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Microsleep Prediction Using an EKG Capable Heart Rate Monitor

机译:使用支持EKG的心率监测器进行微睡眠预测

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Microsleep is an involuntary episode of sleep which lasts for a fraction of a second or up to one minute where an individual fails to respond to their environment and becomes unconscious. Because of the lapsed time, microsleep can create dangerous situations, for example when a user is driving a car, any microsleep can result in unsafe situations or even death. In this paper, we design a system that detects and predicts microsleep using data gathered from an EKG capable heart rate monitor. The results of our study show that we detect microsleep correctly 96% of the time and we can predict the time period in which the next microsleep will occur 83% of the time. These predictions occur between 15 seconds and 5 minutes before the next microsleep. After a microsleep is detected or predicted, the system alerts the subject, allowing the shortening of current and prevention of future microsleeps.
机译:微睡眠是一种非自愿的睡眠事件,持续时间不到一秒或一分钟,其中一个人对环境没有反应并失去知觉。由于时间的流逝,微睡眠会造成危险情况,例如,当用户驾驶汽车时,任何微睡眠都可能导致不安全的情况,甚至导致死亡。在本文中,我们设计了一个系统,该系统使用从具有EKG功能的心率监测器收集的数据来检测和预测微睡眠。我们的研究结果表明,我们可以在96%的时间内正确检测到微睡眠,并且可以预测下一次出现83%的微睡眠的时间段。这些预测发生在下一次微睡眠之前的15秒到5分钟之间。在检测到或预测到微睡眠后,系统会向对象发出警报,从而缩短电流并防止将来发生微睡眠。

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