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用嗅觉系统的动态模型模拟混沌脑电图模式。

Simulation of chaotic EEG patterns with a dynamic model of the olfactory system.

作者信息

Freeman W J

出版信息

Biol Cybern. 1987;56(2-3):139-50. doi: 10.1007/BF00317988.

Abstract

The main parts of the central olfactory system are the bulb (OB), anterior nucleus (AON), and prepyriform cortex (PC). Each part consists of a mass of excitatory or inhibitory neurons that is modelled in its noninteractive state by a 2nd order ordinary differential equation (ODE) having a static nonlinearity. The model is called a KOe or a KOi set respectively; it is evaluated in the "open loop" state under deep anesthesia. Interactions in waking states are represented by coupled KO sets, respectively KIe (mutual excitation) and KIi (mutual inhibition). The coupled KIe and KIi sets form a KII set, which suffices to represent the dynamics of the OB, AON, and PC separately. The coupling of these three structures by both excitatory and inhibitory feedback loops forms a KIII set. The solutions to this high-dimensional system of ODEs suffice to simulate the chaotic patterns of the EEG, including the normal low-level background activity, the high-level relatively coherent "bursts" of oscillation that accompany reception of input to the bulb, and a degenerate state of an epileptic seizure determined by a toroidal chaotic attractor. An example is given of the Ruelle-Takens-Newhouse route to chaos in the olfactory system. Due to the simplicity and generality of the elements of the model and their interconnections, the model can serve as the starting point for other neural systems that generate deterministic chaotic activity.

摘要

中枢嗅觉系统的主要部分包括嗅球(OB)、前嗅核(AON)和梨状前皮质(PC)。每个部分都由大量兴奋性或抑制性神经元组成,在其非交互状态下,这些神经元由具有静态非线性的二阶常微分方程(ODE)建模。该模型分别称为KOe或KOi集;它在深度麻醉下的“开环”状态下进行评估。清醒状态下的相互作用由耦合的KO集表示,分别为KIe(相互兴奋)和KIi(相互抑制)。耦合的KIe和KIi集形成一个KII集,足以分别表示OB、AON和PC的动力学。这三个结构通过兴奋性和抑制性反馈回路的耦合形成一个KIII集。这个高维ODE系统的解足以模拟脑电图的混沌模式,包括正常的低水平背景活动、伴随嗅球接收输入时出现的高水平相对相干的“爆发”振荡,以及由环形混沌吸引子确定的癫痫发作的退化状态。文中给出了嗅觉系统中通往混沌的鲁埃尔 - 塔肯斯 - 纽豪斯路径的一个例子。由于模型元素及其互连的简单性和通用性,该模型可以作为其他产生确定性混沌活动的神经系统的起点。

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