Pinning adaptive synchronization of neutral-type coupled neural networks with stochastic perturbation

Advances in Difference Equations

Zuhong Feng¹  Xueliang Liu²  Xiaojie Sun³ 

[1] Network Information Technology Center, Beifang University of Nationalities, Yinchuan, P.R. China;School of Electronic Engineering, Dongguan University of Technology, Dongguan, P.R. China;Science and Technology Information, Shaanxi Railway Institute, Weinan, P.R. China

关键词: synchronization;    neutral-type;    neural networks;    adaptive pinning control;    stochastic perturbation;   

DOI  :  10.1186/1687-1847-2014-77

学科分类：数学（综合）

来源: SpringerOpen

【 摘 要 】

In this paper, by using a pinning adaptive control scheme, we investigate the almost surely synchronization of neutral-type coupled neural networks with stochastic perturbation. Based on Lyapunov stability theory, stochastic analysis, and matrix theory, some sufficient conditions for almost surely synchronization are derived. Furthermore, a numerical example is exhibited to illustrate the validity of the theoretical results.

【 授权许可】

CC BY