Synchronization in delayed Cohen-Grossberg neural networks with bounded external inputs

被引:5
作者
Li, Chun-Hsien [1 ]
Yang, Suh-Yuh [1 ]
机构
[1] Natl Cent Univ, Dept Math, Jhongli 32001, Taoyuan County, Taiwan
关键词
Cohen-Grossberg neural networks; discrete time delays; distributed time delays; exponential synchronization; Lyapunov functionals; EXPONENTIAL STABILITY; HARMLESS DELAYS; SYSTEMS; NEURONS;
D O I
10.1093/imamat/hxp003
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we study the drive-response-type synchronization in the delayed Cohen-Grossberg neural networks with bounded external inputs. The connection time delays between neurons can be of discrete or distributed form. By using the Lyapunov functional method, we establish three criteria all independent of the time delays for ensuring the occurrence of synchronization with exponential rates. Generally speaking, we prove that the exponential synchronization occurs provided some certain weighted sum of the connection and coupling strengths with other system parameters is positive enough no matter that the connection time delay is of discrete or distributed form. Our criteria improve and extend some existing ones. Furthermore, several concrete examples are provided to show that the three criteria do not include one another. Numerical simulations are also given to demonstrate the theoretical results.
引用
收藏
页码:178 / 200
页数:23
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