Title :
Combined detection and source analysis of epileptic EEG spikes
Author :
Van Hoey, G. ; Vanrumste, B. ; Boon, P. ; D´Havé, M. ; Van de Walle, R. ; Lemahieu, I.
Author_Institution :
Dept. of Electron. & Inf. Syst., Ghent Univ., Belgium
fDate :
29 Oct-1 Nov 1998
Abstract :
We present a method for the detection of focal epileptic spikes in the EEG (electroencephalogram). The method is based on the dipole source localisation technique and provides a source location estimate for each detected spike. In the first section of the paper, a theoretical introduction is given about dipole source localisation, followed by a description of the modifications that were made to it for a more efficient calculation. An additional decision variable is introduced to exploit the high amplitude of the spikes that are searched for, without however imposing constraints on the precise shape of the waveforms. In the next section the efficiency of the method is discussed on the basis of an experiment with an EEG measurement from an epilepsy patient. It is shown that the method is capable of detecting and localising most of the epileptic spikes present in the EEG, while producing only few false-positive detections
Keywords :
diseases; electroencephalography; medical signal processing; patient diagnosis; EEG measurement; additional decision variable; combined detection/source analysis; dipole source localisation technique; epilepsy patient; epileptic electroencephalogram spikes; false-positive detections; focal epileptic spikes; precise shape; source location estimate; theoretical introduction; waveforms; Brain modeling; Electric variables measurement; Electrodes; Electroencephalography; Epilepsy; Equations; Information systems; Monitoring; Nervous system; Shape;
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
Print_ISBN :
0-7803-5164-9
DOI :
10.1109/IEMBS.1998.747037