917987
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This brief presents a set of criteria on the global asymptotic stability of delayed cellular neural networks (DCNN) by constructing suitable Lyapunov functionals, introducing ingeniously real parameters w(i) > 0, alpha (ij)*, beta (ij)*, eta (ij)*, zeta (ij)*, alpha (ij), beta (ij), eta (ij), zeta (ij) is an element of R with alpha (ij)* + beta (ij)* = 1, alpha (ij) + beta (ij) = 1,eta (ij)* + zeta (ij)* = 1,eta (ij) + zeta (ij) = 1 (i, j = 1, 2,...,n) and combining with elementary inequality technique 2ab less than or equal to a(2) + b(2). These criteria are of theoretical and applicable important significance in signal processing, especially in speed detection of moving objects, processing of moving images and the design of networks since they possess infinitely adjustable real parameters. This result is also discussed from the point of view of its relationship to earlier results.
引用
收藏
页码:494 / 498
页数:5
相关论文
共 22 条
  • [1] On the global asymptotic stability of delayed cellular neural networks
    Arik, S
    Tavsanoglu, V
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2000, 47 (04): : 571 - 574
  • [2] Equilibrium analysis of delayed CNN's
    Arik, S
    Tavsanoglu, V
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1998, 45 (02): : 168 - 171
  • [3] CAO J, 1999, P 14 IFAC 99 WORLD C, VE, P71
  • [4] CAO J, 1999, P 1999 IEEE WORKSH N, V9, P95
  • [5] Stability analysis of delayed cellular neural networks
    Cao, JD
    Zhou, DM
    [J]. NEURAL NETWORKS, 1998, 11 (09) : 1601 - 1605
  • [6] Global stability analysis in delayed cellular neural networks
    Cao, JD
    [J]. PHYSICAL REVIEW E, 1999, 59 (05): : 5940 - 5944
  • [7] On stability of delayed cellular neural networks
    Cao, JD
    [J]. PHYSICS LETTERS A, 1999, 261 (5-6) : 303 - 308
  • [8] Periodic solutions and exponential stability in delayed cellular neural networks
    Cao, JD
    [J]. PHYSICAL REVIEW E, 1999, 60 (03): : 3244 - 3248
  • [9] CAO JD, 2000, J ELECT, V22, P253
  • [10] CAO JD, 1997, J BIOMATH, V12, P60