Abstract
ObjectiveWe 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.ApproachWe 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.Main ResultsDespite 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.
Highlights
Brain-Computer Interfaces (BCIs) decode the brain activity with the aim to provide a direct communication channel with an external device
The results from our first two experiments suggest that a hybrid visual P300-State Visually Evoked Potential (SSVEP) BCI with both stimulus paradigm physically overlapping would not compromise the detection of any of the 2 types of evoked responses
Our third experiment confirmed those results showing the possibility of detecting both P300 component and SSVEP activity simultaneously, and the results obtained suggest the feasibility of such a hybrid BCI system and a possible advantage over pure P300- and SSVEP-based ones in terms of communication rate
Summary
Brain-Computer Interfaces (BCIs) decode the brain activity with the aim to provide a direct communication channel with an external device. The brain activity is recorded using electroencephalography (EEG), which offers the advantage over other methods . .) of being non-invasive and easy to set up. Simultaneous Detection of P300 and SSVEP for Hybrid BCI (GOA 10/019), the Flemish Agency for Innovation by Science and Technology (TETRA project Spellbinder), and by the SWIFT prize of the King Baudouin Foundation of Belgium. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript
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