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基于相位标记闪烁序列的 SSVEP 脑机接口:光标系统。

An SSVEP-actuated brain computer interface using phase-tagged flickering sequences: a cursor system.

机构信息

Department of Electrical Engineering, National Central University, No. 300 Jhongda Rd., Jhongli City, Taoyuan, Taiwan.

出版信息

Ann Biomed Eng. 2010 Jul;38(7):2383-97. doi: 10.1007/s10439-010-9964-y. Epub 2010 Feb 23.

Abstract

This study presents a new steady-state visual evoked potential (SSVEP)-based brain computer interface (BCI). SSVEPs, induced by phase-tagged flashes in eight light emitting diodes (LEDs), were used to control four cursor movements (up, right, down, and left) and four button functions (on, off, right-, and left-clicks) on a screen menu. EEG signals were measured by one EEG electrode placed at Oz position, referring to the international EEG 10-20 system. Since SSVEPs are time-locked and phase-locked to the onsets of SSVEP flashes, EEG signals were bandpass-filtered and segmented into epochs, and then averaged across a number of epochs to sharpen the recorded SSVEPs. Phase lags between the measured SSVEPs and a reference SSVEP were measured, and targets were recognized based on these phase lags. The current design used eight LEDs to flicker at 31.25 Hz with 45 degrees phase margin between any two adjacent SSVEP flickers. The SSVEP responses were filtered within 29.25-33.25 Hz and then averaged over 60 epochs. Owing to the utilization of high-frequency flickers, the induced SSVEPs were away from low-frequency noises, 60 Hz electricity noise, and eye movement artifacts. As a consequence, we achieved a simple architecture that did not require eye movement monitoring or other artifact detection and removal. The high-frequency design also achieved a flicker fusion effect for better visualization. Seven subjects were recruited in this study to sequentially input a command sequence, consisting of a sequence of eight cursor functions, repeated three times. The accuracy and information transfer rate (mean +/- SD) over the seven subjects were 93.14 +/- 5.73% and 28.29 +/- 12.19 bits/min, respectively. The proposed system can provide a reliable channel for severely disabled patients to communicate with external environments.

摘要

本研究提出了一种新的基于稳态视觉诱发电位(SSVEP)的脑机接口(BCI)。通过在八个发光二极管(LED)中标记相位的闪烁来产生 SSVEPs,用于控制屏幕菜单上的四个光标移动(上、右、下和左)和四个按钮功能(开、关、右、左点击)。EEG 信号通过一个放置在 Oz 位置的 EEG 电极测量,参考国际 EEG 10-20 系统。由于 SSVEPs 与 SSVEP 闪烁的起始时间锁定和相位锁定,因此 EEG 信号被带通滤波并分段为epoch,然后在多个epoch 上平均,以锐化记录的 SSVEPs。测量的 SSVEPs 与参考 SSVEP 之间的相位滞后进行了测量,并基于这些相位滞后来识别目标。当前的设计使用八个 LED 以 31.25 Hz 的频率闪烁,任何两个相邻 SSVEP 闪烁之间的相位裕度为 45 度。SSVEP 响应在 29.25-33.25 Hz 范围内滤波,然后在 60 个 epoch 上平均。由于高频闪烁的利用,诱导的 SSVEPs 远离低频噪声、60 Hz 电力噪声和眼动伪影。因此,我们实现了一种简单的架构,不需要眼动监测或其他伪影检测和去除。高频设计还实现了闪烁融合效应,以获得更好的可视化效果。本研究招募了 7 名受试者,他们依次输入一个由八个光标功能组成的命令序列,重复三次。7 名受试者的准确率和信息传输率(均值 +/- SD)分别为 93.14 +/- 5.73%和 28.29 +/- 12.19 位/分钟。所提出的系统可以为严重残疾患者提供与外部环境进行可靠通信的通道。

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