Anti-periodic Solutions of Inertial Neural Networks with Time Delays

被引:50
作者
Ke, Yunquan [1 ]
Miao, Chunfang [1 ]
机构
[1] Shaoxing Univ, Dept Math, Shaoxing, Zhejiang, Peoples R China
关键词
Inertial term; Neural networks; Lyapunov method; Anti-periodic solutions; Exponential stability; PERIODIC-SOLUTIONS; STABILITY; EXISTENCE; MODEL; SYNCHRONIZATION; CHAOS;
D O I
10.1007/s11063-016-9540-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the exponential stability of anti-periodic solutions for inertial neural networks with time delays is investigated. First, by properly chosen variable substitution the system is transformed to first order differential equation. Second, some sufficient conditions which can ensure the existence and exponential stability of anti-periodic solutions for the system are obtained by using Lyapunov method and uniformly converges. Finally, an example is given to illustrate the effectiveness of the results.
引用
收藏
页码:523 / 538
页数:16
相关论文
共 39 条
[1]   The existence and stability of the anti-periodic solution for delayed Cohen-Grossberg neural networks with impulsive effects [J].
Abdurahman, Abdujelil ;
Jiang, Haijun .
NEUROCOMPUTING, 2015, 149 :22-28
[2]   DYNAMICS OF SIMPLE ELECTRONIC NEURAL NETWORKS [J].
BABCOCK, KL ;
WESTERVELT, RM .
PHYSICA D, 1987, 28 (03) :305-316
[3]   Matrix measure strategies for stability and synchronization of inertial BAM neural network with time delays [J].
Cao, Jinde ;
Wan, Ying .
NEURAL NETWORKS, 2014, 53 :165-172
[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]   Bifurcation and stabilization of oscillations in ring neural networks with inertia [J].
Horikawa, Yo ;
Kitajima, Hiroyuki .
PHYSICA D-NONLINEAR PHENOMENA, 2009, 238 (23-24) :2409-2418
[7]   Stability of inertial SAM neural network with time-varying delay via impulsive control [J].
Qi, Jiangtao ;
Li, Chuandong ;
Huang, Tingwen .
NEUROCOMPUTING, 2015, 161 :162-167
[8]   EXPONENTIAL STABILITY OF PERIODIC SOLUTIONS FOR INERTIAL COHEN-GROSSBERG-TYPE NEURAL NETWORKS [J].
Ke, Yunquan ;
Miao, Chunfang .
NEURAL NETWORK WORLD, 2014, 24 (04) :377-394
[9]   Stability and existence of periodic solutions in inertial BAM neural networks with time delay [J].
Ke Yunquan ;
Miao Chunfang .
NEURAL COMPUTING & APPLICATIONS, 2013, 23 (3-4) :1089-1099
[10]   Stability analysis of inertial Cohen-Grossberg-type neural networks with time delays [J].
Ke, Yunquan ;
Miao, Chunfang .
NEUROCOMPUTING, 2013, 117 :196-205