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Dynamical complexity in a mean-field model of human EEG

机译:人类脑电图平均场模型中的动力学复杂性

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摘要

A recently proposed mean-field theory of mammalian cortex rhythmogenesis describes the salient features of electrical activity in the cerebral macrocolumn, with the use of inhibitory and excitatory neuronal populations (Liley et al 2002). This model is capable of producing a range of important human EEG (electroencephalogram) features such as the alpha rhythm, the 40 Hz activity thought to be associated with conscious awareness (Bojak & Liley 2007) and the changes in EEG spectral power associated with general anesthetic effect (Bojak & Liley 2005). From the point of view of nonlinear dynamics, the model entails a vast parameter space within which multistability, pseudoperiodic regimes, various routes to chaos, fat fractals and rich bifurcation scenarios occur for physiologically relevant parameter values (van Veen & Liley 2006). The origin and the character of this complex behaviour, and its relevance for EEG activity will be illustrated. The existence of short-lived unstable brain states will also be discussed in terms of the available theoretical and experimental results. A perspective on future analysis will conclude the presentation.
机译:最近提出的哺乳动物皮质节律发生的平均场理论描述了大脑大柱中电活动的显着特征,并使用了抑制性和兴奋性神经元群体(Liley et al 2002)。该模型能够产生一系列重要的人类脑电图(脑电图)特征,例如阿尔法节律,被认为与意识有关的40 Hz活动(Bojak&Liley 2007)以及与全身麻醉有关的脑电图谱功率变化(Bojak&Liley 2005)。从非线性动力学的观点来看,该模型需要一个巨大的参数空间,在该空间中,对于生理学相关的参数值,会出现多重稳定性,伪周期状态,各种混沌路径,脂肪分形和丰富的分叉情形(van Veen&Liley 2006)。将说明这种复杂行为的起源和特征,及其与脑电活动的相关性。还将根据可用的理论和实验结果讨论短暂生命不稳定脑状态的存在。关于未来分析的观点将结束演讲。

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