DocumentCode :
147583
Title :
Personalized real-time sleep stage remote monitoring system
Author :
Tajima, Y. ; Nakata, Mitsuru ; Takadama, K.
Author_Institution :
Univ. of Electro-Commun., Chofu, Japan
fYear :
2014
fDate :
2-4 April 2014
Firstpage :
1
Lastpage :
5
Abstract :
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)).
Keywords :
bioelectric potentials; biomechanics; biomedical telemetry; cardiology; data acquisition; geriatrics; notebook computers; patient monitoring; pressure sensors; sleep; aged persons; body movement data acquisition; heartbeat data acquisition; personalized sleep stage estimation; real-time remote monitoring system; tablets; unconstraint-typed pressure sensor; Accuracy; Aging; Band-pass filters; Estimation; Heart beat; Real-time systems; Sleep; compact genetic algorithm; evolutonary computation; real-time monitoring; sleep stage estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Medical Information and Communication Technology (ISMICT), 2014 8th International Symposium on
Conference_Location :
Firenze
Type :
conf
DOI :
10.1109/ISMICT.2014.6825230
Filename :
6825230
Link To Document :
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