Effect of conductivity uncertainties and modeling errors on EEG source localization using a 2-D model

被引:56
作者
Awada, KA
Jackson, DR
Baumann, SB
Williams, JT
Wilton, DR
Fink, PW
Prasky, BR
机构
[1] Univ Houston, Dept Elect & Comp Engn, Houston, TX 77204 USA
[2] Presbyterian Univ Hosp, Dept Neurol Surg, Pittsburgh, PA 15213 USA
基金
美国国家科学基金会;
关键词
bioelectric phenomena; dipole localization; electroencephalography; finite element method (FEM); imaging; inhomogeneity; inverse problems; source localization;
D O I
10.1109/10.709557
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a sensitivity study of electroencephalography-based source localization due to errors in the bead-tissue conductivities and to errors in modeling the conductivity variation inside the brain and scalp. The study is conducted using a two-dimensional (2-D) finite element model obtained from a magnetic resonance imaging (MRI) scan of a head cross section. The effect of uncertainty in the following tissues is studied: white matter, gray matter, cerebrospinal fluid (CSF), skull, and fat. The distribution of source location errors, assuming a single-dipole source model, is examined in detail for different dipole locations over the entire brain region. We also present a detailed analysis of the effect of conductivity on source localization for a four-layer cylinder model and a four-layer sphere model. These two simple models provide insight into how the effect of conductivity on boundary potential translates into source location errors, and also how errors in a 2-D model compare to errors in a three-dimensional model. Results presented in this paper clearly point to the following conclusion: unless the conductivities of the head tissues and the distribution of these tissues throughout the head are modeled accurately, the goal of achieving localization accuracy to within a few millimeters is unattainable.
引用
收藏
页码:1135 / 1145
页数:11
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