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

F. Afdideh, M. Shamsollahi, S. N. Resalat
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引用次数: 7

Abstract

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.
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基于matlab的虚拟现实脑机接口工具箱的开发
脑机接口(Brain - computer interface, BCI)是一种被广泛应用的系统,它为残疾人和瘫痪人士提供了一种新的沟通渠道。在脑机接口领域使用的各种方法中,运动想象(MI)是最受欢迎和最常见的一种方法,因为它对被试来说是最自然的交流方式。一些软件应用程序用于实现脑机接口系统,并且存在一些用于脑电信号处理的工具箱。近年来,虚拟现实(VR)技术已进入脑机接口研究领域,以模拟真实世界的情况,提高受试者的表现。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,以导航到虚拟环境中。此外,利用线性判别分析(LDA)分类器,通过一些交互式图形用户界面(gui),利用多种特征类型来选择系统中的最佳特征类型。结果表明,所提出的脑机接口系统在有反馈或无反馈的受试者训练甚至导航到虚拟家庭中的可行性。
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