Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.

<h4>Objective</h4>We study the feasibility of a hybrid Brain-Computer Interface (BCI) combining simultaneous visual oddball and Steady-State Visually Evoked Potential (SSVEP) paradigms, where both types of stimuli are superimposed on a computer screen. Potentially, such a combination cou...

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Main Authors: Adrien Combaz, Marc M Van Hulle
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0121481
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spelling doaj-f9ae240b36d94ec0bc3c3b61ba4be7c52021-03-04T08:25:31ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01103e012148110.1371/journal.pone.0121481Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.Adrien CombazMarc M Van Hulle<h4>Objective</h4>We study the feasibility of a hybrid Brain-Computer Interface (BCI) combining simultaneous visual oddball and Steady-State Visually Evoked Potential (SSVEP) paradigms, where both types of stimuli are superimposed on a computer screen. Potentially, such a combination could result in a system being able to operate faster than a purely P300-based BCI and encode more targets than a purely SSVEP-based BCI.<h4>Approach</h4>We analyse the interactions between the brain responses of the two paradigms, and assess the possibility to detect simultaneously the brain activity evoked by both paradigms, in a series of 3 experiments where EEG data are analysed offline.<h4>Main results</h4>Despite differences in the shape of the P300 response between pure oddball and hybrid condition, we observe that the classification accuracy of this P300 response is not affected by the SSVEP stimulation. We do not observe either any effect of the oddball stimulation on the power of the SSVEP response in the frequency of stimulation. Finally results from the last experiment show the possibility of detecting both types of brain responses simultaneously and suggest not only the feasibility of such hybrid BCI but also a gain over pure oddball- and pure SSVEP-based BCIs in terms of communication rate.https://doi.org/10.1371/journal.pone.0121481
collection DOAJ
language English
format Article
sources DOAJ
author Adrien Combaz
Marc M Van Hulle
spellingShingle Adrien Combaz
Marc M Van Hulle
Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
PLoS ONE
author_facet Adrien Combaz
Marc M Van Hulle
author_sort Adrien Combaz
title Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
title_short Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
title_full Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
title_fullStr Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
title_full_unstemmed Simultaneous detection of P300 and steady-state visually evoked potentials for hybrid brain-computer interface.
title_sort simultaneous detection of p300 and steady-state visually evoked potentials for hybrid brain-computer interface.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description <h4>Objective</h4>We study the feasibility of a hybrid Brain-Computer Interface (BCI) combining simultaneous visual oddball and Steady-State Visually Evoked Potential (SSVEP) paradigms, where both types of stimuli are superimposed on a computer screen. Potentially, such a combination could result in a system being able to operate faster than a purely P300-based BCI and encode more targets than a purely SSVEP-based BCI.<h4>Approach</h4>We analyse the interactions between the brain responses of the two paradigms, and assess the possibility to detect simultaneously the brain activity evoked by both paradigms, in a series of 3 experiments where EEG data are analysed offline.<h4>Main results</h4>Despite differences in the shape of the P300 response between pure oddball and hybrid condition, we observe that the classification accuracy of this P300 response is not affected by the SSVEP stimulation. We do not observe either any effect of the oddball stimulation on the power of the SSVEP response in the frequency of stimulation. Finally results from the last experiment show the possibility of detecting both types of brain responses simultaneously and suggest not only the feasibility of such hybrid BCI but also a gain over pure oddball- and pure SSVEP-based BCIs in terms of communication rate.
url https://doi.org/10.1371/journal.pone.0121481
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