Prescribed-Time Synchronization of Coupled Memristive Neural Networks with Heterogeneous Impulsive Effects

被引：18
作者：
Bao, Yuangui [1 ]
Zhang, Yijun [1 ]
Zhang, Baoyong [1 ]
Guo, Yu [1 ]
机构：
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Peoples R China
来源：
NEURAL PROCESSING LETTERS | 2021年 / 53卷 / 02期
基金：
中国国家自然科学基金;
关键词：
Prescribed-time synchronization; Coupled memristive neural networks; Impulsive effects; Heterogeneous;
D O I：
10.1007/s11063-021-10469-y
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 is concerned with the prescribed-time synchronization of coupled memristive neural networks (MNNs). The impulsive effects with heterogeneous impulsive instants and impulsive strengths are considered. Different from related results on the fixed-time synchronization, this paper focuses on the prescribed-time synchronization of coupled MNNs, in which the settling time can be prescribed according to task requirements. A sufficient criterion is derived to ensure the prescribed-time synchronization of coupled MNNs. Besides, the proposed design method provides less conservatism compared with the existing results. A numerical example and an application in secure communication are provided to show the effectiveness of the theoretical results
引用
收藏
页码：1615 / 1632
页数：18
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