Robust adaptive lag synchronization of uncertain fuzzy memristive neural networks with time-varying delays

被引：37

作者：

Liu, Yicheng ^{[1
]}

Li, Chuandong ^{[1
]}

Huang, Tingwen ^{[2
]}

Wang, Xin ^{[1
]}

机构：

[1] Southwest Univ, Coll Elect & Informat Engn, Chongqing 400715, Peoples R China

[2] Texas A&M Univ Qatar, Dept Math, Doha 23874, Qatar

来源：

NEUROCOMPUTING | 2016年 / 190卷

关键词：

Memristive neural networks; Robust; Lag synchronization; Uncertain parameters; Update laws; GLOBAL EXPONENTIAL STABILITY; DYNAMICAL NETWORKS; COMPLEX NETWORKS; STATE ESTIMATION; SYSTEMS;

D O I：

10.1016/j.neucom.2016.01.018

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 investigates the problem of robust adaptive lag synchronization of uncertain fuzzy memristive neural networks with time-varying delays. The memristive neural networks combining fuzzy model with uncertain parameters are described at length. Based on the Lyapunov functional method and novel update laws for parameter uncertainties and controller gainisome sufficient conditions which guarantee the slave systems robust adaptive lag synchronized with the master systems are obtained. Finally, two simulated examples are presented to show the effectiveness and applications of the obtained results. (C) 2016 Elsevier B.V. All rights reserved.

引用

页码：188 / 196

页数：9

共 40 条

[21] Identifying Controlling Nodes in Neuronal Networks in Different Scales [J].

Tang, Yang ;

Gao, Huijun ;

Zou, Wei ;

Kurths, Juergen .

PLOS ONE, 2012, 7 (07)

[22]

Wang XF, 1998, INT J BIFURCAT CHAOS, V12, P440

[23]

Wang Y., 2009, SYST CONTROL LETT, V19, P139

[24] Exponential stability analysis of memristor-based recurrent neural networks with time-varying delays [J].

Wen, Shiping ;

Zeng, Zhigang ;

Huang, Tingwen .

NEUROCOMPUTING, 2012, 97 :233-240

[25] Dynamics Analysis of a Class of Memristor-Based Recurrent Networks with Time-Varying Delays in the Presence of Strong External Stimuli [J].

Wen, Shiping ;

Zeng, Zhigang .

NEURAL PROCESSING LETTERS, 2012, 35 (01) :47-59

[26] A Vectorization-Optimization-Method-Based Type-2 Fuzzy Neural Network for Noisy Data Classification [J].

Wu, Gin-Der ;

Huang, Pang-Hsuan .

IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2013, 21 (01) :1-15

[27] Sampled-Data Synchronization of Chaotic Lur'e Systems With Time Delays [J].

Wu, Zheng-Guang ;

Shi, Peng ;

Su, Hongye ;

Chu, Jian .

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2013, 24 (03) :410-421

[28] Synchronization schemes for coupled identical Yang-Yang type fuzzy cellular neural networks [J].

Xia, Yonghui ;

Yang, Zijiang ;

Han, Maoan .

COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2009, 14 (9-10) :3645-3659

[29] Robust Synchronization of Multiple Memristive Neural Networks With Uncertain Parameters via Nonlinear Coupling [J].

Yang, Shaofu ;

Guo, Zhenyuan ;

Wang, Jun .

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2015, 45 (07) :1077-1086

[30] Synchronization of delayed complex dynamical networks with impulsive and stochastic effects [J].

Yang, Xinsong ;

Cao, Jinde ;

Lu, Jianquan .

NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2011, 12 (04) :2252-2266

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