Analysis of EEG signal to investigate the influence of intoxication in perception delay

D. Kikuchi, J. Sawamoto, G. Chakraborty, Hikaru Yokoha
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引用次数: 2

Abstract

Human brains receive a variety of raw data through sense organs, and process them to generate meaningful information like an image or an alarm etc. This mapping depends on personal experiences and training. Environmental information is continuously passed to and integrated in cerebral cortex, where it is evaluated on the basis knowledge acquired from previous experiences. Most of the time, the environment around us is mundane. Occasionally, the situation is alarming warranting immediate attention or a special action to achieve a reward. We are aware of an imminent danger or possible award. Under such a situation, a strong electrical signal is generated. However, it takes time to integrate external stimuli with pre-acquired knowledge to perceive that an action is needed. So, there is a time lag between external stimuli to its perception (Tper) and perception to action (Tact)· This time lag varies with age and physical condition. For example, an old person is slower than a young one, and someone intoxicated or drowsy will be slower than one physically fit and fresh. The purpose of this work is to define the Perception Delay such that it is reliable and stable. We took frequency features of EEG signals on slotted time over several probes, and integrate them to a feature vector. By unsupervised clustering, we could find the exact time when the signal behavior changes abruptly, indicating onslaught of the powerful signal. Through experiments we ensured confidence of our definition. In addition, we also measured perception delay after getting the subjects intoxicated and compared it when the subjects are normal.
脑电信号分析探讨醉酒对知觉延迟的影响
人类大脑通过感觉器官接收各种原始数据,并对其进行处理,生成有意义的信息,如图像或警报等。这种映射依赖于个人经验和培训。环境信息不断地传递到大脑皮层,并在大脑皮层中整合,在大脑皮层中,根据从以前的经验中获得的知识对其进行评估。大多数时候,我们周围的环境是平凡的。有时,情况令人担忧,需要立即引起注意或采取特殊行动以获得奖励。我们意识到迫在眉睫的危险或可能的惩罚。在这种情况下,会产生强烈的电信号。然而,将外部刺激与预先获得的知识相结合,以感知到需要采取的行动,需要时间。因此,从外部刺激到感知(Tper)和感知到行动(Tact)之间存在时间滞后。这种时间滞后随年龄和身体状况而变化。例如,一个老人比一个年轻人慢,一个喝醉或昏昏欲睡的人会比一个身体健康和精力充沛的人慢。这项工作的目的是定义感知延迟,使其可靠和稳定。我们在多个探头上取EEG信号在开槽时间的频率特征,并将其整合成特征向量。通过无监督聚类,我们可以找到信号行为突然变化的准确时间点,表明强信号的冲击。通过实验,我们确保了定义的可信度。此外,我们还测量了被试醉酒后的知觉延迟,并与正常状态下的知觉延迟进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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