Event-triggered synchronization of coupled memristive neural networks

被引:41
作者
Zhu, Sha [1 ]
Bao, Haibo [1 ]
机构
[1] Southwest Univ, Sch Math & Stat, Chongqing 400715, Peoples R China
基金
中国国家自然科学基金;
关键词
Event-triggered control; Coupled memristive neural networks; Synchronization; TIME-VARYING DELAYS; COMPLEX DYNAMICAL NETWORKS; EXPONENTIAL SYNCHRONIZATION; STABILIZATION;
D O I
10.1016/j.amc.2021.126715
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This article is devoted to exploring the synchronization problem of coupled memristive neural networks (CMNN) under event-triggered control (ETC) for the first time. Firstly, combining the concept of Filippov solution with the theory of differential inclusion, the interval parameter system is introduced. Then, static event-triggered control (SETC) condition and dynamic event-triggered control (DETC) condition are given respectively based on a newly designed controller. Thirdly, some novel sufficient conditions are given to synchronize CMNN under ETC scheme by applying Lyapunov function and inequality techniques. Moreover, the positive lower bound of the trigger interval is calculated explicitly, which reveals that Zeno-behavior could be removed. Lastly, the validity of the provided ETC mechanism is further confirmed by an example. (C) 2021 Elsevier Inc. All rights reserved.
引用
收藏
页数:15
相关论文
共 39 条
[1]  
Aubin J., 1984, Differential inclusions, set-valued maps and viability theory
[2]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308
[3]   Stabilization of memristive neural networks with mixed time-varying delays via continuous/periodic event-based control [J].
Cao, Yuting ;
Wang, Shiqin ;
Guo, Zhenyuan ;
Huang, Tingwen ;
Wen, Shiping .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (11) :7122-7138
[4]   Synchronization of memristive neural networks with leakage delay and parameters mismatch via event-triggered control [J].
Cao, Yuting ;
Wang, Shengbo ;
Guo, Zhenyuan ;
Huang, Tingwen ;
Wen, Shiping .
NEURAL NETWORKS, 2019, 119 :178-189
[5]   Event-triggered exponential synchronization of complex dynamical networks with cooperatively directed spanning tree topology [J].
Dai, Hao ;
Jia, Jinping ;
Yan, Li ;
Wang, Fakui ;
Chen, Weisheng .
NEUROCOMPUTING, 2019, 330 :355-368
[6]   Synchronization and Control of Complex Networks via Contraction, Adaptation and Evolution [J].
DeLellis, Pietro ;
di Bernardo, Mario ;
Gorochowski, Thomas E. ;
Russo, Giovanni .
IEEE CIRCUITS AND SYSTEMS MAGAZINE, 2010, 10 (03) :64-82
[7]   Switching event-triggered control for global stabilization of delayed memristive neural networks: An exponential attenuation scheme [J].
Fan, Yingjie ;
Huang, Xia ;
Shen, Hao ;
Cao, Jinde .
NEURAL NETWORKS, 2019, 117 :216-224
[8]   Global exponential synchronization of multiple coupled inertial memristive neural networks with time-varying delay via nonlinear coupling [J].
Guo, Zhenyuan ;
Gong, Shuqing ;
Yang, Shaofu ;
Huang, Tingwen .
NEURAL NETWORKS, 2018, 108 :260-271
[9]   Event-Based Synchronization Control for Memristive Neural Networks With Time-Varying Delay [J].
Guo, Zhenyuan ;
Gong, Shuqing ;
Wen, Shiping ;
Huang, Tingwen .
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (09) :3268-3277
[10]   Pinning synchronization for directed networks with node balance via adaptive intermittent control [J].
Hu, Cheng ;
Jiang, Haijun .
NONLINEAR DYNAMICS, 2015, 80 (1-2) :295-307