Personalized real-time sleep stage remote monitoring system

被引:0
作者
Tajima, Yusuke [1 ]
Nakata, Masaya [1 ]
Takadama, Keiki [1 ]
机构
[1] Univ Electrocommun, Chofu, Tokyo 182, Japan
来源
2014 8TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION AND COMMUNICATION TECHNOLOGY (ISMICT) | 2014年
关键词
sleep stage estimation; real-time monitoring; evolutonary computation; compact genetic algorithm;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes the real-time remote monitoring system for personalized sleep stage. Such a system enables care workers to monitor a sleep stage of aged persons remotely, which is required to support aged persons who tend to wander in midnight and/or who are easily to fall down from their beds. For this purpose, we develop the system that can estimate a sleep stage in real-time from a heartbeat and body movement data acquired by an unconstraint-typed pressure sensor, and such a sleep stage is remotely displayed in tablets of care worker to inform a care timing for aged persons. Intensive human subject experiments have revealed the following implications: (1) the past data for estimating the sleep stage (even in one day data) contributes to estimating the future sleep stage; (2) the precision of the sleep stage estimation increases as the number of past data increases; and (3) such a precision further increases by using either of the past data where a heartbeat rate gradually increases or decreases. (i.e., the past data where a heartbeat rate increases (or decreases) contributes to improving a precision of the sleep stage of a person whose heartbeat rate increases (or decreases)).
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页数:5
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