Stability of Inertial Neural Network with Time-Varying Delays Via Sampled-Data Control

被引：20
|
作者：
Wang, Jingfeng [1 ]
Tian, Lixin [2 ]
机构：
[1] Huaiyin Normal Univ, Sch Math Sci, Huaian 22300, Peoples R China
[2] Nanjing Normal Univ, Sch Math Sci, Nanjing 210046, Jiangsu, Peoples R China
来源：
NEURAL PROCESSING LETTERS | 2019年 / 50卷 / 02期
基金：
中国国家自然科学基金;
关键词：
Inertial neural network; Sampled-data control; Time-varying delays; Stability; Synchronization; GLOBAL EXPONENTIAL STABILITY; STATE ESTIMATION; STABILIZATION; SYNCHRONIZATION; SYSTEMS; MODEL;
D O I：
10.1007/s11063-018-9905-6
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, the stability problem is studied for inertial neural network with time-varying delays. The sampled-data control method is employed for the system design. First, by choosing a proper variable substitution, the original system is transformed into first-order differential equations. Then, an input delay approach is applied to deal with the stability of sampling system. Based on the Lyapunov function method, several sufficient conditions are derived to guarantee the global stability of the equilibrium. Furthermore, when employing an error-feedback control term to the slave neural network, parallel criteria regarding to the synchronization of the master neural network are also generated. Finally, some examples are given to illustrate the theoretical results.
引用
收藏
页码：1123 / 1138
页数：16
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