Reconstructing spatio-temporal activities of neural sources using an MEG vector beamformer technique

被引:294
作者
Sekihara, K
Nagarajan, SS
Poeppel, D
Marantz, A
Miyashita, Y
机构
[1] Tokyo Metropolitan Inst Technol, Dept Elect Syst & Engn, Hino, Tokyo 1910065, Japan
[2] Univ Utah, Dept Bioengn, Salt Lake City, UT 84112 USA
[3] Univ Maryland, Dept Linguist & Biol, College Pk, MD 20742 USA
[4] MIT, Dept Linguist & Philosophy, Cambridge, MA 02139 USA
[5] Univ Tokyo, Sch Med, Dept Physiol, Tokyo 1130033, Japan
关键词
beamformer; biomagnetism; functional neuroimaging; magnetoencephalography; MEG inverse problems; neuromagnetic signal processing;
D O I
10.1109/10.930901
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We have developed a method suitable for reconstructing spatio-temporal activities of neural sources by using magnetoencephalogram (MEG) data. The method extends the adaptive beamformer technique originally proposed by Borgiotti and Kaplan to incorporate the vector beamformer formulation in which a set of three weight vectors are used to detect the source activity in three orthogonal directions. The weight vectors of the vector-extended version of the Borgiotti-Kaplan beamformer are then projected onto the signal subspace of the measurement covariance matrix to obtain the final form of the proposed beamformer's weight vectors. Our numerical experiments show that both spatial resolution and output signal-to-noise ratio of the proposed beamformer are significantly higher than those of the minimum-variance-based vector beamformer used in previous investigations. We also applied the proposed beamformer to two sets of auditory-evoked MEG data, and the results clearly demonstrated the method's capability of reconstructing spatio-temporal activities of neural sources.
引用
收藏
页码:760 / 771
页数:12
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