Using General-Purpose Graphic Processing Units for BCI Systems

被引:0
|
作者
Wilson, J. Adam [1 ]
机构
[1] Univ Cincinnati, Dept Neurosurg, Cincinnati, OH 45219 USA
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
BioMEMS electrode array fabrication techniques are used to develop high-density arrays with hundreds of channels. However, it was previously impossible to process more than a fraction of these channels real-time for online BCI experiments due to computational resource restraints. It is now possible to use graphics processing units (GPUs), which can have several hundred processing cores each, to processes large amounts of data quickly. This paper summarizes advances in using GPUs for BCI processing for EEG, ECoG, and microelectrode systems, with speedups of more than 30 times that of current state-of-the-art CPU-based BCI implementations.
引用
收藏
页码:4625 / 4628
页数:4
相关论文
共 50 条
  • [1] Special issue: General-purpose processing using graphics processing units
    Kaeli, David R.
    Leeser, Miriam
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2008, 68 (10) : 1305 - 1306
  • [2] Passive Radar Parallel Processing Using General-Purpose Computing on Graphics Processing Units
    Szczepankiewicz, Karolina
    Malanowski, Mateusz
    Szczepankiewicz, Michal
    [J]. INTERNATIONAL JOURNAL OF ELECTRONICS AND TELECOMMUNICATIONS, 2015, 61 (04) : 357 - 363
  • [3] Real-Time Radar Signal Processing Using GPGPU (General-Purpose Graphic Processing Unit)
    Kong, Fanxing
    Zhang, Yan
    Cai, Jingxiao
    Palmer, Robert D.
    [J]. RADAR SENSOR TECHNOLOGY XX, 2016, 9829
  • [4] General-purpose graphics processing units application for diffusion simulation using cellular automata
    Kolnoochenko, A.
    Gurikov, P.
    Menshutina, N.
    [J]. 21ST EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2011, 29 : 166 - 170
  • [5] Accelerating underwater acoustic propagation modeling using general purpose graphic processing units
    Hursky, Paul
    Porter, Michael B.
    [J]. OCEANS 2011, 2011,
  • [6] A Comparison of General-Purpose Distributed Systems for Data Processing
    Li, Jinfeng
    Cheng, James
    Zhao, Yunjian
    Yang, Fan
    Huang, Yuzhen
    Chen, Haipeng
    Zhao, Ruihao
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2016, : 378 - 383
  • [7] GENERAL-PURPOSE GRAPHIC TERMINALS UNBURDEN HOSTS
    COPE, SV
    [J]. MINI-MICRO SYSTEMS, 1982, 15 (07): : 171 - 173
  • [8] General-Purpose Graphics Processing Units in Service-Oriented Architectures
    Calatrava Moreno, Maria del Carmen
    Auzinger, Thomas
    [J]. 2013 IEEE SIXTH INTERNATIONAL CONFERENCE ON SERVICE-ORIENTED COMPUTING AND APPLICATIONS (SOCA), 2013, : 260 - 267
  • [9] Effective implementation of passive radar algorithms using General-Purpose computing on Graphics Processing Units
    Szczepankiewicz, Karolina
    Malanowski, Mateusz
    Szczepankiewicz, Michal
    [J]. 2015 SIGNAL PROCESSING SYMPOSIUM (SPSYMPO), 2015,
  • [10] Using general-purpose computing on graphics processing units (GPGPU) to accelerate the ordinary kriging algorithm
    Gutierrez de Rave, E.
    Jimenez-Hornero, F. J.
    Ariza-Villaverde, A. B.
    Gomez-Lopez, J. M.
    [J]. COMPUTERS & GEOSCIENCES, 2014, 64 : 1 - 6