Influence of Skull Modeling Approaches on EEG Source Localization

被引:0
|
作者
Victoria Montes-Restrepo
Pieter van Mierlo
Gregor Strobbe
Steven Staelens
Stefaan Vandenberghe
Hans Hallez
机构
[1] Ghent University,Faculty of Engineering and Architecture, Medical Image and Signal Processing (MEDISIP), iMinds
[2] Antwerp University,Faculty of Medicine and Health Sciences, Molecular Imaging Center Antwerp (MICA)
[3] KU Leuven (Campus Ostend),Faculty of Industrial Engineering, Reliability in Mechatronics and ICT
来源
Brain Topography | 2014年 / 27卷
关键词
Skull modeling; EEG source localization; Realistic head model; Finite difference method;
D O I
暂无
中图分类号
学科分类号
摘要
Electroencephalographic source localization (ESL) relies on an accurate model representing the human head for the computation of the forward solution. In this head model, the skull is of utmost importance due to its complex geometry and low conductivity compared to the other tissues inside the head. We investigated the influence of using different skull modeling approaches on ESL. These approaches, consisting in skull conductivity and geometry modeling simplifications, make use of X-ray computed tomography (CT) and magnetic resonance (MR) images to generate seven different head models. A head model with an accurately segmented skull from CT images, including spongy and compact bone compartments as well as some air-filled cavities, was used as the reference model. EEG simulations were performed for a configuration of 32 and 128 electrodes, and for both noiseless and noisy data. The results show that skull geometry simplifications have a larger effect on ESL than those of the conductivity modeling. This suggests that accurate skull modeling is important in order to achieve reliable results for ESL that are useful in a clinical environment. We recommend the following guidelines to be taken into account for skull modeling in the generation of subject-specific head models: (i) If CT images are available, i.e., if the geometry of the skull and its different tissue types can be accurately segmented, the conductivity should be modeled as isotropic heterogeneous. The spongy bone might be segmented as an erosion of the compact bone; (ii) when only MR images are available, the skull base should be represented as accurately as possible and the conductivity can be modeled as isotropic heterogeneous, segmenting the spongy bone directly from the MR image; (iii) a large number of EEG electrodes should be used to obtain high spatial sampling, which reduces the localization errors at realistic noise levels.
引用
收藏
页码:95 / 111
页数:16
相关论文
共 50 条
  • [1] Influence of Skull Modeling Approaches on EEG Source Localization
    Montes-Restrepo, Victoria
    van Mierlo, Pieter
    Strobbe, Gregor
    Staelens, Steven
    Vandenberghe, Stefaan
    Hallez, Hans
    [J]. BRAIN TOPOGRAPHY, 2014, 27 (01) : 95 - 111
  • [2] Influence of isotropic skull models on EEG source localization
    Montes-Restrepo, Victoria
    van Mierlo, Pieter
    Lopez, Jose D.
    Hallez, Hans
    Vandenberghe, Stefaan
    [J]. 2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, : 3295 - 3298
  • [3] Skull Conductivity Estimation for EEG Source Localization
    Costa, Facundo
    Batatia, Hadj
    Oberlin, Thomas
    Tourneret, Jean-Yves
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2017, 24 (04) : 422 - 426
  • [4] Influence of Anisotropic Blood Vessels Modeling on EEG Source Localization
    Cuartas-Morales, E.
    Tonado-Carvajal, Angel
    Antonio Hernandez-Tamames, Juan
    Malpica, Norberto
    Castellanos-Dominguez, G.
    [J]. NATURAL AND ARTIFICIAL COMPUTATION FOR BIOMEDICINE AND NEUROSCIENCE, PT I, 2017, 10337 : 384 - 393
  • [5] Influence of anisotropic white matter modeling on EEG source localization
    Cuartas-Morales, E.
    Cardenas-Pena, D.
    Castellanos-Dominguez, G.
    [J]. 2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 4920 - 4923
  • [6] Modeling of the Human Skull in EEG Source Analysis
    Dannhauer, Moritz
    Lanfer, Benjamin
    Wolters, Carsten H.
    Knoesche, Thomas R.
    [J]. HUMAN BRAIN MAPPING, 2011, 32 (09) : 1383 - 1399
  • [7] A comparative study of localization approaches to EEG source imaging
    Yildiz, Gokcen
    Duru, A. Deniz
    Ademoglu, Ahmet
    [J]. 2007 IEEE/NIH LIFE SCIENCE SYSTEMS AND APPLICATIONS WORKSHOP, 2007, : 156 - +
  • [8] EEG Signals based Brain Source Localization Approaches
    Gaho, Anwar Ali
    Musavi, Sayed Hyder Abbas
    Jatoi, Munsif Ali
    Shafiq, Muhammad
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (09) : 253 - 261
  • [9] Comparing the source localization accuracy of eeg and meg for different head modeling techniques using a human skull phantom
    Huang, M
    Leahy, RM
    Mosher, JC
    Spencer, ME
    [J]. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 1998, 30 (1-2) : 79 - 79
  • [10] Influence of skull conductivity perturbations on EEG dipole source analysis
    Chen, Fangmin
    Hallez, Hans
    Staelens, Steven
    [J]. MEDICAL PHYSICS, 2010, 37 (08) : 4475 - 4484