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

Biology

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