Rapid communication with a "P300" matrix speller using electrocorticographic signals (ECoG)

被引:74
作者
Brunner, Peter [1 ,2 ,3 ]
Ritaccio, Anthony L. [3 ]
Emrich, Joseph F. [4 ]
Bischof, Horst [2 ]
Schalk, Gerwin [1 ,3 ,5 ,6 ,7 ]
机构
[1] New York State Dept Hlth, Wadsworth Ctr, Brain Comp Interface Res & Dev Program, Albany, NY 12201 USA
[2] Graz Univ Technol, Inst Comp Graph & Vis, A-8010 Graz, Austria
[3] Albany Med Coll, Dept Neurol, Albany, NY 12208 USA
[4] Albany Med Coll, Dept Neurosurg, Albany, NY 12208 USA
[5] Washington Univ, Sch Med, Dept Neurosurg, St Louis, MO USA
[6] SUNY Albany, Dept Biomed Sci, Albany, NY USA
[7] Rensselaer Polytech Inst, Dept Biomed Engn, Troy, NY 12180 USA
关键词
brain-computer interface; electrocorticography; event-related potential; P300; speller; BRAIN-COMPUTER-INTERFACE; HUMAN VISUAL-CORTEX; RECEPTIVE-FIELDS; BCI; COMPLICATIONS; EEG; MOVEMENT; MOTOR; TIME; VEP;
D O I
10.3389/fnins.2011.00005
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A brain-computer interface (BCI) can provide a non-muscular communication channel to severely disabled people. One particular realization of a BCI is the P300 matrix speller that was originally described by Farwell and Donchin (1988). This speller uses event-related potentials (ERPs) that include the P300 ERP. All previous online studies of the P300 matrix speller used scalp-recorded electroencephalography (EEG) and were limited in their communication performance to only a few characters per minute. In our study, we investigated the feasibility of using electrocorticographic (ECoG) signals for online operation of the matrix speller, and determined associated spelling rates. We used the matrix speller that is implemented in the BCI2000 system. This speller used ECoG signals that were recorded from frontal, parietal, and occipital areas in one subject. This subject spelled a total of 444 characters in online experiments. The results showed that the subject sustained a rate of 17 characters/min (i.e., 69 bits/min), and achieved a peak rate of 22 characters/min (i.e., 113 bits/min). Detailed analysis of the results suggests that ERPs over visual areas (i.e., visual evoked potentials) contribute significantly to the performance of the matrix speller BCI system. Our results also point to potential reasons for the apparent advantages in spelling performance of ECoG compared to EEG. Thus, with additional verification in more subjects, these results may further extend the communication options for people with serious neuromuscular disabilities.
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页数:9
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共 70 条
  • [2] [Anonymous], 1997, WESCHSLER ADULT INTE
  • [3] Signal quality of simultaneously recorded invasive and non-invasive EEG
    Ball, Tonio
    Kern, Markus
    Mutschler, Isabella
    Aertsen, Ad
    Schulze-Bonhage, Andreas
    [J]. NEUROIMAGE, 2009, 46 (03) : 708 - 716
  • [4] VEP-Based Brain-Computer Interfaces: Time, Frequency, and Code Modulations
    Bin, Guangyu
    Gao, Xiaorong
    Wang, Yijun
    Hong, Bo
    Gao, Shangkai
    [J]. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2009, 4 (04) : 22 - 26
  • [5] Brain-computer interfaces: communication and restoration of movement in paralysis
    Birbaumer, Niels
    Cohen, Leonardo G.
    [J]. JOURNAL OF PHYSIOLOGY-LONDON, 2007, 579 (03): : 621 - 636
  • [6] Does the 'P300' speller depend on eye gaze?
    Brunner, P.
    Joshi, S.
    Briskin, S.
    Wolpaw, J. R.
    Bischof, H.
    Schalk, G.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2010, 7 (05)
  • [7] Brunner P., 2010, TOBI WORKSH GRAZ
  • [8] A practical procedure for real-time functional mapping of eloquent cortex using electrocorticographic signals in humans
    Brunner, Peter
    Ritaccio, Anthony L.
    Lynch, Timothy M.
    Emrich, Joseph F.
    Wilson, J. Adam
    Williams, Justin C.
    Aarnoutse, Erik J.
    Ramsey, Nick F.
    Leuthardt, Eric C.
    Bischof, Horst
    Schalk, Gerwin
    [J]. EPILEPSY & BEHAVIOR, 2009, 15 (03) : 278 - 286
  • [9] Chao Zenas C, 2010, Front Neuroeng, V3, P3, DOI 10.3389/fneng.2010.00003
  • [10] Cohen B, 1983, J Neural Transm Suppl, V19, P305