Aricò P, Aloise F, Schettini F, Salinari S, Mattia D, Cincotti F
Neuroelectrical Imaging and BCI Lab, Fondazione Santa Lucia IRCCS, Rome, Italy. Department of Computer, Control, and Management Engineering, Sapienza University of Rome, Italy.
J Neural Eng. 2014 Jun;11(3):035008. doi: 10.1088/1741-2560/11/3/035008. Epub 2014 May 19.
Several ERP-based brain-computer interfaces (BCIs) that can be controlled even without eye movements (covert attention) have been recently proposed. However, when compared to similar systems based on overt attention, they displayed significantly lower accuracy. In the current interpretation, this is ascribed to the absence of the contribution of short-latency visual evoked potentials (VEPs) in the tasks performed in the covert attention modality. This study aims to investigate if this decrement (i) is fully explained by the lack of VEP contribution to the classification accuracy; (ii) correlates with lower temporal stability of the single-trial P300 potentials elicited in the covert attention modality.
We evaluated the latency jitter of P300 evoked potentials in three BCI interfaces exploiting either overt or covert attention modalities in 20 healthy subjects. The effect of attention modality on the P300 jitter, and the relative contribution of VEPs and P300 jitter to the classification accuracy have been analyzed.
The P300 jitter is higher when the BCI is controlled in covert attention. Classification accuracy negatively correlates with jitter. Even disregarding short-latency VEPs, overt-attention BCI yields better accuracy than covert. When the latency jitter is compensated offline, the difference between accuracies is not significant.
The lower temporal stability of the P300 evoked potential generated during the tasks performed in covert attention modality should be regarded as the main contributing explanation of lower accuracy of covert-attention ERP-based BCIs.
最近已经提出了几种基于事件相关电位(ERP)的脑机接口(BCI),即使在没有眼球运动(隐蔽注意)的情况下也可以进行控制。然而,与基于外显注意的类似系统相比,它们的准确率显著较低。在当前的解释中,这归因于在隐蔽注意模式下执行的任务中缺乏短潜伏期视觉诱发电位(VEP)的贡献。本研究旨在调查这种下降(i)是否完全由VEP对分类准确率缺乏贡献来解释;(ii)是否与隐蔽注意模式下诱发的单次试验P300电位的较低时间稳定性相关。
我们评估了20名健康受试者在三种利用外显或隐蔽注意模式的BCI接口中P300诱发电位的潜伏期抖动。分析了注意模式对P300抖动的影响,以及VEP和P300抖动对分类准确率的相对贡献。
当BCI在隐蔽注意模式下进行控制时,P300抖动更高。分类准确率与抖动呈负相关。即使不考虑短潜伏期VEP,外显注意BCI的准确率也高于隐蔽注意BCI。当离线补偿潜伏期抖动时,准确率之间的差异不显著。
在隐蔽注意模式下执行任务期间产生的P300诱发电位的较低时间稳定性应被视为基于隐蔽注意ERP的BCI准确率较低的主要原因。