非意志脑电波作为生物特征的持久性评估

Maria V. Ruiz-Blondet, Sarah Laszlo, Zhanpeng Jin
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引用次数: 29

摘要

脑电活动可以使用脑电图(EEG)无创测量。这种电信号会随着不同的任务而变化,也会随着受试者的不同而变化。先前的研究表明,脑电图信号是独特的,足以作为一种生物特征。然而,众所周知,大脑活动可以根据我们的情绪或压力状态以及许多其他因素而改变。脑电图信号作为一种生物特征的稳定性尚未得到很好的探索和理解。在这项工作中,我们明确地调查和评估了随着时间的推移,非意志脑电图脑电波的持久性。具体来说,我们分析了EEG信号在六个月内的变化,因为任何剧烈的变化都会使其无法用作身份验证方法。结果非常令人鼓舞,在六个月的时间里产生了很高的准确性。
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Assessment of permanence of non-volitional EEG brainwaves as a biometric
Electrical brain activities can be measured noninvasively using electroencephalogram (EEG). This electric signal changes for different tasks, and also changes from subject to subject. Previous studies have shown that the EEG signal is unique enough to be used as a biometric characteristic. However, it is well known that the brain activity can change according to our emotion or stress status, among many other factors. The stability of EEG signals as a biometric has not yet been well explored and understood. In this work, we explicitly investigated and assessed the permanence of the non-volitional EEG brainwaves over the course of time. Specifically, we analyzed how much the EEG signal changes over a period of six months, since any drastic change would make it unusable as an authentication method. The results are very encouraging, yielding high accuracy throughout the six-month period.
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