A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals

被引:527
作者
Bashashati, Ali
Fatourechi, Mehrdad
Ward, Rabab K.
Birch, Gary E.
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V6T 1Z4, Canada
[2] Inst Comp Informat & Cognit Syst, Vancouver, BC V6T 1Z4, Canada
[3] Neil Squire Soc, Burnaby, BC V5M 4L9, Canada
关键词
D O I
10.1088/1741-2560/4/2/R03
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Brain-computer interfaces (BCIs) aim at providing a non-muscular channel for sending commands to the external world using the electroencephalographic activity or other electrophysiological measures of the brain function. An essential factor in the successful operation of BCI systems is the methods used to process the brain signals. In the BCI literature, however, there is no comprehensive review of the signal processing techniques used. This work presents the first such comprehensive survey of all BCI designs using electrical signal recordings published prior to January 2006. Detailed results from this survey are presented and discussed. The following key research questions are addressed: (1) what are the key signal processing components of a BCI, (2) what signal processing algorithms have been used in BCIs and (3) which signal processing techniques have received more attention?
引用
收藏
页码:R32 / R57
页数:26
相关论文
共 315 条
  • [71] FATOURECHI M, 2005, P IEEE INT C SPEECH
  • [72] FLOTZINGER D, 1994, 1994 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOL 1-7, P3448, DOI 10.1109/ICNN.1994.374888
  • [73] FUKADA S, 1998, P 20 ANN INT C IEEE, P1458
  • [74] GAO X, 2004, P IEEE INT WORKSH BI
  • [75] A BCI-based environmental controller for the motion-disabled
    Gao, XR
    Xu, DF
    Cheng, M
    Gao, SK
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2003, 11 (02) : 137 - 140
  • [76] Gao Y, 2003, I IEEE EMBS C NEUR E, P189
  • [77] Gao Y, 2002, ADV NEUR IN, V14, P213
  • [78] Classification of EEG signals in the ambiguity domain for brain computer interface applications
    Garcia, G
    Ebrahimi, T
    Vesin, JM
    [J]. DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 301 - 305
  • [79] GARCIA G, 2002, 5 NORD SIGN PROC S N
  • [80] Garcia GN, 2003, 2003 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY - PROCEEDINGS, P221