IEEE Trans Neural Netw Learn Syst. 2015 Jan;26(1):127-39. doi: 10.1109/TNNLS.2014.2311839.
This paper presents a modified astrocyte model that allows a convenient digital implementation. This model is aimed at reproducing relevant biological astrocyte behaviors, which provide appropriate feedback control in regulating neuronal activities in the central nervous system. Accordingly, we investigate the feasibility of a digital implementation for a single astrocyte and a biological neuronal network model constructed by connecting two limit-cycle Hopf oscillators to an implementation of the proposed astrocyte model using oscillator-astrocyte interactions with weak coupling. Hardware synthesis, physical implementation on field-programmable gate array, and theoretical analysis confirm that the proposed astrocyte model, with considerably low hardware overhead, can mimic biological astrocyte model behaviors, resulting in desynchronization of the two coupled limit-cycle oscillators.
本文提出了一种改进的星形胶质细胞模型,使其可以方便地进行数字实现。该模型旨在复制相关的生物学星形胶质细胞行为,为中枢神经系统中神经元活动的调节提供适当的反馈控制。因此,我们研究了使用振荡器-星形胶质细胞相互作用进行弱耦合连接两个极限环 Hopf 振荡器的生物神经元网络模型和单个星形胶质细胞的数字实现的可行性。硬件综合、现场可编程门阵列上的物理实现和理论分析证实,提出的星形胶质细胞模型具有相当低的硬件开销,可以模拟生物学星形胶质细胞模型行为,导致两个耦合极限环振荡器的去同步。