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Evaluation of the feasibility of a novel distance adaptable steady-state visual evoked potential based brain-computer interface

机译:基于脑机接口的新型距离自适应稳态视觉诱发电位的可行性评估

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Steady-state visual evoked potential (SSVEP) based brain-computer interface (BCI) has attracted great attention in BCI research due to its advantages over the other electroencephalography (EEG) based BCI paradigms, such as high speed, high signal to noise ratio, high accuracy, commands scalability and minimal user training time. Several studies have demonstrated that SSVEP BCI can provide a reliable channel to the users to communicate and control an external device. While most SSVEP based BCI studies focus on encoding the visual stimuli, enhancing the signal detection and improving the classification accuracy, there is a need to bridge the gap between BCI “bench” research and real world application. This study proposes a novel distance adaptable SSVEP based BCI paradigm which allows its users to operate the system in a range of viewing distances between the user and the visual stimulator. Unlike conventional SSVEP BCI where users can only operate the system at a fixed distance in front of the visual stimulator, users can operate the proposed BCI at a range of viewing distances. 10 healthy subjects participated in the experiment to evaluate the feasibility of the proposed SSVEP BCI. The visual stimulator was presented to the subjects at 4 viewing distances, 60cm, 150cm, 250cm and 350cm. The mean classification accuracy across the subjects and the viewing distances is over 75%. The results demonstrate the feasibility of a distance adaptable SSVEP based BCI.
机译:基于稳态视觉诱发电位(SSVEP)的脑机接口(BCI)在BCI研究中引起了广泛的关注,因为它比其他基于脑电图(EEG)的BCI范例具有优势,例如高速,高信噪比,高精度,命令可扩展性和最少的用户培训时间。多项研究表明,SSVEP BCI可以为用户提供可靠的渠道,以进行通信和控制外部设备。尽管大多数基于SSVEP的BCI研究都集中于对视觉刺激进行编码,增强信号检测并提高分类准确性,但仍需要弥合BCI“基准”研究与实际应用之间的差距。这项研究提出了一种新颖的基于距离适应性SSVEP的BCI范例,该范例允许其用户在用户与视觉刺激器之间的可视距离范围内操作系统。与传统的SSVEP BCI不同,用户只能在视觉刺激器前面的固定距离处操作系统,而用户可以在一定的观察距离范围内操作建议的BCI。 10名健康受试者参加了实验,以评估提出的SSVEP BCI的可行性。将视觉刺激器以4个观看距离(60cm,150cm,250cm和350cm)呈现给受试者。整个主题和观看距离的平均分类精度超过75%。结果证明了基于距离适应性SSVEP的BCI的可行性。

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