Title :
Analysis of synchronization phenomena in human electroencephalograms with nonlinear excitable media
Author :
Chernihovskyi, Anton ; Elger, Christian E. ; Lehnertz, Klaus
Author_Institution :
Dept. of Epileptology, Bonn Univ., Bonn
Abstract :
We apply the method of frequency-selective excitation waves in excitable media to characterize synchronization phenomena in interacting complex dynamical systems by measuring coincidence rates of induced excitations. We analyzed time series of coupled nonlinear model systems and multi-channel, multi-day electroencephalographic recordings from epilepsy patients that we used as local perturbations to our media. We show that the method allows one to estimate the degree of zero-lag phase synchronization even in noisy signals and can be applied for the analysis of human electroencephalograms with the aim of epileptic seizure prediction.
Keywords :
electroencephalography; time series; coupled nonlinear model system; epilepsy; frequency-selective excitation waves; human electroencephalogram; multichannel electroencephalographic recordings; nonlinear excitable media; synchronization phenomena; time series analysis; Brain modeling; Coupled mode analysis; Couplings; Epilepsy; Frequency measurement; Frequency synchronization; Humans; Phase estimation; Phase noise; Time series analysis;
Conference_Titel :
Cellular Neural Networks and Their Applications, 2008. CNNA 2008. 11th International Workshop on
Conference_Location :
Santiago de Compostela
Print_ISBN :
978-1-4244-2089-6
Electronic_ISBN :
978-1-4244-2090-2
DOI :
10.1109/CNNA.2008.4588654