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WebBCI: An Electroencephalography Toolkit Built on Modern Web Technologies

机译:WebBCI:基于现代Web技术的脑电图工具包

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Recent advances in electroencephalography (EEG) based brain-computer interfaces (BCIs) have led to applications that allow users to control devices such as wheelchairs, prosthetic arms, drones, and gaming systems using cognitive commands. However, software environments used to create these technologies are often designed for expert developers. This research paper investigates the feasibility of JavaScript as a development platform for non-critical BCI systems. We also discuss the current issues with JavaScript-based BCIs and introduce a new library, WebBCI, which is designed to take the initial step towards addressing these issues. Initial benchmarks of WebBCI suggest JavaScript can run common EEG and BCI methods such as band power extraction, common spatial pattern, and linear discriminant analysis in real-time on an array of devices, including mobile phones.
机译:基于脑电图(EEG)的脑机接口(BCI)的最新进展已导致应用程序允许用户使用认知命令来控制诸如轮椅,假肢,无人机和游戏系统之类的设备。但是,用于创建这些技术的软件环境通常是为专家开发人员设计的。本文研究了JavaScript作为非关键BCI系统开发平台的可行性。我们还将讨论基于JavaScript的BCI的当前问题,并介绍一个新的WebBCI库,该库旨在朝着解决这些问题的方向迈出第一步。 WebBCI的最初基准测试表明,JavaScript可以在包括手机在内的一系列设备上实时运行通用的EEG和BCI方法,例如带功率提取,通用空间模式和线性判别分析。

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