Spatial sampling of MEG and EEG based on generalized spatial-frequency analysis and optimal design

被引:18
|
作者
Iivanainen, Joonas [1 ]
Makinen, Antti J. [1 ]
Zetter, Rasmus [1 ]
Stenroos, Matti [1 ]
Ilmoniemi, Risto J. [1 ]
Parkkonen, Lauri [1 ]
机构
[1] Aalto Univ, Sch Sci, Dept Neurosci & Biomed Engn, FI-00076 Aalto, Finland
基金
美国国家卫生研究院; 欧洲研究理事会;
关键词
Magnetoencephalography; Electroencephalography; On-scalp MEG; Spatial sampling; Optimal design; Spatial frequency; GAUSSIAN-PROCESSES; HEAD; MAGNETOENCEPHALOGRAPHY; CONDUCTIVITY; RESOLUTION; THEOREM; MODEL; PERFORMANCE; EEG/MEG; TISSUE;
D O I
10.1016/j.neuroimage.2021.118747
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
In this paper, we analyze spatial sampling of electro-(EEG) and magnetoencephalography (MEG), where the electric or magnetic field is typically sampled on a curved surface such as the scalp. By simulating fields originating from a representative adult-male head, we study the spatial-frequency content in EEG as well as in on-and off scalp MEG. This analysis suggests that on-scalp MEG, off-scalp MEG and EEG can benefit from up to 280, 90 and 110 spatial samples, respectively. In addition, we suggest a new approach to obtain sensor locations that are optimal with respect to prior assumptions. The approach also allows to control, e.g., the uniformity of the sensor locations. Based on our simulations, we argue that for a low number of spatial samples, model-informed non-uniform sampling can be beneficial. For a large number of samples, uniform sampling grids yield nearly the same total information as the model-informed grids.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Design of an image distortion measure using spatial/spatial-frequency analysis
    Beghdadi, A
    [J]. ISCCSP : 2004 FIRST INTERNATIONAL SYMPOSIUM ON CONTROL, COMMUNICATIONS AND SIGNAL PROCESSING, 2004, : 29 - 32
  • [2] Space/spatial-frequency analysis based filtering
    Stankovic, L
    Stankovic, S
    Djurovic, I
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (08) : 2343 - 2352
  • [3] Spatial and spatial-frequency analysis in visual optics
    Westheimer, Gerald
    [J]. OPHTHALMIC AND PHYSIOLOGICAL OPTICS, 2012, 32 (04) : 271 - 281
  • [4] SPATIAL-FREQUENCY ANALYSIS IN VISION
    BRADDICK, O
    [J]. NATURE, 1981, 291 (5810) : 9 - 11
  • [5] STORAGE OF SPATIAL-FREQUENCY INFORMATION AND SPATIAL-FREQUENCY DISCRIMINATION
    REGAN, D
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (04): : 619 - 621
  • [6] A MODEL FOR PERCEIVED SPATIAL-FREQUENCY AND SPATIAL-FREQUENCY DISCRIMINATION
    YAGER, D
    KRAMER, P
    [J]. VISION RESEARCH, 1991, 31 (06) : 1067 - 1072
  • [7] Real-time design of space/spatial-frequency optimal filter
    Ivanovic, V. N.
    Radovic, N.
    Jovanovski, S.
    [J]. ELECTRONICS LETTERS, 2010, 46 (25) : 1696 - U89
  • [8] An FPGA design of the system for space/spatial-frequency signal analysis
    Ivanovic, Veselin N.
    Stojanovic, Radovan
    Jovanovski, Srdjan
    [J]. PROCEEDINGS OF THE WSEAS INTERNATIONAL CONFERENCE ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING: SELECTED TOPICS ON CIRCUITS, SYSTEMS, ELECTRONICS, CONTROL & SIGNAL PROCESSING, 2007, : 379 - 384
  • [10] SPATIAL-FREQUENCY ANALYSIS OF INFANT HABITUATION
    APOSHYAN, HM
    KAPLAN, PS
    PETERZELL, DH
    WERNER, JS
    [J]. INFANT BEHAVIOR & DEVELOPMENT, 1988, 11 (02): : 145 - 157