Multistability of Memristive Neural Networks with Time-Varying Delays

被引:7
|
作者
Wu, Ailong [1 ,2 ,3 ]
Jin-E, Zhang [1 ]
机构
[1] Hubei Normal Univ, Coll Math & Stat, Huangshi 435002, Peoples R China
[2] Xi An Jiao Tong Univ, Inst Informat & Syst Sci, Xian 710049, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Peoples R China
关键词
memristive neural networks; hybrid systems; switched network cluster; multistability; EXPONENTIAL STABILITY; SYNCHRONIZATION; DISCRETE; DYNAMICS; SYSTEMS;
D O I
10.1002/cplx.21554
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The recent discovery of memristive neurodynamic systems holds great promise for realizing large-scale nanoionic circuits. Development of pattern memory analysis for memristive neurodynamic systems poses several challenges. In this article, it shows that an n-dimensional memristive neural networks with time-varying delays can have 2(n) locally exponentially stable equilibria in the saturation region. In addition, local exponential stability of delayed memristive neural networks in any designated region is also characterized, which allows the locally exponentially stable equilibria to locate in the designated region. All of these criteria are very easy to be verified. Finally, the effectiveness of the results are illustrated by two numerical examples. (C) 2014 Wiley Periodicals, Inc.
引用
收藏
页码:177 / 186
页数:10
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