Localization of class-related mu-rhythm desynchronization in motor imagery based Brain-Computer Interface sessions

被引:4
作者
Haufe, Stefan [1 ]
Tomioka, Ryota [3 ]
Dickhaus, Thorsten [1 ]
Sannelli, Claudia [1 ]
Blankertz, Benjamin [1 ]
Nolte, Guido [2 ]
Mueller, Klaus-Robert [1 ]
机构
[1] Berlin Inst Technol, Franklinstr 28-29, D-10587 Berlin, Germany
[2] Fraunhofer Inst FIRST, D-12489 Berlin, Germany
[3] Univ Tokyo, Tokyo 1138654, Japan
来源
2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC) | 2010年
关键词
RECONSTRUCTION; PERFORMANCE;
D O I
10.1109/IEMBS.2010.5626177
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We localize the sources of class-dependent event-related desynchronisation (ERD) of the mu-rhythm related to different types of motor imagery in Brain-Computer Interfacing (BCI) sessions. Our approach is based on localization of single-trial Fourier coefficients using sparse basis field expansions (S-FLEX). The analysis reveals focal sources in the sensorimotor cortices, a finding which can be regarded as a proof for the expected neurophysiological origin of the BCI control signal. As a technical contribution, we extend S-FLEX to the multiple measurement case in a way that the activity of different frequency bins within the mu-band is coherently localized.
引用
收藏
页码:5137 / 5140
页数:4
相关论文
共 17 条
  • [1] [Anonymous], 2007, BRAIN COMPUTER INTER
  • [2] Optimizing spatial filters for robust EEG single-trial analysis
    Blankertz, Benjamin
    Tomioka, Ryota
    Lemm, Steven
    Kawanabe, Motoaki
    Mueller, Klaus-Robert
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (01) : 41 - 56
  • [3] The non-invasive Berlin Brain-Computer Interface:: Fast acquisition of effective performance in untrained subjects
    Blankertz, Benjamin
    Dornhege, Guido
    Krauledat, Matthias
    Mueller, Klaus-Robert
    Curio, Gabriel
    [J]. NEUROIMAGE, 2007, 37 (02) : 539 - 550
  • [4] Neurophysiological predictor of SMR-based BCI performance
    Blankertz, Benjamin
    Sannelli, Claudia
    Haider, Sebastian
    Hammer, Eva M.
    Kuebler, Andrea
    Mueller, Klaus-Robert
    Curio, Gabriel
    Dickhaus, Thorsten
    [J]. NEUROIMAGE, 2010, 51 (04) : 1303 - 1309
  • [5] Sparse source imaging in electroencephalography with accurate field modeling
    Ding, Lei
    He, Bin
    [J]. HUMAN BRAIN MAPPING, 2008, 29 (09) : 1053 - 1067
  • [6] Combining sparsity and rotational invariance in EEG/MEG source reconstruction
    Haufe, Stefan
    Nikulin, Vadim V.
    Ziehe, Andreas
    Mueller, Klaus-Robert
    Nolte, Guido
    [J]. NEUROIMAGE, 2008, 42 (02) : 726 - 738
  • [7] Haufe Stefan., 2009, Advances in Neural Information Processing Systems, V21, P617
  • [8] Enhancement of MR images using registration for signal averaging
    Holmes, CJ
    Hoge, R
    Collins, L
    Woods, R
    Toga, AW
    Evans, AC
    [J]. JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1998, 22 (02) : 324 - 333
  • [9] A functional magnetic resonance imaging study of cortical regions associated with motor task execution and motor ideation in humans
    Leonardo, M
    Fieldman, J
    Sadato, N
    Campbell, G
    Ibanez, V
    Cohen, L
    Deiber, MP
    Jezzard, P
    Pons, T
    Turner, R
    LeBihan, D
    Hallett, M
    [J]. HUMAN BRAIN MAPPING, 1995, 3 (02) : 83 - 92
  • [10] A sparse signal reconstruction perspective for source localization with sensor arrays
    Malioutov, D
    Çetin, M
    Willsky, AS
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2005, 53 (08) : 3010 - 3022