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Simultaneous detection of P300 and Steady-State Visually Evoked Potentials for hybrid Brain-Computer Interface

机译:同时检测混合的脑机接口的P300和稳态视觉诱发电位

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摘要

ObjectiveWe study the feasibility of a hybrid Brain-Computer Interface (BCI) combining simultaneousvisual oddball and Steady-State Visually Evoked Potential (SSVEP) paradigms, where bothtypes of stimuli are superimposed on a computer screen. Potentially, such a combinationcould result in a system being able to operate faster than a purely P300-based BCI and encodemore targets than a purely SSVEP-based BCI.ApproachWe analyse the interactions between the brain responses of the two paradigms, and assessthe possibility to detect simultaneously the brain activity evoked by both paradigms, in a seriesof 3 experiments where EEG data are analysed offline.Main ResultsDespite differences in the shape of the P300 response between pure oddball and hybridcondition, we observe that the classification accuracy of this P300 response is not affectedby the SSVEP stimulation. We do not observe either any effect of the oddball stimulation onthe power of the SSVEP response in the frequency of stimulation. Finally results from thelast experiment show the possibility of detecting both types of brain responses simultaneouslyand suggest not only the feasibility of such hybrid BCI but also a gain over pureoddball- and pure SSVEP-based BCIs in terms of communication rate.
机译:目的我们研究结合同时视觉奇异球和稳态视觉诱发电位(SSVEP)范例的混合脑机接口(BCI)的可行性,其中两种类型的刺激都叠加在计算机屏幕上。这种组合可能会导致系统比纯基于P300的BCI运行更快,并且比纯基于SSVEP的BCI能够编码更多目标。方法我们分析了两种范式的大脑反应之间的相互作用,并评估了检测到的可能性在离线分析EEG数据的一系列3个实验中,这两个范例同时激发了大脑活动。主要结果尽管纯奇数球和混合条件之间的P300响应形状不同,但我们观察到此P300响应的分类准确性不受影响SSVEP刺激。我们没有观察到在刺激频率中,奇数球刺激对SSVEP反应能力的任何影响。最后一个实验的最终结果显示了同时检测两种类型的大脑反应的可能性,不仅暗示了这种混合BCI的可行性,而且在通讯速率方面也比基于pureoddball和纯SSVEP的BCI有所提高。

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    Combaz A.; Van Hulle Marc;

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  • 年度 2015
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