Title :
Discrimination of multiple sources of alpha brain activity with 3-D MEG measurement
Author :
Kim, Bong-Soo ; Uchikawa, Yoshinori
Author_Institution :
Dept. of Appl. Syst. Eng., Tokyo Denki Univ., Saitama, Japan
fDate :
9/1/2002 12:00:00 AM
Abstract :
We carried out measurement of magnetic alpha waves using a 195-channel whole-head vector magnetoencephalogram (MEG) system for detecting three magnetic field components Br, Bθ, Bφ. In order to discuss multiple sources of the magnetic alpha wave, a source-estimation algorithm with singular value decomposition (SVD) was used. The SVD method was applied to spatio-temporal data with time window of every 100 ms, and two dominant singular values were obtained for each of the three components. Two singular values with score proportion > 80% were also obtained for both the right and the left hemisphere. With an isofield contour map of the tangential component of the magnetic alpha wave, two extreme values existed. Tangential components (Bθ, Bφ) with SVD were useful for discriminating multiple sources of magnetic alpha waves overlapping in time rather than using only the radial component Br.
Keywords :
magnetoencephalography; medical signal processing; singular value decomposition; 195-channel whole-head vector magnetoencephalogram system; 3-D MEG measurement; alpha brain activity; isofield contour map; left hemisphere; magnetic alpha waves; multiple source discrimination; radial component; right hemisphere; score proportion; singular value decomposition; source-estimation algorithm; spatio-temporal data; tangential components; three magnetic field components; time window; Band pass filters; Brain; Eigenvalues and eigenfunctions; Eyes; Inspection; Magnetic field measurement; Magnetic separation; Position measurement; Scalp; Singular value decomposition;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2002.802310