TURING PATTERNS IN CNNS .1. ONCE OVER LIGHTLY

被引:61
作者
GORAS, L
CHUA, LO
LEENAERTS, DMW
机构
[1] Electronics Research Laboratory, University of California at Berkeley, Berkeley
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 1995年 / 42卷 / 10期
基金
美国国家科学基金会;
关键词
D O I
10.1109/81.473567
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
The aim of this three part tutorial is to focus the reader's attention to a new exciting behavior of a particular class of cellular neural networks (CNNs): Turing pattern formation in two-grid coupled CNNs. We first analyze the reduced Chua's circuit as the basic cell for the two-grid coupled CNNs capable of producing Turing patterns. We use a nonstandard normalization to derive a dimensionless state equation of the individual cell. Then, we present an intuitive explanation of Turing pattern formation mechanism for a 1-D two-grid coupled array in relation to the original mechanism proposed by Turing. Finally, we derive the first two conditions for Turing pattern Formation, discuss the boundary conditions, and illustrate via an example on how the number of the equilibrium points of a CNN increases rapidly even though each isolated cell has only one equilibrium point. This study is continued in the next two parts of this tutorial where analytical derivations and various computer simulation results are presented as well.
引用
收藏
页码:602 / 611
页数:10
相关论文
共 14 条
[1]  
[Anonymous], 1991, MATH BIOL
[2]  
BENARD H, 1990, REV GEN SCI PURES AP, V11, P1261
[3]  
BENARD H, 1990, REV GEN SCI PUR APPL, V11, P1309
[4]   CELLULAR NEURAL NETWORKS - APPLICATIONS [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1273-1290
[5]   CELLULAR NEURAL NETWORKS - THEORY [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1257-1272
[6]  
Chua LO, 1969, INTRO NONLINEAR NETW
[7]   METHODS FOR IMAGE-PROCESSING AND PATTERN-FORMATION IN CELLULAR NEURAL NETWORKS - A TUTORIAL [J].
CROUNSE, KR ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1995, 42 (10) :583-601
[8]  
CROUNSE KR, IN PRESS INT J BIFUR, V6
[9]  
KOSCHNMIEDER EL, 1993, BENARD CELLS TAYLOR
[10]  
Madan RN., 1993, CHUAS CIRCUIT PARADI