Information-Theoretic Analysis of Refractory Effects in the P300 Speller

被引:0
|
作者
Mayya, Vaishakhi [1 ]
Mainsah, Boyla [1 ]
Reeves, Galen [1 ,2 ]
机构
[1] Duke Univ, Dept Elect & Comp Engn, Durham, NC 27708 USA
[2] Duke Univ, Dept Stat Sci, Durham, NC USA
来源
2016 50TH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS | 2016年
关键词
BRAIN-COMPUTER INTERFACES; CODES;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The P300 speller is a brain-computer interface that enables people with neuromuscular disorders to communicate based on eliciting event-related potentials (ERP) in electroencephalography (EEG) measurements. One challenge to reliable communication is the presence of refractory effects in the P300 ERP that induces temporal dependence in the user's EEG responses. We propose a model for the P300 speller as a communication channel with memory. By studying the maximum information rate on this channel, we gain insight into the fundamental constraints imposed by refractory effects. We construct codebooks based on the optimal input distribution, and compare them to existing codebooks in literature.
引用
收藏
页码:1621 / 1625
页数:5
相关论文
共 50 条
  • [31] Optimization of BCI speller based on P300 potential
    Thulasidas, Manoj
    Guan, Cuntai
    2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, : 5396 - 5399
  • [32] Stimulus Presentation and Analysis Methods for Improving Discrimination Accuracy in P300 Speller
    Hattori, Erika
    Ogoshi, Sakiko
    Saito, Yukie
    Ogoshi, Yasuhiro
    SENSORS AND MATERIALS, 2023, 35 (11) : 3897 - 3914
  • [33] Adding Machine Vision to Enhance P300 BCI Speller
    Van Renterghem, Dominique
    Wyns, Bart
    Devlaminck, Dieter
    ADVANCED MATERIALS AND INFORMATION TECHNOLOGY PROCESSING, PTS 1-3, 2011, 271-273 : 102 - 107
  • [34] Toward the Optimization of the Region-Based P300 Speller
    Najjar, A. Benabid
    AlSahly, N.
    AlShamass, R.
    Hosny, M.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (01): : 1169 - 1189
  • [35] A Novel Approach to Improve the Performance of the P300 Speller Paradigm
    Gueclue, Umut
    Guecluetuerk, Yagmur
    Samraj, Andrews
    IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010), 2010, : 3786 - 3790
  • [36] 3-D Interface for the P300 Speller BCI
    Noorzadeh, Saman
    Rivet, Bertrand
    Jutten, Christian
    IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS, 2020, 50 (06) : 604 - 612
  • [37] Accuracy of a P300 Speller for People with Motor Impairments: a Comparison
    Ortner, Rupert
    Aloise, Fabio
    Prueckl, Robert
    Schettini, Francesca
    Putz, Veronika
    Scharinger, Josef
    Opisso, Eloy
    Costa, Ursula
    Guger, Christoph
    CLINICAL EEG AND NEUROSCIENCE, 2011, 42 (04) : 214 - 218
  • [38] A Dictionary-Driven P300 Speller With a Modified Interface
    Ahi, Sercan Taha
    Kambara, Hiroyuki
    Koike, Yasuharu
    IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2011, 19 (01) : 6 - 14
  • [39] Spectral Components of the P300 Speller Response In and Adjacent to the Hippocampus
    Krusienski, Dean J.
    Shih, Jerry J.
    PROCEEDINGS 2012 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2012, : 282 - 285
  • [40] Information-theoretic analysis of information hiding
    Moulin, P
    O'Sullivan, JA
    2000 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, PROCEEDINGS, 2000, : 19 - 19