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PNAS Plus: High-speed spelling with a noninvasive brain–computer interface

机译:PNAS Plus:具有非侵入性脑机接口的高速拼写

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摘要

The past 20 years have witnessed unprecedented progress in brain–computer interfaces (BCIs). However, low communication rates remain key obstacles to BCI-based communication in humans. This study presents an electroencephalogram-based BCI speller that can achieve information transfer rates (ITRs) up to 5.32 bits per second, the highest ITRs reported in BCI spellers using either noninvasive or invasive methods. Based on extremely high consistency of frequency and phase observed between visual flickering signals and the elicited single-trial steady-state visual evoked potentials, this study developed a synchronous modulation and demodulation paradigm to implement the speller. Specifically, this study proposed a new joint frequency-phase modulation method to tag 40 characters with 0.5-s-long flickering signals and developed a user-specific target identification algorithm using individual calibration data. The speller achieved high ITRs in online spelling tasks. This study demonstrates that BCIs can provide a truly naturalistic high-speed communication channel using noninvasively recorded brain activities.
机译:过去20年见证了脑机接口(BCI)的空前发展。但是,低通信速率仍然是人类基于BCI的通信的主要障碍。这项研究提出了一种基于脑电图的BCI拼写器,该拼写器可以实现高达每秒5.32位的信息传输速率(ITR),这是使用无创或侵入式方法在BCI拼写器中报告的最高ITR。基于在视觉闪烁信号和诱发的单次稳态视觉诱发电位之间观察到的频率和相位的极高一致性,本研究开发了一种同步调制和解调范例来实现拼写。具体而言,这项研究提出了一种新的联合频率相位调制方法,以0.5个s长的闪烁信号标记40个字符,并开发了一种使用个别校准数据的用户特定目标识别算法。拼写员在在线拼写任务中获得了很高的ITR。这项研究表明,BCI可以使用无创记录的大脑活动提供真正的自然主义高速交流渠道。

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