Synchronization of complex-valued neural networks with mixed two additive time-varying delays

被引：37

作者：

Yuan, Yuefei ^{[1
]}

Song, Qiankun ^{[1
]}

Liu, Yurong ^{[2
,3
]}

Alsaadi, Fuad E. ^{[3
]}

机构：

[1] Chongqing Jiaotong Univ, Dept Math, Chongqing 400074, Peoples R China

[2] Yangzhou Univ, Dept Math, Yangzhou 225002, Jiangsu, Peoples R China

[3] King Abdulaziz Univ, Fac Engn, CSN Res Grp, Jeddah 21589, Saudi Arabia

来源：

NEUROCOMPUTING | 2019年 / 332卷

基金：

中国国家自然科学基金;

关键词：

Complex-valued neural networks; Additive time-varying delays; Synchronization; Complex-valued linear matrix inequality; DEPENDENT STABILITY-CRITERIA; ASYMPTOTIC STABILITY; DISCRETE; SYSTEMS; BOUNDEDNESS; FAILURES;

D O I：

10.1016/j.neucom.2018.12.023

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper focus on the synchronization of complex-valued neural networks (CVNNs) with both discrete and distributed two additive time-varying delays. By applying matrix inequality technique and exploiting reciprocally convex approach, several delay-dependent criteria are presented in the form of linear matrix inequalities (LMIs) to ensure the global synchronization of CVNNs via structuring an appropriate Lyapunov-Krasovskii functional. An example with simulations is provided to ensure the feasibility of the obtained result. (C) 2019 Elsevier B.V. All rights reserved.

引用

页码：149 / 158

页数：10

共 45 条

[1] Target Tracking for Wireless Localization Systems With Degraded Measurements and Quantization Effects [J].

Bai, Xingzhen ;

Wang, Zidong ;

Zou, Lei ;

Cheng, Cheng .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2018, 65 (12) :9687-9697

[2] Improved Stability Criteria for Neural Networks with Two Additive Time-Varying Delay Components [J].

Chen, Huabin .

CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2013, 32 (04) :1977-1990

[3] Stochastic stability for distributed delay neural networks via augmented Lyapunov-Krasovskii functionals [J].

Chen, Yonggang ;

Wang, Zidong ;

Liu, Yurong ;

Alsaadi, Fuad E. .

APPLIED MATHEMATICS AND COMPUTATION, 2018, 338 :869-881

[4] Security Control for Discrete-Time Stochastic Nonlinear Systems Subject to Deception Attacks [J].

Ding, Derui ;

Wang, Zidong ;

Han, Qing-Long ;

Wei, Guoliang .

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2018, 48 (05) :779-789

[5] Robust fixed-time synchronization for uncertain complex-valued neural networks with discontinuous activation functions [J].

Ding, Xiaoshuai ;

Cao, Jinde ;

Alsaedi, Ahmed ;

Alsaadi, Fuad E. ;

Hayat, Tasawar .

NEURAL NETWORKS, 2017, 90 :42-55

[6] Nonlinear dynamics and chaos in a simplified memristor-based fractional-order neural network with discontinuous memductance function [J].

Fan, Yingjie ;

Huang, Xia ;

Wang, Zhen ;

Li, Yuxia .

NONLINEAR DYNAMICS, 2018, 93 (02) :611-627

[7] Improved quasi-synchronization criteria for delayed fractional-order memristor-based neural networks via linear feedback control [J].

Fan, Yingjie ;

Huang, Xia ;

Wang, Zhen ;

Li, Yuxia .

NEUROCOMPUTING, 2018, 306 :68-79

[8] Distributed Federated Tobit Kalman Filter Fusion Over a Packet-Delaying Network: A Probabilistic Perspective [J].

Geng, Hang ;

Wang, Zidong ;

Cheng, Yuhua .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (17) :4477-4489

[9] Joint state and fault estimation for time-varying nonlinear systems with randomly occurring faults and sensor saturations [J].

Hu, Jun ;

Wang, Zidong ;

Gao, Huijun .

AUTOMATICA, 2018, 97 :150-160

[10] Quasi-synchronisation of fractional-order memristor-based neural networks with parameter mismatches [J].

Huang, Xia ;

Fan, Yingjie ;

Jia, Jia ;

Wang, Zhen ;

Li, Yuxia .

IET CONTROL THEORY AND APPLICATIONS, 2017, 11 (14) :2317-2327

← 1 2 3 4 5 →