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A Case Study of Focal Bayesian EEG Inversion for Whitney Element Source Spaces: Mesh-Based vs. Cartesian Orientations

机译:惠特尼元素源空间焦点贝叶斯eEG反转的案例研究:基于网格的VS - 笛卡尔方向

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This paper concentrates on the Bayesian detection of the neuronal current distributions in the electroencephalography (EEG) imaging of the brain activity. In particular, we focus on a hierarchical maximum a posteriori inversion technique applicable when the lead field matrix is constructed via the finite element method. We utilize the linear Whitney (Raviart-Thomas) basis functions as source currents. In the numerical experiments, the accuracy was investigated using two spherical head models. The results obtained suggest that the interpolation of the dipolar source space does not necessarily bring any advantage for FEM based inverse computations. Furthermore, the divergence conforming Whitney-type sources were found to be sufficient for precise and highly focal Bayesian modeling of dipole-like currents.
机译:本文专注于贝叶斯检测脑活动的脑电图(EEG)成像中的神经元电流分布。特别是,我们专注于分层最大值,当通过有限元方法构造铅场矩阵时,适用的后验反转技术。我们利用线性惠特尼(Raviart-Thomas)作为源电流。在数值实验中,使用两个球形头模型研究了精度。获得的结果表明,双极源空间的插值不一定为有限元的逆计算带来任何优势。此外,发现符合惠特型源的分歧是足以实现偶极电流的精确和高度焦平的贝叶斯建模。

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