Non-invasive Sleep Monitoring based on RFID

被引:0
|
作者
Hu, Xiaoxuan [1 ,2 ]
Naya, Kagome [1 ]
Li, Peng [1 ]
Miyazaki, Toshiaki [1 ]
Wang, Kun [2 ]
机构
[1] Univ Aizu, Aizu Wakamatsu, Fukushima, Japan
[2] Naning Univ Posts & Telecommun, Nanjing, Jiangsu, Peoples R China
关键词
D O I
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中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Some sleep disorders, such as sleep apnea, restless legs syndromes (RLS), and periodic limb movement disorder (PLMD), require a full-night sleep monitoring for diagnosis. Conventional sleep monitoring devices are disturbing and inconvenient for daily scene applications. In this poster paper, we propose a sleep monitoring system by embedding RFID tags into bed cloth and realize two main functions: breath monitoring and body movement detection. We apply a finite impulse response low pass filter to get smooth breath signal wave and use a convolutional neural network (CNN) algorithm to identify the movement of person objects. Finally, we conduct experiments to evaluate the breath monitoring in a real world scenario. The experiment results show that our monitoring system can monitor breath with a high accuracy.
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页数:3
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