High-speed spelling with a noninvasive brain-computer interface

被引:718
作者
Chen, Xiaogang [1 ]
Wang, Yijun [2 ,3 ]
Nakanishi, Masaki [2 ]
Gao, Xiaorong [1 ]
Jung, Tzyy-Ping [2 ]
Gao, Shangkai [1 ]
机构
[1] Tsinghua Univ, Dept Biomed Engn, Beijing 100084, Peoples R China
[2] Univ Calif San Diego, Swartz Ctr Computat Neurosci, La Jolla, CA 92093 USA
[3] Chinese Acad Sci, Inst Semicond, State Key Lab Integrated Optoelect, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
brain-computer interface; electroencephalogram; steady-state visual evoked potentials; joint frequency-phase modulation; COMMUNICATION; POTENTIALS; FREQUENCY; ATTENTION; RESPONSES; FLICKER; FUTURE; DESIGN;
D O I
10.1073/pnas.1508080112
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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.
引用
收藏
页码:E6058 / E6067
页数:10
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