DocumentCode :
2489279
Title :
Using general-purpose graphic processing units for BCI systems
Author :
Wilson, J. Adam
Author_Institution :
Dept. of Neurosurg., Univ. of Cincinnati, Cincinnati, OH, USA
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
4625
Lastpage :
4628
Abstract :
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 micro-electrode systems, with speedups of more than 30 times that of current state-of-the-art CPU-based BCI implementations.
Keywords :
bioMEMS; biomedical electrodes; brain-computer interfaces; electroencephalography; graphics processing units; medical signal processing; microelectrodes; microfabrication; BCI processing; BCI system; ECoG; EEG; GPU; bioMEMS electrode array fabrication technique; computational resource restraints; general-purpose graphic processing units; microelectrode system; online BCI experiment; Arrays; Central Processing Unit; Electroencephalography; Graphics processing unit; Instruction sets; Real time systems; Signal processing algorithms; Action Potentials; Brain; Humans; Man-Machine Systems; Signal Processing, Computer-Assisted;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6091145
Filename :
6091145
Link To Document :
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