Institute for Knowledge Discovery, Graz University of Technology, 8010 Graz, Austria.
IEEE Trans Neural Syst Rehabil Eng. 2010 Aug;18(4):409-14. doi: 10.1109/TNSRE.2010.2040837. Epub 2010 Feb 8.
This work introduces a hybrid brain-computer interface (BCI) composed of an imagery-based brain switch and a steady-state visual evoked potential (SSVEP)-based BCI. The brain switch (event related synchronization (ERS)-based BCI) was used to activate the four-step SSVEP-based orthosis (via gazing at a 8 Hz LED to open and gazing at a 13 Hz LED to close) only when needed for control, and to deactivate the LEDs during resting periods. Only two EEG channels were required, one over the motor cortex and one over the visual cortex. As a basis for comparison, the orthosis was also operated without using the brain switch. Six subjects participated in this study. This combination of two BCIs operated with different mental strategies is one example of a "hybrid" BCI and revealed a much lower rate of FPs per minute during resting periods or breaks compared to the SSVEP BCI alone ( FP=1.46+/-1.18 versus 5.40 +/- 0.90). Four out of the six subjects succeeded in operating the self-paced hybrid BCI with a good performance (positive prediction value PPVb > 0.70).
这项工作介绍了一种混合脑-机接口(BCI),它由基于想象的脑开关和基于稳态视觉诱发电位(SSVEP)的 BCI 组成。脑开关(基于事件相关同步(ERS)的 BCI)仅在需要控制时用于激活四步基于 SSVEP 的矫形器(通过注视 8 Hz LED 打开,注视 13 Hz LED 关闭),并在休息期间关闭 LED。仅需要两个 EEG 通道,一个在运动皮层上,一个在视觉皮层上。作为比较的基础,矫形器也没有使用脑开关进行操作。六名受试者参加了这项研究。这种使用不同心理策略的两种 BCI 的组合是“混合”BCI 的一个例子,与单独的 SSVEP BCI 相比,在休息或休息期间的 FP 率要低得多(FP=1.46+/-1.18 与 5.40 +/- 0.90)。六个受试者中有四个成功地使用自我调节的混合 BCI 进行了良好的操作(阳性预测值 PPVb > 0.70)。