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A High-Resolution Dry Electrode Array for SSVEP-Based Brain-Computer Interfaces

机译:基于SSVEP的脑机接口的高分辨率干电极阵列

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摘要

This study aims to design a high-resolution dry electrode array, which can gather multi-channel Electroencephalogram (EEG) signals within a small scalp area. To investigate the independence of the multi-channel signals, the electrode array was applied to recording steady-state visual evoked potentials (SSVEPs) for a brain-computer interface (BCI) system. Currently, there is a certain contact area between the electrode and the scalp when gathering EEG signals. As a result, the acquired signal from one electrode might be a mixture of multiple components, which exhibit independent information, from the whole contact area. Therefore, a dry electrode array, which consists of multiple single-pin electrodes, might be more efficient to collect EEG signals with a spatial resolution at a millimeter scale. This study, therefore, designed a 16-channel high-resolution dry electrode array to record SSVEPs in a four-class BCI system. 16-channel EEG signals were acquired through the electrode array placed at the occipital area from four subjects. Through analyzing the relationship between the number of channels and the BCI performance, this study demonstrated that the electrode array can significantly improve the accuracy of SSVEP detection (12 channels: 88.5%, 1 channel: 80.9%, an average increase of 7.7%), verifying the independence of the SSVEP signals from a small area in the occipital region.
机译:这项研究旨在设计一种高分辨率干电极阵列,该阵列可以在较小的头皮区域内收集多通道脑电图(EEG)信号。为了研究多通道信号的独立性,将电极阵列应用于记录脑计算机接口(BCI)系统的稳态视觉诱发电位(SSVEP)。当前,当收集脑电信号时,电极和头皮之间存在一定的接触面积。结果,从一个电极获取的信号可能是来自整个接触区域的多种成分的混合物,这些成分表现出独立的信息。因此,由多个单针电极组成的干电极阵列可能更有效地收集毫米级空间分辨率的EEG信号。因此,本研究设计了一种16通道高分辨率干电极阵列,以在四类BCI系统中记录SSVEP。通过放置在枕骨区的电极阵列从四个受试者获取16通道EEG信号。通过分析通道数量与BCI性能之间的关系,本研究表明电极阵列可以显着提高SSVEP检测的准确性(12个通道:88.5%,1个通道:80.9%,平均增加7.7%),从枕骨小区域验证SSVEP信号的独立性。

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