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一种用于脑机接口的最优空间滤波电极。

An optimal spatial filtering electrode for brain computer interface.

作者信息

Besio W G, Kay S M, Liu X

机构信息

Faculty of Department of Electrical, Computer, and Biomedical Engineering, University of Rhode Island, 4 East Alumni Avenue, Kingston, Rhode Island, USA.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:3138-41. doi: 10.1109/IEMBS.2009.5332575.

Abstract

There are millions of people in the U.S. and many more worldwide who could benefit from a noninvasive-based electroencephalography (EEG) brain computer interface (BCI). A BCI is an alternative or augmentative communication method for people with severe motor disabilities. However, EEG suffers from poor spatial resolution and signal-to-noise ratio (SNR). To improve the spatial resolution and SNR many researchers have turned to implantable electrodes. We have previously reported on significant improvements in BCI recognition rates using tripolar concentric ring electrodes compared to disc electrodes. We now report on a optimal method for combining the outputs from the independent elements of the tripolar concentric ring electrodes to improve the spatial resolution further. We used minimum variance distortionless look (MVDL), a beamformer, on simulated data to compare the spatial sensitivity of the optimal combination to disc electrodes and the tripolar concentric ring electrode surface Laplacian. The optimal combination shows the highest spatial sensitivity with the Laplacian a close second and disc electrodes resulting in a distant third. Further analysis is necessary with a more realistic computer model and then real signals. however it appears that the optimal combination may improve the spatial resolution of EEG further which in turn can be utilized to improve noninvasive EEG-based BCIs.

摘要

在美国有数以百万计的人,在全球还有更多的人可以从基于非侵入性的脑电图(EEG)脑机接口(BCI)中受益。脑机接口是一种供重度运动功能障碍者使用的替代性或辅助性通信方法。然而,脑电图存在空间分辨率差和信噪比(SNR)低的问题。为了提高空间分辨率和信噪比,许多研究人员已转向可植入电极。我们之前曾报道,与圆盘电极相比,使用三极同心环电极可显著提高脑机接口的识别率。我们现在报告一种将三极同心环电极独立元件的输出进行组合以进一步提高空间分辨率的优化方法。我们在模拟数据上使用最小方差无失真响应(MVDL)(一种波束形成器)来比较优化组合与圆盘电极以及三极同心环电极表面拉普拉斯算子的空间灵敏度。优化组合显示出最高的空间灵敏度,拉普拉斯算子紧随其后,圆盘电极则远远落后。需要使用更逼真的计算机模型以及真实信号进行进一步分析。然而,看起来优化组合可能会进一步提高脑电图的空间分辨率,进而可用于改进基于非侵入性脑电图的脑机接口。

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