Pinning adaptive synchronization of neutral-type coupled neural networks with stochastic perturbation
Xiaojie Sun, Zuhong Feng, Xueliang Liu · Advances in Difference Equations · 2014
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.