Fixed-time output synchronization of coupled neural networks with output coupling and impulsive effects

被引：10
|
作者：
Fang, Jie [1 ,2 ]
Zhang, Yin [1 ]
Liu, Peng [1 ,2 ]
Sun, Junwei [1 ,2 ]
机构：
[1] Zhengzhou Univ Light Ind, Coll Elect & Informat Engn, Zhengzhou 450002, Peoples R China
[2] Henan Key Lab Informat Based Elect Appliances, Zhengzhou 450002, Peoples R China
来源：
NEURAL COMPUTING & APPLICATIONS | 2021年 / 33卷 / 24期
基金：
中国国家自然科学基金;
关键词：
Fixed-time output synchronization; Fixed coupling weights; Adaptive coupling weights; Impulsive effects; Coupled neural networks; FINITE-TIME; GLOBAL CONVERGENCE; ARRAY; STABILITY; DELAYS;
D O I：
10.1007/s00521-021-06349-0
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This article discusses the fixed-time output synchronization of the coupled neural networks with output coupling based on impulsive effects. Two effective controls involving impulsive effects are proposed, under which sufficient conditions for output synchronization under fixed coupling weights and adaptive coupling weights are derived. Compared with the existing works, the systems investigated herein are with impulsive effects, and the settling time of synchronization is finite and independent of the initial values. Finally, a numerical example is provided to substantiate the validity and feasibility of the results.
引用
收藏
页码：17647 / 17658
页数：12
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