使用wisp监测睡眠时的身体位置和运动

Enamul Hoque, Robert F. Dickerson, J. Stankovic
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引用次数: 114

摘要

睡眠监测对老年人来说非常重要,因为睡眠不足和不规律往往与抑郁症和糖尿病等严重疾病有关。在许多情况下,有必要监测睡眠时的身体姿势和动作,因为它们与特定疾病(即睡眠呼吸暂停和不宁腿综合症)有关。分析睡眠中的运动也有助于确定睡眠质量和不规则的睡眠模式。本文提出了一种基于WISP平台的睡眠监测系统——主动rfid传感器和加速度计。我们展示了我们的系统如何从附着在床垫上的wisp收集的加速度计数据中准确地推断出细粒度的身体位置。运动及其持续时间也被系统检测到。我们在对照实验中展示了10个受试者在三种不同床垫上的实证研究结果,以证明我们的推理算法的准确性。最后,我们评估了一名受试者连续六个晚上的运动检测和身体位置推断的准确性,并将这些结果与两个基线系统进行了比较:一个使用床上压力传感器,另一个是iPhone应用程序。
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Monitoring body positions and movements during sleep using WISPs
Sleep monitoring is very important for elderly people as inadequate and irregular sleep are often related to serious diseases such as depression and diabetes. In many cases, it is necessary to monitor the body positions and movements made while sleeping because of their relationships to particular diseases (i.e., sleep apnea and restless legs syndrome). Analyzing movements during sleep also helps in determining sleep quality and irregular sleeping patterns. This paper presents a sleep monitoring system based on the WISP platform - active RFID-based sensors equipped with accelerometers. We show how our system accurately infers fine-grained body positions from accelerometer data collected from the WISPs attached to the bed mattress. Movements and their duration are also detected by the system. We present the results of our empirical study from 10 subjects on three different mattresses in controlled experiments to show the accuracy of our inference algorithms. Finally, we evaluate the accuracy of the movement detection and body position inference for six nights on one subject, and compare these results with two baseline systems: one that uses bed pressure sensors and the other is an iPhone application.
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