Kelly Simon P, Lalor Edmund C, Reilly Richard B, Foxe John J
Department of Electronic and Electrical Engineering, University College Dublin, Dublin 4, Ireland.
IEEE Trans Neural Syst Rehabil Eng. 2005 Jun;13(2):172-8. doi: 10.1109/TNSRE.2005.847369.
The steady-state visual evoked potential (SSVEP) has been employed successfully in brain-computer interface (BCI) research, but its use in a design entirely independent of eye movement has until recently not been reported. This paper presents strong evidence suggesting that the SSVEP can be used as an electrophysiological correlate of visual spatial attention that may be harnessed on its own or in conjunction with other correlates to achieve control in an independent BCI. In this study, 64-channel electroencephalography data were recorded from subjects who covertly attended to one of two bilateral flicker stimuli with superimposed letter sequences. Offline classification of left/right spatial attention was attempted by extracting SSVEPs at optimal channels selected for each subject on the basis of the scalp distribution of SSVEP magnitudes. This yielded an average accuracy of approximately 71% across ten subjects (highest 86%) comparable across two separate cases in which flicker frequencies were set within and outside the alpha range respectively. Further, combining SSVEP features with attention-dependent parieto-occipital alpha band modulations resulted in an average accuracy of 79% (highest 87%).
稳态视觉诱发电位(SSVEP)已成功应用于脑机接口(BCI)研究,但直到最近,其在完全独立于眼球运动的设计中的应用尚未见报道。本文提供了有力证据,表明SSVEP可作为视觉空间注意力的电生理关联指标,可单独使用或与其他关联指标结合,以在独立的脑机接口中实现控制。在本研究中,从受试者身上记录了64通道脑电图数据,这些受试者隐蔽地关注两个带有叠加字母序列的双侧闪烁刺激之一。通过在根据SSVEP幅度的头皮分布为每个受试者选择的最佳通道上提取SSVEP,尝试对左右空间注意力进行离线分类。在十个受试者中,这产生了约71%的平均准确率(最高86%),在闪烁频率分别设置在α范围内和范围外的两个单独案例中具有可比性。此外,将SSVEP特征与注意力依赖的顶枕α波段调制相结合,平均准确率达到了79%(最高87%)。