DocumentCode :
1581298
Title :
Optimization of BCI Speller Based on P300 Potential
Author :
Thulasidas, Manoj ; Guan, Cuntai
Author_Institution :
Neural Signal Process. Lab, Institute for Infocomm Res.
fYear :
2005
fDate :
6/27/1905 12:00:00 AM
Firstpage :
5396
Lastpage :
5399
Abstract :
We report our studies on a brain computer interface (BCI) speller application with an aim to optimize its performance and usability. We study the dependence of the spelling accuracy as a function of (a) the number of visual stimuli (repetitions) presented to the user, (b) the P300 segment length used, (c) the number of channels used, and (d) the amount of data used in training, in terms of the number of characters and repetitions. Reducing the number of repetitions results in a direct reduction of the time needed to spell a character, while minimizing the number of channels translates to shorter subject preparation time and thus improves the usability of the system. The usability is further enhanced by decreasing the training required, while maintaining the accuracy. We show that very high accuracies of the order of 99% can be achieved with a short training session of less than 10 minutes using only about 10 channels. The high accuracies, short training and preparation time requirements along with real-time performance make this BCI speller a viable communication tool for severely disabled individuals, who have no other means to communicate with the external world
Keywords :
brain; handicapped aids; optimisation; visual evoked potentials; BCI speller; P300 potential; P300 segment length; brain computer interface; optimization; severely disabled individuals; visual stimuli; Application software; Brain computer interfaces; Communication channels; Conductivity; Electroencephalography; Noise level; Signal processing; Support vector machine classification; Support vector machines; Usability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the
Conference_Location :
Shanghai
Print_ISBN :
0-7803-8741-4
Type :
conf
DOI :
10.1109/IEMBS.2005.1615702
Filename :
1615702
Link To Document :
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