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Applications of event-related-potential-based brain computer interface to intelligent transportation systems

机译:基于事件相关电位的脑计算机接口在智能交通系统中的应用

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In this paper, an event-related-potential (ERP)-based brain computer interface (BCI) is proposed for the application of intelligent transportation systems (ITS). It consists of a virtual-reality (VR) motion simulation platform and an electroencephalographic signal detection and analysis system. The goals are to demonstrate the feasibility of detecting and analyzing multiple streams of ERP signals that organize operators' cognitive states and responses to task events, and to develop an ERP-based brain computer interface to meet the requirements of public security of intelligent transportation systems. We setup detailed experimental procedures to perform the cognitive tasks and collect high-fidelity ERP signals in the well-controlled VR-based laboratory environments. The independent component analysis (ICA) algorithms are applied to separate and get noise-free ERP signals from the multi-channel measured signals. Experimental results show that the separated ERP signals achieve a satisfactory result and can be further classified and transformed as the control/monitoring signals of safety-driving system for ITS.
机译:本文提出了一种基于事件相关电位(ERP)的脑计算机接口(BCI),用于智能交通系统(ITS)的应用。它由一个虚拟现实(VR)运动仿真平台和一个脑电图信号检测和分析系统组成。目的是证明检测和分析可组织操作员的认知状态和对任务事件的响应的多个ERP信号流的可行性,并开发基于ERP的脑计算机接口,以满足智能交通系统公共安全的要求。我们设置了详细的实验程序来执行认知任务,并在基于VR的良好控制的实验室环境中收集高保真ERP信号。应用独立分量分析(ICA)算法从多通道测量信号中分离并获得无噪声的ERP信号。实验结果表明,分离出的ERP信号取得了满意的效果,可以进一步分类和转化为ITS安全驾驶系统的控制/监视信号。

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