Title :
Estimation of directional brain anisotropy from EEG signals using the Mellin transform and implications for source localization
Author :
Stamoulis, Catherine ; Chang, Bernard S.
Author_Institution :
Med. Sch., Depts. of Neurology & Radiol., Harvard Univ., Boston, MA, USA
Abstract :
This paper presents a novel approach for the estimation of frequency-specific EEG scale modulations by the directional anisotropy of the brain, using the Mellin transform. In the case of epileptic sources, the activity recorded by routine scalp EEG includes contributions not only from a seizure´s primary propagation path but also from secondary paths and unrelated to the seizure activity. In addition, the anisotropy of the brain directionally modulates the seizure-related signal component. We estimated patient-specific direction-specific, frequency-locked scale shifts. During the ictal interval, these shifts occurred at frequencies ≥50 Hz. We further estimated the effect of scale modulations on time-delay estimation. Larger time-delays were estimated from EEGs that had been corrected by a scale factor prior to this estimation. Thus, corrections for non-linear scaling of EEGs may ultimately improve time-delay estimation for source localization, particularly in cases of seizures rapidly propagating to large areas of the brain.
Keywords :
electroencephalography; medical signal processing; transforms; EEG signals; Mellin transform; directional brain anisotropy estimation; epileptic sources; frequency-locked scale shifts; frequency-specific EEG scale modulation estimation; nonlinear scaling; patient-specific direction-specific; primary propagation path; scale factor; scalp EEG; secondary paths; seizure-related signal component; source localization; time-delay estimation; Anisotropic magnetoresistance; Electroencephalography; Estimation; Frequency estimation; Modulation; Scalp; Transforms; Epileptic EEG; Mellin transform; Source localization;
Conference_Titel :
Digital Signal Processing (DSP), 2011 17th International Conference on
Conference_Location :
Corfu
Print_ISBN :
978-1-4577-0273-0
DOI :
10.1109/ICDSP.2011.6004976