You Are How You Sleep: Personalized Sleep Monitoring Based on Wrist Temperature and Accelerometer Data

Jing Wei, J. Boger
{"title":"You Are How You Sleep: Personalized Sleep Monitoring Based on Wrist Temperature and Accelerometer Data","authors":"Jing Wei, J. Boger","doi":"10.4108/EAI.20-5-2019.2282879","DOIUrl":null,"url":null,"abstract":"Good sleep is a key component of good health, and as such, how to obtain quality sleep is of concern to many people. Circadian rhythms vary between individuals and play an important role in regulating sleep, however, they are currently not monitored by commercially available wearables. Previous work has shown that circadian rhythm is reflected in changes of wrist temperature. In this work, we present a prototype wristband that measures motion and temperature at the wrist. We developed an algorithm to detect wrist temperature increase onset, which is an indicator of the body preparing for sleep. Our results demonstrate that our algorithm is able to detect wrist temperature increase onset, which appears to occur at the same time for the same person. We also show that temperature increase onset varies between people as does overall temperature patterns between people. The detection of wrist temperature patterns gives us a deeper understanding of the mechanisms underlying sleep and could be a valuable component of a personalized sleep monitoring algorithm.","PeriodicalId":250903,"journal":{"name":"Proceedings of the 13th EAI International Conference on Pervasive Computing Technologies for Healthcare - Demos and Posters","volume":"60 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 13th EAI International Conference on Pervasive Computing Technologies for Healthcare - Demos and Posters","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4108/EAI.20-5-2019.2282879","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

Abstract

Good sleep is a key component of good health, and as such, how to obtain quality sleep is of concern to many people. Circadian rhythms vary between individuals and play an important role in regulating sleep, however, they are currently not monitored by commercially available wearables. Previous work has shown that circadian rhythm is reflected in changes of wrist temperature. In this work, we present a prototype wristband that measures motion and temperature at the wrist. We developed an algorithm to detect wrist temperature increase onset, which is an indicator of the body preparing for sleep. Our results demonstrate that our algorithm is able to detect wrist temperature increase onset, which appears to occur at the same time for the same person. We also show that temperature increase onset varies between people as does overall temperature patterns between people. The detection of wrist temperature patterns gives us a deeper understanding of the mechanisms underlying sleep and could be a valuable component of a personalized sleep monitoring algorithm.
你就是你的睡眠:基于手腕温度和加速度计数据的个性化睡眠监测
良好的睡眠是健康的关键组成部分,因此,如何获得高质量的睡眠是许多人关心的问题。昼夜节律因人而异,在调节睡眠方面发挥着重要作用,然而,目前还没有商用可穿戴设备监测昼夜节律。先前的研究表明,昼夜节律反映在手腕温度的变化中。在这项工作中,我们提出了一个原型腕带,可以测量手腕的运动和温度。我们开发了一种算法来检测手腕温度升高的开始,这是身体准备睡觉的一个指标。我们的研究结果表明,我们的算法能够检测手腕温度升高的开始,这似乎在同一个人身上同时发生。我们还表明,不同的人体温升高的开始时间不同,人与人之间的整体温度模式也不同。手腕温度模式的检测使我们对睡眠的机制有了更深的了解,并可能成为个性化睡眠监测算法的一个有价值的组成部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信