Spiral Attractors in a Reduced Mean-Field Model of Neuron-Glial Interaction

Sergey Olenin, Sergey Stasenko, Tatiana Levanova
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Abstract

It is well known that bursting activity plays an important role in the processes of transmission of neural signals. In terms of population dynamics, macroscopic bursting can be described using a mean-field approach. Mean field theory provides a useful tool for analysis of collective behavior of a large populations of interacting units, allowing to reduce the description of corresponding dynamics to just a few equations. Recently a new phenomenological model was proposed that describes bursting population activity of a big group of excitatory neurons, taking into account short-term synaptic plasticity and the astrocytic modulation of the synaptic dynamics [1]. The purpose of the present study is to investigate various bifurcation scenarios of the appearance of bursting activity in the phenomenological model. We show that the birth of bursting population pattern can be connected both with the cascade of period doubling bifurcations and further development of chaos according to the Shilnikov scenario, which leads to the appearance of a homoclinic attractor containing a homoclinic loop of a saddle-focus equilibrium with the two-dimensional unstable invariant manifold. We also show that the homoclinic spiral attractors observed in the system under study generate several types of bursting activity with different properties.
神经元与神经胶质相互作用的缩小平均场模型中的螺旋吸引子
众所周知,猝发活动在神经信号传输过程中扮演着重要角色。就群体动力学而言,宏观猝发可以用均值场方法来描述。均场理论为分析大量相互作用单元的群体行为提供了有用的工具,可以将相应的动力学描述简化为几个方程。最近,有人提出了一种新的现象学模型,用于描述一大群兴奋性神经元的突发性群体活动,同时考虑了短期突触可塑性和星形胶质细胞对突触动力学的调节作用[1]。本研究的目的是探讨现象学模型中突发性活动出现的各种分岔情况。我们的研究表明,猝发群体模式的产生既与周期加倍分岔的级联有关,也与根据希尔尼科夫(Shilnikov)情景进一步发展的混沌有关,混沌会导致出现一个同室吸引子,该吸引子包含一个鞍焦平衡的同室环与二维不稳定不变流形。我们还证明,在所研究的系统中观察到的同次旋回吸引子会产生几种不同性质的爆破活动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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