Title :
Reference Estimation in EEG: Analysis of Equivalent Approaches
Author :
Ranta, R. ; Madhu, N.
Author_Institution :
Centre de Rech. en Autom. de Nancy (CRAN), Nancy-Univ., Vandoeuvre-les-Nancy, France
Abstract :
This letter demonstrates the theoretical equivalence between the different ICA/beamforming based solutions proposed in the literature for the reference-estimation problem in electroencephalographic (EEG) recordings . By reference, we understand an unknown, non-null, time-varying potential, measured at the reference electrode situated sufficiently distant from the measuring electrodes. Despite the theoretical equivalence of the various approaches, they do not yield identical results in practice. This discrepancy is primarily due to the practical implementation of the underlying approach. We show in this context that the most reliable solution avoids blind source separation and montage transformation in addition to making full use of available a priori knowledge.
Keywords :
blind source separation; electroencephalography; medical signal processing; recording; EEG; ICA/beamforming based solutions; blind source separation; electroencephalographic recordings; montage transformation; reference electrode; reference estimation; Brain modeling; Electric potential; Electrodes; Electroencephalography; Pollution measurement; Source separation; Blind source separation; EEG; reference estimation;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2011.2173569