Numerical mathematics of the subtraction method for the modeling of a current dipole in EEG source reconstruction using finite element head models

被引:72
作者
Wolters, C. H. [1 ,2 ,3 ]
Koestler, H. [4 ]
Moeller, C. [4 ]
Haerdtlein, J. [4 ]
Grasedyck, L. [2 ]
Hackbusch, W. [2 ]
机构
[1] Univ Munster, Inst Biomagnetismus & Biosignalanalyse, D-48149 Munster, Germany
[2] Max Planck Inst Math Naturwissenschaften, D-04103 Leipzig, Germany
[3] Univ Utah, Comp & Imaging Inst, Salt Lake City, UT 84112 USA
[4] Univ Erlangen Nurnberg, Inst Informat 10 Syst Simuat, D-91058 Erlangen, Germany
关键词
source reconstruction; EEG; finite element method; dipole; subtraction method; algebraic multigrid; validation in three-layer sphere models; realistic head models; conductivity; anisotropy;
D O I
10.1137/060659053
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In electroencephalography (EEG) source analysis, a dipole is widely used as the model of the current source. The dipole introduces a singularity on the right-hand side of the governing Poisson-type differential equation that has to be treated specifically when solving the equation toward the electric potential. In this paper, we give a proof for existence and uniqueness of the weak solution in the function space of zero-mean potential functions, using a subtraction approach. The method divides the total potential into a singularity and a correction potential. The singularity potential is due to a dipole in an infinite region of homogeneous conductivity. We then state convergence properties of the finite element (FE) method for the numerical solution to the correction potential. We validate our approach using tetrahedra and regular and geometry-conforming node-shifted hexahedra elements in an isotropic three-layer sphere model and a model with anisotropic middle compartment. Validation is carried out using sophisticated visualization techniques, correlation coefficient (CC), and magnification factor (MAG) for a comparison of the numerical results with analytical series expansion formulas at the surface and within the volume conductor for the subtraction approach, with regard to the accuracy in the anisotropic three-layer sphere model (CC of 0.998 or better and MAG of 4.3% or better over the whole range of realistic eccentricities) and to the computational complexity, 2mm node-shifted hexahedra achieve the best results. A relative FE solver accuracy of 10(-4) is sufficient for the used algebraic multigrid preconditioned conjugate gradient approach. Finally, we visualize the computed potentials of the subtraction method in realistically shaped FE head volume conductor models with anisotropic skull compartments.
引用
收藏
页码:24 / 45
页数:22
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