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Offline LabView-based EEG Signals Analysis for Human Stress Monitoring

机译:基于离线LabView的EEG信号分析可用于人体压力监测

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Stress is often known as a state of mental or emotional tension resulting from adverse circumstances. Consequently, people nowadays are facing stress where different people will have a different level of stress. Hence, EEG technology is invented to assist people to determine the level of stress by using brain signals. This paper describes the development of a LabVIEW-based system that can determine the level of stress based on the analysis of brain signals in LabView. In this study, 1-channel EEG amplifier is employed to record EEG signals from five subjects at three different cognitive states which are closed eyes (do nothing), playing game and doing IQ test. The eegID application in mobile phone is used to capture recorded EEG signals from EEG amplifier and then the captured EEG signals are analysed in LabView. The result shows that the average centroid which was applied on the EEG Power Spectrum of Alpha band is higher than Beta band when the subject is at relax cognitive state meanwhile the average centroid of EEG Power Spectrum of Beta band is higher than Alpha band when the subject is at stress cognitive state. Thus, it can be concluded that the subject are in the stress cognitive state when playing game and doing IQ test. At the end of this project, the LabVIEW Graphical User Interface (GUI) is created to display the level of stress for each subject after undergoing several mental exercises. Beside LabViewGui, a device is constructed to display the level of stress in offline manner.
机译:压力通常被称为由不利情况引起的精神或情绪紧张状态。因此,当今人们面临压力,不同的人会有不同程度的压力。因此,发明了脑电图技术来帮助人们通过使用大脑信号来确定压力水平。本文介绍了基于LabVIEW的系统的开发,该系统可以基于LabView中的大脑信号分析来确定压力水平。在这项研究中,采用1通道EEG放大器来记录来自五个受试者的三种不同认知状态的EEG信号,这些状态分别是闭眼(不做任何事情),玩游戏和进行IQ测试。手机中的eegID应用程序用于从EEG放大器捕获记录的EEG信号,然后在LabView中分析捕获的EEG信号。结果表明,当受试者处于放松认知状态时,施加在Alpha带的EEG功率谱上的平均质心高于Beta谱带,而当受试者处于放松认知状态时,β带的EEG功率谱上的平均质心高于Alpha谱带。处于压力认知状态。因此,可以得出结论,在玩游戏和进行智商测试时,受试者处于压力认知状态。在该项目的最后,创建了LabVIEW图形用户界面(GUI),以显示在经过几次心理锻炼后每个受试者的压力水平。除了LabViewGui之外,还构建了一种以离线方式显示压力水平的设备。

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