Existence and stability of traveling wave solutions for multilayer cellular neural networks

被引:5
作者
Hsu, Cheng-Hsiung [1 ]
Lin, Jian-Jhong [1 ]
Yang, Tzi-Sheng [2 ]
机构
[1] Natl Cent Univ, Dept Math, Chungli 32001, Taiwan
[2] Tunghai Univ, Dept Math, Taichung 40704, Taiwan
来源
ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND PHYSIK | 2015年 / 66卷 / 04期
关键词
Multilayer cellular neural networks; Truncated technique; Weighted energy method; Comparison principle; LATTICE DYNAMICAL-SYSTEMS; ASYMPTOTIC SPEEDS; PROPAGATION; EQUATIONS; FAILURE; SPREAD; MODELS; FRONT;
D O I
10.1007/s00033-014-0480-z
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The purpose of this article is to investigate the existence and stability of traveling wave solutions for one-dimensional multilayer cellular neural networks. We first establish the existence of traveling wave solutions using the truncated technique. Then we study the asymptotic behaviors of solutions for the Cauchy problem of the neural model. Applying two kinds of comparison principles and the weighed energy method, we show that all solutions of the Cauchy problem converge exponentially to the traveling wave solutions provided that the initial data belong to a suitable weighted space.
引用
收藏
页码:1355 / 1373
页数:19
相关论文
共 36 条
[1]   The layer effect on multi-layer cellular neural networks [J].
Ban, Jung-Chao ;
Chang, Chih-Hung .
APPLIED MATHEMATICS LETTERS, 2013, 26 (07) :706-709
[2]   On the structure of multi-layer cellular neural networks [J].
Ban, Jung-Chao ;
Chang, Chih-Hung ;
Lin, Song-Sun .
JOURNAL OF DIFFERENTIAL EQUATIONS, 2012, 252 (08) :4563-4597
[3]   ON THE MONOTONICITY OF ENTROPY FOR MULTILAYER CELLULAR NEURAL NETWORKS [J].
Ban, Jung-Chao ;
Chang, Chih-Hung .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2009, 19 (11) :3657-3670
[4]   Spatial complexity in multi-layer cellular neural networks [J].
Ban, Jung-Chao ;
Chang, Chih-Hung ;
Lin, Song-Sun ;
Lin, Yin-Heng .
JOURNAL OF DIFFERENTIAL EQUATIONS, 2009, 246 (02) :552-580
[5]   Traveling waves in lattice dynamical systems [J].
Chow, SN ;
Mallet-Paret, J ;
Shen, WX .
JOURNAL OF DIFFERENTIAL EQUATIONS, 1998, 149 (02) :248-291
[6]  
Chua L.O., 1998, World Scientific Series on Nonlinear Science, Series A, V31
[7]   CELLULAR NEURAL NETWORKS - APPLICATIONS [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1273-1290
[8]   CELLULAR NEURAL NETWORKS - THEORY [J].
CHUA, LO ;
YANG, L .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1988, 35 (10) :1257-1272
[9]  
Fang L., 2010, P ROY SOC LOND A MAT, V466, P1919
[10]   Traveling wave front for a two-component lattice dynamical system arising in competition models [J].
Guo, Jong-Shenq ;
Wu, Chang-Hong .
JOURNAL OF DIFFERENTIAL EQUATIONS, 2012, 252 (08) :4357-4391