SleepSense: A Noncontact and Cost-Effective Sleep Monitoring System

被引:98
作者
Lin, Feng [1 ]
Zhuang, Yan [1 ]
Song, Chen [1 ]
Wang, Aosen [1 ]
Li, Yiran [2 ]
Gu, Changzhan [2 ]
Li, Changzhi [2 ]
Xu, Wenyao [1 ]
机构
[1] SUNY Buffalo, Dept Comp Sci & Engn, Buffalo, NY 14260 USA
[2] Texas Tech Univ, Dept Elect & Comp Engn, Lubbock, TX 79409 USA
基金
美国国家科学基金会;
关键词
Evaluation; non-contact sensing; sleep monitoring; DOPPLER RADAR; BODY MOVEMENTS; APNEA; ACTIGRAPHY; AMPLITUDE;
D O I
10.1109/TBCAS.2016.2541680
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Quality of sleep is an important indicator of health and well being. Recent developments in the field of in-home sleep monitoring have the potential to enhance a person's sleeping experience and contribute to an overall sense of well being. Existing in-home sleep monitoring devices either fail to provide adequate sleep information or are obtrusive to use. To overcome these obstacles, a noncontact and cost-effective sleep monitoring system, named SleepSense, is proposed for continuous recognition of the sleep status, including on-bed movement, bed exit, and breathing section. SleepSense consists of three parts: a Doppler radar-based sensor, a robust automated radar demodulation module, and a sleep status recognition framework. Herein, several time-domain and frequency-domain features are extracted for the sleep recognition framework. A prototype of SleepSense is presented and evaluated using two sets of experiments. In the short-term controlled experiment, the SleepSense achieves an overall 95.1% accuracy rate in identifying various sleep status. In the 75-minute sleep study, SleepSense demonstrates wide usability in real life. The error rate for breathing rate extraction in this study is only 6.65%. These experimental results indicate that SleepSense is an effective and promising solution for in-home sleep monitoring.
引用
收藏
页码:189 / 202
页数:14
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