DocumentCode
1533209
Title
Estimation of multiple sources using spatio-temporal data on a three-dimensional measurement of MEG
Author
Kobayashi, Koichiro ; Uchikawa, Yoshinori
Author_Institution
Appl. Supercond. Res. Lab., Tokyo Denki Univ., Japan
Volume
37
Issue
4
fYear
2001
fDate
7/1/2001 12:00:00 AM
Firstpage
2915
Lastpage
2917
Abstract
This paper describes a computer simulation study for estimating the multiple sources in the brain based on a three-dimensional measurement of magnetoencephalogram (3-D MEG). We propose a new source analysis method using spatio-temporal data of 3-D MEG and singular value decomposition analysis. The number of estimation sources is decided by the number of dominant singular values of spatio-temporal 3-D MEG data. The source localization is done as pattern matching by signal subspace of singular vectors and projection of an estimating source. In order to assess this algorithm, inverse calculation to the MEG model consisting of three sources located in the brain was performed. The results showed that three sources were dearly discriminated, and that the estimation error was less than 1 mm with SNR=5. The proposed method is useful for estimating multiple sources overlapping in time
Keywords
inverse problems; magnetoencephalography; medical signal processing; pattern matching; singular value decomposition; brain; computer simulation; inverse model; magnetoencephalogram; multiple sources estimation; pattern matching; singular value decomposition; source localization algorithm; spatio-temporal data; three-dimensional measurement; Algorithm design and analysis; Brain modeling; Computer simulation; Eigenvalues and eigenfunctions; Magnetic analysis; Magnetic field measurement; Pattern matching; Scalp; Signal to noise ratio; Singular value decomposition;
fLanguage
English
Journal_Title
Magnetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9464
Type
jour
DOI
10.1109/20.951346
Filename
951346
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