Contactless Infant Monitoring using White Noise

Anran Wang, Jacob E. Sunshine, Shyamnath Gollakota
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引用次数: 74

Abstract

White noise machines are among the most popular devices to facilitate infant sleep. We introduce the first contactless system that uses white noise to achieve motion and respiratory monitoring in infants. Our system is designed for smart speakers that can monitor an infant's sleep using white noise. The key enabler underlying our system is a set of novel algorithms that can extract the minute infant breathing motion as well as position information from white noise which is random in both the time and frequency domain. We describe the design and implementation of our system, and present experiments with a life-like infant simulator as well as a clinical study at the neonatal intensive care unit with five new-born infants. Our study demonstrates that the respiratory rate computed by our system is highly correlated with the ground truth with a correlation coefficient of 0.938.
使用白噪声的非接触式婴儿监测
白噪音机器是最受欢迎的促进婴儿睡眠的设备之一。我们介绍了第一个使用白噪声来实现婴儿运动和呼吸监测的非接触式系统。我们的系统是为智能扬声器设计的,它可以使用白噪音来监控婴儿的睡眠。该系统的关键实现因素是一套新颖的算法,可以从时域和频域随机的白噪声中提取婴儿微小的呼吸运动和位置信息。我们描述了我们的系统的设计和实现,并展示了一个栩栩如生的婴儿模拟器的实验,以及在新生儿重症监护病房对五名新生儿的临床研究。我们的研究表明,我们的系统计算的呼吸频率与地面真实高度相关,相关系数为0.938。
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