IEEE Trans Neural Netw Learn Syst. 2013 Aug;24(8):1316-26. doi: 10.1109/TNNLS.2013.2257842.
This paper investigates the synchronization problem of coupled switched neural networks (SNNs) with mode-dependent impulsive effects and time delays. The main feature of mode-dependent impulsive effects is that impulsive effects can exist not only at the instants coinciding with mode switching but also at the instants when there is no system switching. The impulses considered here include those that suppress synchronization or enhance synchronization. Based on switching analysis techniques and the comparison principle, the exponential synchronization criteria are derived for coupled delayed SNNs with mode-dependent impulsive effects. Finally, simulations are provided to illustrate the effectiveness of the results.
本文研究了具有模态相关脉冲效应和时滞的耦合切换神经网络(SNN)的同步问题。模态相关脉冲效应的主要特点是,脉冲效应不仅可以存在于与模态切换同时的瞬间,也可以存在于系统没有切换的瞬间。这里考虑的脉冲包括抑制同步或增强同步的脉冲。基于切换分析技术和比较原理,推导出具有模态相关脉冲效应的耦合时滞 SNN 的指数同步准则。最后,通过仿真验证了结果的有效性。