Title :
Extraction of event-related signals from multichannel bioelectrical measurements
Author :
Barros, Allan Kardec ; Vigário, Ricardo ; Jousmäki, Veikko ; Ohnishi, Noboru
Author_Institution :
RIKEN, Inst. of Phys. & Chem. Res., Saitama, Japan
fDate :
5/1/2000 12:00:00 AM
Abstract :
Independent component analysis (ICA) is a powerful tool for separating signals from their mixtures. In this field, many algorithms were proposed, but they poorly use a priori information in order to find the desired signal. Here, we propose a fixed point algorithm which uses a priori information to find the signal of interest out of a number of sensors. We particularly applied the algorithm to cancel cardiac artifacts from a magnetoencephalogram
Keywords :
bioelectric phenomena; magnetoencephalography; medical signal processing; a priori information; cardiac artifacts; event-related signal extraction; fixed point algorithm; independent component analysis; magnetoencephalogram; multichannel bioelectrical measurements; Bioelectric phenomena; Biomedical measurements; Data mining; Electric potential; Independent component analysis; Interference; Magnetic field measurement; Magnetic separation; Signal processing algorithms; Wiener filter;
Journal_Title :
Biomedical Engineering, IEEE Transactions on