非线性系统
物理
数学分析
边值问题
色散(光学)
理论(学习稳定性)
数学
计算机科学
光学
量子力学
机器学习
作者
P. A. Robinson,Christopher Rennie,J. J. Wright
出处
期刊:Physical review
[American Physical Society]
日期:1997-07-01
卷期号:56 (1): 826-840
被引量:489
标识
DOI:10.1103/physreve.56.826
摘要
Nonlinear equations are introduced to model the behavior of the waves of cortical electrical activity that are responsible for signals observed in electroencephalography. These equations incorporate nonlinearities, axonal and dendritic lags, excitatory and inhibitory neuronal populations, and the two-dimensional nature of the cortex, while rendering nonlinear features far more tractable than previous formulations, both analytically and numerically. The model equations are first used to calculate steady-state levels of cortical activity for various levels of stimulation. Dispersion equations for linear waves are then derived analytically and an analytic expression is found for the linear stability boundary beyond which a seizure will occur. The effects of boundary conditions in determining global eigenmodes are also studied in various geometries and the corresponding eigenfrequencies are found. Numerical results confirm the analytic ones, which are also found to reproduce existing results in the relevant limits, thereby elucidating the limits of validity of previous approximations.
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