Cluster Synchronization of Coupled Neural Networks With Levy Noise via Event-Triggered Pinning Control

被引:36
作者
Zhou, Wuneng [1 ,2 ]
Sun, Yuqing [3 ]
Zhang, Xin [4 ]
Shi, Peng [5 ]
机构
[1] Donghua Univ, Sch Informat Sci & Technol, Shanghai 201620, Peoples R China
[2] Minist Educ, Engn Res Ctr Digitized Text & Fash Technol, Shanghai 201620, Peoples R China
[3] Shanghai Univ Engn Sci, Sch Elect & Elect Engn, Shanghai 201620, Peoples R China
[4] Suzhou Univ Sci & Technol, Sch Elect & Informat Engn, Suzhou 215009, Peoples R China
[5] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
基金
上海市自然科学基金;
关键词
Synchronization; Artificial neural networks; Switches; Electronic mail; Complex networks; Sun; Delays; Cluster synchronization; coupled stochastic neural network (NN); event-triggered control; COMPLEX DYNAMICAL NETWORKS; DELAY; STABILITY; SYSTEMS;
D O I
10.1109/TNNLS.2021.3072475
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cluster synchronization means that all multiagents are divided into different clusters according to the equations or roles of nodes in a complex network, and by designing an appropriate algorithm, each cluster can achieve synchronization to a certain value or an isolated node. However, the synchronization values between different clusters are different. With a feedback controller based on the calculation of the control input value and a trigger condition leading to the updating instants, this article introduces the trigger mechanism and designs a new data sampling strategy to achieve cluster synchronization of the coupled neural networks (CNNs), which reduces the number of updates of the controller, thereby reducing unnecessary waste of limited resources. In addition, an example proposes a synchronization algorithm and gives iterative procedures to calculate the trigger instants and prove the validity of the theoretical results.
引用
收藏
页码:6144 / 6157
页数:14
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