Bakardjian Hovagim, Tanaka Toshihisa, Cichocki Andrzej
Laboratory for Advanced Brain Signal Processing, Brain Science Institute, RIKEN, Wako-shi, Saitama, Japan.
Neuroreport. 2011 Feb 16;22(3):121-5. doi: 10.1097/WNR.0b013e32834308b0.
Steady-state visual evoked potentials (SSVEPs) can be used successfully for brain-computer interfaces (BCI) with multiple commands and high information transfer rates. In this study, we investigated a novel affective SSVEP paradigm using flickering video clips of emotional human faces, and evaluated their performance in an 8-command BCI controlling a robotic arm in near real-time. Single-trial affective SSVEP responses, estimated using a new phase-locking value variability and a wavelet energy variability measures, were significantly enhanced compared with blurred-face flicker and standard checkerboards. For multicommand SSVEP-based BCI, affective face-flicker boosted up the information transfer rates from 50 to 64 bits/min, while reducing user fatigue and enhancing visual attention and reliability. In the 5-12 Hz flicker frequency range, the strongest affective SSVEP responses were obtained at 10 Hz. These findings suggest new directions for SSVEP-based neural applications, including affective BCI and enhanced steady-state clinical probes.
稳态视觉诱发电位(SSVEPs)可成功用于具有多个命令和高信息传输速率的脑机接口(BCI)。在本研究中,我们研究了一种使用情绪化人脸闪烁视频片段的新型情感SSVEP范式,并在一个近乎实时控制机械臂的8命令BCI中评估了它们的性能。使用新的锁相值变异性和小波能量变异性测量方法估计的单试验情感SSVEP反应,与模糊面部闪烁和标准棋盘相比有显著增强。对于基于多命令SSVEP的BCI,情感面部闪烁将信息传输速率从50比特/分钟提高到64比特/分钟,同时减少了用户疲劳并增强了视觉注意力和可靠性。在5 - 12赫兹的闪烁频率范围内,在10赫兹时获得了最强的情感SSVEP反应。这些发现为基于SSVEP的神经应用,包括情感BCI和增强型稳态临床探针,指明了新的方向。