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Development of a MATLAB-based toolbox for brain computer interface applications in virtual reality

机译:开发基于MATLAB的工具箱,用于虚拟现实中的脑计算机接口应用程序

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Brain computer interface (BCI) is a widely used system to assist the disabled and paralyzed people by creating a new communication channel. Among the various methods used in BCI area, motor imagery (MI) is the most popular and the most common one due to its the most natural way of communication for the subject. Some software applications are used to implement BCI systems, and some toolboxes exist for EEG signal processing. In recent years virtual reality (VR) technology has entered into the BCI research area to simulate the real world situations and enhance the subject performance. In this work, a completely MATLAB-based MI-based BCI system is proposed and implemented in order to navigate into a virtual environment. In addition, a variety of features types were employed to select the best ones in the proposed system with the use of linear discriminant analysis (LDA) classifier through some interactive graphical user interfaces (GUIs). The results show the feasibility of the proposed BCI system in the subject training with or without feedback and even navigation into a virtual home.
机译:脑计算机接口(BCI)是一种广泛使用的系统,可通过创建新的沟通渠道来帮助残疾人和瘫痪者。在BCI领域使用的各种方法中,运动图像(MI)由于是针对对象的最自然的交流方式,因此是最受欢迎和最普遍的一种。一些软件应用程序用于实现BCI系统,并且存在一些用于EEG信号处理的工具箱。近年来,虚拟现实(VR)技术已进入BCI研究领域,以模拟现实世界的情况并提高主题表现。在这项工作中,提出并实现了一个完全基于MATLAB的基于MI的BCI系统,以便导航到虚拟环境。另外,通过线性判别分析(LDA)分类器,通过一些交互式图形用户界面(GUI),使用了多种功能类型来选择建议系统中的最佳功能。结果表明,所提出的BCI系统在有或没有反馈甚至导航到虚拟家庭的主题培训中的可行性。

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