Dynamics and oscillations of generalized high-order Hopfield neural networks with mixed delays

被引:46
作者
Alimi, Adel M. [1 ]
Aouiti, Chaouki [2 ]
Cherif, Farouk [3 ]
Dridi, Farah [2 ]
M'hamdi, Mohammed Salah [4 ]
机构
[1] Univ Sfax, REG Lab Res Grp Intelligent Machines, Natl Engn Sch Sfax ENIS, BP 1173, Sfax 3038, Tunisia
[2] Univ Carthage, Fac Sci Bizerta, Dept Math, BP W, Zarzouna 7021, Bizerta, Tunisia
[3] Univ Sousse, Lab Math Phys Specials Funct & Applicat LR11ES35, ISSATS, Dept Comp sci, Sousse 4002, Tunisia
[4] Univ Bejaia, Fac Technol, Dept Technol, Bejaia 06000, Algeria
关键词
High-order Hopfield neural networks; Pseudo almost automorphic; Mixed delays; Global exponential stability; Exponential convergence; ALMOST-PERIODIC SOLUTIONS; TIME-VARYING DELAYS; FUNCTIONAL-DIFFERENTIAL EQUATIONS; GLOBAL EXPONENTIAL STABILITY; AUTOMORPHIC SOLUTIONS; WEIGHTED PSEUDO; BANACH-SPACES; DISTRIBUTED DELAYS; EXISTENCE; DISCRETE;
D O I
10.1016/j.neucom.2018.01.061
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Existence and uniqueness of pseudo almost automorphic solutions for a class of high-order Hopfield neural networks are established by employing a suitable fixed point theorem and differential inequality. Moreover, the attractivity and global exponential stability of the pseudo almost automorphic solution are also considered for the system. Two Numerical examples with graphical illustrations are given to illuminate our main results. (C) 2018 Published by Elsevier B.V.
引用
收藏
页码:274 / 295
页数:22
相关论文
共 37 条
[1]  
Abbas Syed, 2014, Cubo, V16, P21
[2]   Pseudo almost automorphic solutions of some nonlinear integro-differential equations [J].
Abbas, Syed .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2011, 62 (05) :2259-2272
[3]   Exponential dichotomy and pseudo-almost automorphy for partial neutral functional differential equations [J].
Alia, Mohamed ;
Ezzinbi, Khalil ;
Fatajou, Samir .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2009, 71 (5-6) :2210-2226
[4]   Existence and Uniqueness of Pseudo Almost-Periodic Solutions of Recurrent Neural Networks with Time-Varying Coefficients and Mixed Delays [J].
Ammar, Boudour ;
Cherif, Farouk ;
Alimi, Adel M. .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (01) :109-118
[6]   Piecewise Pseudo Almost Periodic Solution for Impulsive Generalised High-Order Hopfield Neural Networks with Leakage Delays [J].
Aouiti, Chaouki ;
M'hamdi, Mohammed Salah ;
Cao, Jinde ;
Alsaedi, Ahmed .
NEURAL PROCESSING LETTERS, 2017, 45 (02) :615-648
[7]   The Existence and the Stability of Weighted Pseudo Almost Periodic Solution of High-Order Hopfield Neural Network [J].
Aouiti, Chaouki ;
M'hamdi, Mohammed Salah ;
Cherif, Farouk .
ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2016, PT I, 2016, 9886 :478-485
[8]   Pseudo Almost Automorphic Solutions of Recurrent Neural Networks with Time-Varying Coefficients and Mixed Delays [J].
Aouiti, Chaouki ;
M'hamdi, Mohammed Salah ;
Touati, Abderrahmane .
NEURAL PROCESSING LETTERS, 2017, 45 (01) :121-140
[10]   Global stability of almost periodic solutions of Hopfield neural networks with neutral time-varying delays [J].
Bai, Chuanzhi .
APPLIED MATHEMATICS AND COMPUTATION, 2008, 203 (01) :72-79