STABILITY OF CELLULAR NEURAL NETWORKS AND DELAYED CELLULAR NEURAL NETWORKS WITH NONPOSITIVE TEMPLATES AND NONMONOTONIC OUTPUT FUNCTIONS

被引:117
作者
GILLI, M
机构
[1] Politecnico di Torino, Dipartimento di Elettronica, I-10129 Torino
关键词
D O I
10.1109/81.311541
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
In this paper the problem of the stability of Cellular Neural Networks (CNN's) and Delayed Cellular Neural Networks (DCNN's) is addressed by means of Lyapunov functions (functionals in the delayed case); new classes of nonpositive templates, describing CNN's and DCNN's, are shown to be stable and some conditions are found ensuring the complete stability of dominant template DCNN's and CNN's with nonmonotonic output functions.
引用
收藏
页码:518 / 528
页数:11
相关论文
共 18 条
  • [1] BALSI M, 1991, DNS51991 HUNG AC SCI
  • [2] CELLULAR NEURAL NETWORKS - APPLICATIONS
    CHUA, LO
    YANG, L
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10): : 1273 - 1290
  • [3] CELLULAR NEURAL NETWORKS - THEORY
    CHUA, LO
    YANG, L
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10): : 1257 - 1272
  • [4] ON THE UNIVERSE OF STABLE CELLULAR NEURAL NETWORKS
    CHUA, LO
    WU, CW
    [J]. INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 1992, 20 (05) : 497 - 517
  • [5] STABILITY OF A CLASS OF NONRECIPROCAL CELLULAR NEURAL NETWORKS
    CHUA, LO
    ROSKA, T
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1990, 37 (12): : 1520 - 1527
  • [6] THE CNN PARADIGM
    CHUA, LO
    ROSKA, T
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 1993, 40 (03) : 147 - 156
  • [7] ON THE DYNAMIC BEHAVIOR OF 2-CELL CELLULAR NEURAL NETWORKS
    CIVALLERI, PP
    GILLI, M
    [J]. INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 1993, 21 (05) : 451 - 471
  • [8] CIVALLERI PP, 1993, IEEE T CIRCUITS SYST, V40, P270
  • [9] DIEUDONNE J, 1969, F MODERN ANAL
  • [10] STABILITY ANALYSIS OF GENERALIZED CELLULAR NEURAL NETWORKS
    GUZELIS, C
    CHUA, LO
    [J]. INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 1993, 21 (01) : 1 - 33