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A Prototype SSVEP Based Real Time BCI Gaming System
Joint Authors
Damaševičius, Robertas
Martišius, Ignas
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-03-09
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Although brain-computer interface technology is mainly designed with disabled people in mind, it can also be beneficial to healthy subjects, for example, in gaming or virtual reality systems.
In this paper we discuss the typical architecture, paradigms, requirements, and limitations of electroencephalogram-based gaming systems.
We have developed a prototype three-class brain-computer interface system, based on the steady state visually evoked potentials paradigm and the Emotiv EPOC headset.
An online target shooting game, implemented in the OpenViBE environment, has been used for user feedback.
The system utilizes wave atom transform for feature extraction, achieving an average accuracy of 78.2% using linear discriminant analysis classifier, 79.3% using support vector machine classifier with a linear kernel, and 80.5% using a support vector machine classifier with a radial basis function kernel.
American Psychological Association (APA)
Martišius, Ignas& Damaševičius, Robertas. 2016. A Prototype SSVEP Based Real Time BCI Gaming System. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-15.
https://search.emarefa.net/detail/BIM-1099666
Modern Language Association (MLA)
Martišius, Ignas& Damaševičius, Robertas. A Prototype SSVEP Based Real Time BCI Gaming System. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-15.
https://search.emarefa.net/detail/BIM-1099666
American Medical Association (AMA)
Martišius, Ignas& Damaševičius, Robertas. A Prototype SSVEP Based Real Time BCI Gaming System. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-15.
https://search.emarefa.net/detail/BIM-1099666
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099666