The Design of a Point-and-Click System by Integrating a Self-Paced Brain-Computer Interface With an Eye-Tracker

被引:26
|
作者
Yong, Xinyi [1 ]
Fatourechi, Mehrdad [1 ]
Ward, Rabab K. [1 ]
Birch, Gary E. [1 ,2 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V6T 1Z4, Canada
[2] Neil Squire Soc, Burnaby, BC V5M 3Z3, Canada
关键词
Adaptive classifier; brain-computer interface (BCI); electroencephalogram; eye-tracker; hybrid BCI; POTENTIALS; MOVEMENTS;
D O I
10.1109/JETCAS.2011.2175589
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A hybrid brain-computer interface (BCI) system that combines a self-paced BCI and an eye-tracker is proposed for textentry applications. To make a text-entry of a letter/word, the user must gaze at the target for at least a specific period of time (called the dwell time) and then activate the self-paced BCI with an attempted hand extension. Although the self-paced BCI is available for use at any time, a built-in sleep mode is activated when the user is not looking at a letter/word or when the user gazes at a letter/ word for less than the dwell time. Such a design has the advantage of greatly minimizing the false positive outcomes compared to the state-of-art self-paced BCIs. To further improve the system's performance, a method that adaptively updates the BCI classifier is also proposed. The results from seven able-bodied individuals show great improvements compared to the pure self-paced BCI. For dwell times of 0.75 and 1.00 s, the number of false-positives/ minute is significantly reduced to 2.5 and 1.7, at acceptable average true positive rates of 54.5% and 54.1%, respectively.
引用
收藏
页码:590 / 602
页数:13
相关论文
共 50 条
  • [1] Automatic Artefact Detection in a Self-Paced Brain-Computer Interface System
    Yong, Xinyi
    Fatourechi, Mehrdad
    Ward, Rabab K.
    Birch, Gary E.
    [J]. 2011 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING (PACRIM), 2011, : 403 - 408
  • [2] Adaptive Classification in a Self-Paced Hybrid Brain-Computer Interface System
    Yong, Xinyi
    Fatourechi, Mehrdad
    Ward, Rabab K.
    Birch, Gary E.
    [J]. 2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 3274 - 3279
  • [3] A self-paced brain-computer interface system with a low false positive rate
    Fatourechi, M.
    Ward, R. K.
    Birch, G. E.
    [J]. JOURNAL OF NEURAL ENGINEERING, 2008, 5 (01) : 9 - 23
  • [4] Automatic artefact removal in a self-paced hybrid brain-computer interface system
    Yong, Xinyi
    Fatourechi, Mehrdad
    Ward, Rabab K.
    Birch, Gary E.
    [J]. JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2012, 9
  • [5] Self-paced brain-computer interface control of ambulation in a virtual reality environment
    Wang, Po T.
    King, Christine E.
    Chui, Luis A.
    Do, An H.
    Nenadic, Zoran
    [J]. JOURNAL OF NEURAL ENGINEERING, 2012, 9 (05)
  • [6] Learning from feedback training data at a self-paced brain-computer interface
    Zhang, Haihong
    Liyanage, Sidath Ravindra
    Wang, Chuanchu
    Guan, Cuntai
    [J]. JOURNAL OF NEURAL ENGINEERING, 2011, 8 (04)
  • [7] An improved feature extraction method for self-paced brain-computer interface application
    Chen Guangming
    Zhang Jiacai
    Yao Li
    [J]. 2009 ICME INTERNATIONAL CONFERENCE ON COMPLEX MEDICAL ENGINEERING, 2009, : 155 - 160
  • [8] Effect of eye-blinks on a self-paced brain interface design
    Bashashati, Ali
    Nouredin, Borna
    Ward, Rabab K.
    Lawrence, Peter
    Birch, Gary E.
    [J]. CLINICAL NEUROPHYSIOLOGY, 2007, 118 (07) : 1639 - 1647
  • [9] Hangman BCI: An unsupervised adaptive self-paced Brain-Computer Interface for playing games
    Hasan, Bashar Awwad Shiekh
    Gan, John Q.
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2012, 42 (05) : 598 - 606
  • [10] A Self-Paced Motor Imagery Based Brain-Computer Interface for Robotic Wheelchair Control
    Tsui, Chun Sing Louis
    Gan, John Q.
    Hu, Huosheng
    [J]. CLINICAL EEG AND NEUROSCIENCE, 2011, 42 (04) : 225 - 229