A piece-wise harmonic Langevin model of EEG dynamics: Theory and application to EEG seizure detection

  • Authors:
  • Murielle Hsu;David Hsu

  • Affiliations:
  • Department of Neurology, University of Wisconsin Hospital & Clinics, 600 Highland Av, H6/526, Madison WI 53792, USA;Department of Neurology, University of Wisconsin Hospital & Clinics, 600 Highland Av, H6/526, Madison WI 53792, USA

  • Venue:
  • Neurocomputing
  • Year:
  • 2005

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Abstract

Electroencephalogram (EEG) dynamics results from the motion of charged particles in the brain. By invoking the laws of classical physics, we show that EEG dynamics obeys, at short enough times, a piece-wise quadratic Langevin equation characterized by an effective mass matrix, a piece-wise quadratic potential energy surface, a friction and random force matrix. In analyzing a sample seizure, we find with seizure onset a marked increase in the frequency of encounters with inflection points on the potential energy surface.