• 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