Localization of extended brain sources from EEG/MEG: The ExSo-MUSIC approach

被引:42
作者
Birot, Gwenael
Albera, Laurent
Wendling, Fabrice
Merlet, Isabelle [1 ]
机构
[1] INSERM, UMR 642, F-35042 Rennes, France
关键词
Source localization; Distributed sources; EEG; MEG; MUSIC; Higher order statistics; EEG SOURCE LOCALIZATION; TEMPORAL-LOBE EPILEPSY; MAXIMUM-LIKELIHOOD; SCALP EEG; MEG; ELECTROENCEPHALOGRAM; PERFORMANCE; EXPANSION; MODELS;
D O I
10.1016/j.neuroimage.2011.01.054
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
We propose a new MUSIC-like method, called 2q-ExSo-MUSIC (q >= 1). This method is an extension of the 2q-MUSIC (q >= 1) approach for solving the EEG/MEG inverse problem, when spatially-extended neocortical sources ("ExSo") are considered. It introduces a novel ExSo-MUSIC principle. The novelty is two-fold: i) the parameterization of the spatial source distribution that leads to an appropriate metric in the context of distributed brain sources and ii) the introduction of an original, efficient and low-cost way of optimizing this metric. In 2q-ExSo-MUSIC, the possible use of higher order statistics (q >= 2) offers a better robustness with respect to Gaussian noise of unknown spatial coherence and modeling errors. As a result we reduced the penalizing effects of both the background cerebral activity that can be seen as a Gaussian and spatially correlated noise, and the modeling errors induced by the non-exact resolution of the forward problem. Computer results on simulated EEG signals obtained with physiologically-relevant models of both the sources and the volume conductor show a highly increased performance of our 2q-ExSo-MUSIC method as compared to the classical 2q-MUSIC algorithms. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:102 / 113
页数:12
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