Title :
Brain-computer interface using P300 and virtual reality: A gaming approach for treating ADHD
Author :
Rohani, Darius Adam ; Sorensen, Helge Bjarup Dissing ; Puthusserypady, Sadasivan
Author_Institution :
Dept. of Electr. Eng., Tech. Univ. of Denmark, Lyngby, Denmark
Abstract :
This paper presents a novel brain-computer interface (BCI) system aiming at the rehabilitation of attention-deficit/hyperactive disorder in children. It uses the P300 potential in a series of feedback games to improve the subjects´ attention. We applied a support vector machine (SVM) using temporal and template-based features to detect these P300 responses. In an experimental setup using five subjects, an average error below 30% was achieved. To make it more challenging the BCI system has been embedded inside an immersive 3D virtual reality (VR) classroom with simulated distractions, which was created by combining a low-cost infrared camera and an “off-axis perspective projection” algorithm. This system is intended for kids by operating with four electrodes, as well as a non-intrusive VR setting. With the promising results, and considering the simplicity of the scheme, we hope to encourage future studies to adapt the techniques presented in this study.
Keywords :
bioelectric potentials; brain-computer interfaces; computer games; electroencephalography; medical disorders; medical signal processing; paediatrics; patient treatment; support vector machines; virtual reality; ADHD treatment; BCI system; EEG; P300 potential; P300 responses detection; SVM; VR classroom; attention-deficit/hyperactive disorder; brain-computer interface system; children rehabilitation; electrodes; electroencephalography; feedback games; gaming approach; immersive 3D virtual reality classroom; low-cost infrared camera; nonintrusive VR setting; off-axis perspective projection algorithm; subjects attention; support vector machine; template-based features; temporal features; Animals; Electrodes; Electroencephalography; Feature extraction; Games; Training; Visualization;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944403