Department of Psychology and Behavioral Sciences, Zhejiang University, Hangzhou, China.
Department of Psychology and Special Education, Hangzhou Normal University, Hangzhou, China.
Eur J Neurosci. 2021 Feb;53(3):861-875. doi: 10.1111/ejn.15030. Epub 2020 Nov 16.
Brain-computer interfaces (BCI) help severely paralyzed people communicate with the outside world. One type of BCI depends on eye movements and has high information transfer (ITR) but is tiring for users and not applicable to people with eye dyskinesia. Conversely, independent BCIs enable attention shifts across visual stimuli without eye movement, but at the cost of a lower ITR. Steady-state visual evoked potential (SSVEP) is an oscillatory brain response and typically used as BCI signal sources because of high signal-to-noise ratio (SNR). Considering the effect of attentional modulation on the SSVEP, we proposed the novel concept of one-to-two BCI to optimize existing problems, wherein the target and other stimuli shared the same location. Specifically, two spatially overlapping stimuli were displayed in the center-of-view field, as in the independent BCI, and participants were required to divide their attention between the right and left visual fields, as in the dependent BCI. Using three different design schemes in two experiments, we aimed to provide a new framework for BCI design by exploring the feasibility of a combined BCI that can realize a single stimulus location for two inputs. The results strongly demonstrated that, even when the targets and distractors overlapped spatially, the former evoked stronger SSVEP responses. Notably, the BCI scheme based on the object-based attention could achieve a recognition rate as high as 83.2% and an ITR of 12.5 bits per minute. The feasibility of a one-to-two BCI design, which simplified the keyboard layout, reduced the attention shift, and relieved user fatigue, was established.
脑-机接口(BCI)帮助严重瘫痪的人与外界交流。一种 BCI 依赖于眼球运动,具有较高的信息传输率(ITR),但用户容易疲劳,且不适用眼球运动障碍的人。相反,独立的 BCI 允许在不进行眼球运动的情况下将注意力转移到视觉刺激上,但代价是较低的 ITR。稳态视觉诱发电位(SSVEP)是一种振荡脑响应,通常用作 BCI 信号源,因为其信噪比(SNR)较高。考虑到注意力调节对 SSVEP 的影响,我们提出了一种新颖的一对一到二 BCI 概念,以优化现有问题,其中目标和其他刺激共享相同的位置。具体来说,两个空间上重叠的刺激显示在中心视野区域,就像在独立 BCI 中一样,参与者被要求在左右视野之间分配注意力,就像在依赖 BCI 中一样。通过在两个实验中使用三种不同的设计方案,我们旨在通过探索组合 BCI 的可行性来为 BCI 设计提供一个新的框架,该组合 BCI 可以实现单个刺激位置的两个输入。结果强烈表明,即使目标和分心物在空间上重叠,前者也会引起更强的 SSVEP 反应。值得注意的是,基于对象注意力的 BCI 方案可以实现高达 83.2%的识别率和 12.5 位/分钟的 ITR。建立了一种简化键盘布局、减少注意力转移和减轻用户疲劳的一对一到二 BCI 设计的可行性。