DocumentCode :
2855222
Title :
A simulation study on spatial filters for cortical source imaging from EEG
Author :
Hori, Junichi ; He, Bin
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Illinois Univ., Chicago, IL, USA
Volume :
4
fYear :
2000
fDate :
2000
Firstpage :
2748
Abstract :
The objective of this study was to explore suitable spatial filters for inverse estimation of cortical equivalent dipole layer from the scalp EEG. The performance of the Weiner filter and the projection filter as a restoration filter was examined by computer simulations. The parametric Weiner filter (PWF) and the parametric projection filter (PPF) were applied to an idealized 3D head model under the various noise conditions in order to estimate the dipole layer distribution from scalp potentials. The PPF and PWF algorithms were compared with commonly used inverse regularization techniques, such as the general inverse using the truncated singular value decomposition (TSVD) and the Tikhonov regularization (TKNV). The present simulation results suggest that the PWF and PPF perform better than that of the TSVD and the TKNV in the condition of edge-concentrated non-uniform noise when the correlation between the signal and noise is low
Keywords :
Wiener filters; brain models; digital simulation; electroencephalography; inverse problems; medical image processing; singular value decomposition; spatial filters; Tikhonov regularization; cortical equivalent dipole layer estimation; cortical source imaging; edge-concentrated nonuniform noise; electrodiagnostics; general inverse; idealized 3D head model; inverse regularization techniques; parametric projection filter; scalp EEG; spatial filters simulation study; truncated singular value decomposition; Brain modeling; Electroencephalography; Head; Image restoration; Information filtering; Inverse problems; Scalp; Signal restoration; Spatial filters; Spatial resolution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2000. Proceedings of the 22nd Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
ISSN :
1094-687X
Print_ISBN :
0-7803-6465-1
Type :
conf
DOI :
10.1109/IEMBS.2000.901429
Filename :
901429
Link To Document :
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