Suppr超能文献

预白化和零投影作为双向脑机接口中皮质脑电图刺激的伪迹抑制方法

Pre-whitening and Null Projection as an Artifact Suppression Method for Electrocorticography Stimulation in Bi-Directional Brain Computer Interfaces.

作者信息

Lim Jeffrey, Wang Po T, Shaw Susan J, Armacost Michelle, Gong Hui, Liu Charles Y, Do An H, Heydari Payam, Nenadic Zoran

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:3493-3496. doi: 10.1109/EMBC44109.2020.9175760.

Abstract

Electrocorticography (ECoG)-based bi-directional (BD) brain-computer interfaces (BCIs) are a forthcoming technology promising to help restore function to those with motor and sensory deficits. A major problem with this paradigm is that the cortical stimulation necessary to elicit artificial sensation creates strong electrical artifacts that can disrupt BCI operation by saturating recording amplifiers or obscuring useful neural signal. Even with state-of-the-art hardware artifact suppression methods, robust signal processing techniques are still required to suppress residual artifacts that are present at the digital back-end. Herein we demonstrate the effectiveness of a pre-whitening and null projection artifact suppression method using ECoG data recorded during a clinical neurostimulation procedure. Our method achieved a maximum artifact suppression of 21.49 dB and significantly increased the number of artifact-free frequencies in the frequency domain. This performance surpasses that of a more traditional independent component analysis methodology, while retaining a reduced complexity and increased computational efficiency.

摘要

基于脑皮层电图(ECoG)的双向(BD)脑机接口(BCI)是一项即将出现的技术,有望帮助运动和感觉功能受损者恢复功能。这种模式的一个主要问题是,引发人工感觉所需的皮层刺激会产生强烈的电伪迹,这些伪迹会使记录放大器饱和或掩盖有用的神经信号,从而干扰BCI的运行。即使采用了最先进的硬件伪迹抑制方法,仍需要强大的信号处理技术来抑制数字后端存在的残余伪迹。在此,我们展示了一种预白化和零投影伪迹抑制方法在临床神经刺激过程中记录的ECoG数据上的有效性。我们的方法实现了最大21.49 dB的伪迹抑制,并显著增加了频域中无伪迹频率的数量。这一性能超过了更传统的独立成分分析方法,同时保持了较低的复杂度和更高的计算效率。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验