通过脉冲牵制控制方法实现耦合双曲神经网络的外部同步

Outer Synchronization for Coupled Hyperbolic Neural Networks via Impulsive Pinning Control Method

IEEE Transactions on Systems, Man, and Cybernetics: Systems · 2024
被引 12
ABS 3

中文导读

研究了两个带时滞的耦合双曲神经网络之间的外部同步问题,设计了一种简单有效的脉冲牵制控制器,利用李雅普诺夫泛函等方法得到了新的同步判据,并通过实例验证了结果的有效性。

Abstract

In this chapter, the synchronization problem between two coupled hyperbolic neural networks (CHNNs) with delays is studied. A simple but effective impulsive pinning controller strategy is designed to achieve exponentially outer synchronization on two CHNNs. To get rid of strict restrictions on delays, the Lyapunov functional approach, the comparison principle and the average impulsive interval method are used to investigate the outer synchronization problem, and a novel criterion is obtained. Furthermore, an example is presented to show our results are new and satisfactory.

神经网络同步控制脉冲控制时滞系统