DocumentCode
1069878
Title
Performance of an MEG adaptive-beamformer technique in the presence of correlated neural activities: effects on signal intensity and time-course estimates
Author
Sekihara, Kensuke ; Nagarajan, Srikantan S. ; Poeppel, David ; Marantz, Alec
Author_Institution
Dept. of Electron. Syst. & Eng., Tokyo Metropolitan Inst. of Technol., Japan
Volume
49
Issue
12
fYear
2002
Firstpage
1534
Lastpage
1546
Abstract
The influence of temporarily correlated source activities on neuromagnetic reconstruction by adaptive beamformer techniques was investigated. It is known that the spatial filter weight of an adaptive beamformer cannot perfectly block correlated signals. This causes two major influences on the reconstruction results: time course distortions and reductions in reconstructed signal intensities. Our theoretical analysis and numerical experiments both showed that the reduction in signal intensity for sources with a medium degree of correlation is small. The time-course distortion for such sources, however, may be discernible. Our analysis also showed that the magnitude correlation coefficient between two correlated sources can be accurately estimated by using the beamformer outputs. A method of retrieving the original time courses using estimated correlation coefficients was developed. Our numerical experiments demonstrated that reasonably accurate time courses can be retrieved from considerably distorted time courses even when the signal-to-noise ratio is low.
Keywords
adaptive signal processing; correlation methods; distortion; magnetoencephalography; medical signal processing; neurophysiology; signal reconstruction; spatial filters; MEG adaptive-beamformer technique; beamformer outputs; correlated neural activities; correlation; correlation coefficients; magnitude correlation coefficient; neuromagnetic reconstruction; numerical experiments; reconstructed signal intensities; reconstruction results; signal intensity; signal-to-noise ratio; spatial filter weight; temporarily correlated source activities; time course distortions; time-course estimates; Biomagnetics; Biomedical signal processing; Distortion; Image reconstruction; Neuroimaging; Radar signal processing; Signal analysis; Signal processing algorithms; Signal to noise ratio; Spatial filters; Algorithms; Brain; Brain Mapping; Computer Simulation; Magnetoencephalography; Models, Neurological; Models, Statistical; Neurons; Quality Control; Reproducibility of Results; Sensitivity and Specificity; Statistics as Topic; Stochastic Processes;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2002.805485
Filename
1159147
Link To Document