Generating chaos by an Elman network

被引：26

作者：

Li, X ^{[1
]}

Chen, ZQ

Yuan, ZZ

Chen, GR

机构：

[1] Nankai Univ, Dept Automat, Tianjin 300071, Peoples R China

[2] Univ Houston, Dept Elect & Comp Engn, Houston, TX 77204 USA

来源：

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2001年 / 48卷 / 09期

关键词：

chaos; chaos generation; Elman network; Lyapunov exponent;

D O I：

10.1109/81.948441

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：

A new nonlinear neuron-activation function is introduced into the framework of an Elman network, thereby enabling the neural network to generate chaos. Basic analysis of its fixed point stability and parameter selection criterion for chaos generation is given, and is verified via simulation studies.

引用

页码：1126 / 1131

页数：6

共 15 条

[1] CHAOTIC NEURAL NETWORKS [J].

AIHARA, K ;

TAKABE, T ;

TOYODA, M .

PHYSICS LETTERS A, 1990, 144 (6-7) :333-340

[2]

Chen G., 1998, CHAOS ORDER METHODOL

[3] CHAOTIC SIMULATED ANNEALING BY A NEURAL-NETWORK MODEL WITH TRANSIENT CHAOS [J].

CHEN, LN ;

AIHARA, K .

NEURAL NETWORKS, 1995, 8 (06) :915-930

[4] FINDING STRUCTURE IN TIME [J].

ELMAN, JL .

COGNITIVE SCIENCE, 1990, 14 (02) :179-211

[5] THE PHYSIOLOGY OF PERCEPTION [J].

FREEMAN, WJ .

SCIENTIFIC AMERICAN, 1991, 264 (02) :78-85

[6] A CHAOS NEURO-COMPUTER [J].

INOUE, M ;

NAGAYOSHI, A .

PHYSICS LETTERS A, 1991, 158 (08) :373-376

[7] A network of chaotic elements for information processing [J].

Ishii, S ;

Fukumizu, K ;

Watanabe, S .

NEURAL NETWORKS, 1996, 9 (01) :25-40

[8] PERIOD-DOUBLING OF KINK-ANTIKINK PATTERNS, QUASIPERIODICITY IN ANTIFERRO-LIKE STRUCTURES AND SPATIAL INTERMITTENCY IN COUPLED LOGISTIC LATTICE - TOWARDS A PRELUDE OF A FIELD-THEORY OF CHAOS [J].

KANEKO, K .

PROGRESS OF THEORETICAL PHYSICS, 1984, 72 (03) :480-486

[9] CLUSTERING, CODING, SWITCHING, HIERARCHICAL ORDERING, AND CONTROL IN A NETWORK OF CHAOTIC ELEMENTS [J].

KANEKO, K .

PHYSICA D, 1990, 41 (02) :137-172

[10]

LI X, 2001, CHINA J CONTR DECISI, V16, P504

← 1 2 →