Estimation of neurophysiological parameters from the waking EEG using a biophysical model of brain dynamics

作者: Donald. L. Rowe , Peter. A. Robinson , Christopher. J. Rennie

DOI: 10.1016/J.JTBI.2004.07.004

关键词:

摘要: This paper presents the results from using electroencephalographic (EEG) data to estimate values of key neurophysiological parameters a detailed biophysical model brain activity. The incorporates spatial and temporal aspects cortical function including axonal transmission delays, synapto-dendritic rates, range-dependent connectivities, excitatory inhibitory neural populations, intrathalamic, intracortical, corticocortical corticothalamic pathways. Parameter estimates were obtained by fitting model's theoretical spectrum EEG spectra each 100 healthy human subjects. Statistical analysis was used infer significant parameter variations occurring between eyes-closed eyes-open states, correlation matrix investigate links traditional measures quantitative (qEEG). Accurate fits all experimental observed, both inter-subject between-state variability accounted for variance in fitted parameters, which turn consistent with known independent estimates. These thus provide physiological information regarding state. transitions (eyes-closed vs. eyes-open) phenomena idling alpha desynchronization. are also qEEG, but more informative, since they underlying processes. To our knowledge, this is first study where broad range (0.25-50 Hz) large set data.

参考文章(128)
James A. Anderson, An Introduction to Neural Networks ,(1995)
Walter J. Freeman, Linda J. Rogers, Fine temporal resolution of analytic phase reveals episodic synchronization by state transitions in gamma EEGs. Journal of Neurophysiology. ,vol. 87, pp. 937- 945 ,(2002) , 10.1152/JN.00254.2001
David E. Rumelhart, The architecture of mind: a connectionist approach Foundations of cognitive science. pp. 133- 159 ,(1989)
Michael I. Posner, Foundations of cognitive science MIT Press. ,(1989)
David E. Rumelhart, James L. McClelland, , Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations Computational Models of Cognition and Perception. ,(1986) , 10.7551/MITPRESS/5236.001.0001
Michael J. Kahana, Robert Sekuler, Jeremy B. Caplan, Matthew Kirschen, Joseph R. Madsen, Human theta oscillations exhibit task dependence during virtual maze navigation Nature. ,vol. 399, pp. 781- 784 ,(1999) , 10.1038/21645
Nicolas Hô, Alain Destexhe, Synaptic Background Activity Enhances the Responsiveness of Neocortical Pyramidal Neurons Journal of Neurophysiology. ,vol. 84, pp. 1488- 1496 ,(2000) , 10.1152/JN.2000.84.3.1488