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A comparative study of pseudorandom sequences used in a c-VEP based BCI for online wheelchair control

Jonas L. Isaksen, Ali Mohebbi, Sadasivan Puthusserypady

发表年份
2016
引用次数
4

摘要

In this study, a c-VEP based BCI system was developed to run on three distinctive pseudorandom sequences, namely the m-code, the Gold-code, and the Barker-code. The Visual Evoked Potentials (VEPs) were provoked using these codes. In the online session, subjects controlled a LEGO <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">®</sup> Mindstorms <sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">®</sup> robot around a fixed track. Choosing the optimal code proved a significant increase in accuracy (p<;0.00001) over the average performance. No single code proved significantly more accurate than the others (p=0.81), suggesting that the term “optimal code” is subject-dependent. However, the Gold-code was significantly faster than both alternatives (p=0.006, p=0.016). When choosing the optimal code for accuracy, no significant decrease in Time Per Identification (TPI) was found (p=0.67). Thus, when creating an online c-VEP based BCI system, it is recommended to use multiple random sequences for increased performance.

关键词

WheelchairBrain–computer interfaceComputer sciencePseudorandom number generatorSpeech recognitionArtificial intelligenceElectroencephalographyPsychologyAlgorithmWorld Wide Web

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