• DocumentCode
    3067446
  • Title

    Automatic sleep detection using activity and facial electrodes

  • Author

    Virkkala, Jussi ; Hasan, Joel ; Velin, Riitta ; Himanen, Sari-Leena ; Värri, Alpo ; Van Someren, Eus JW

  • Author_Institution
    Sleep Laboratory, Brain and Work Research Center, Finnish Institute of Occupational Health, Helsinki, Finland
  • fYear
    2008
  • fDate
    20-25 Aug. 2008
  • Firstpage
    1639
  • Lastpage
    1642
  • Abstract
    The most commonly applied unobtrusive sleep monitoring method is actigraphy, the measurement of body limb movements. In spite of its wide clinical acceptance, actigraphy has a low specificity for sleep detection leaving room for novel approaches of unobtrusive sleep monitoring. The present study compared sleep detection by a novel single channel electro-oculography (EOG) method and three activity monitors, with the golden standard of polysomnographic sleep analysis as a reference. With standard actigraphy (Actiwatch placed at the left wrist) sleep detection specificity and sensitivity were 42% and 95%. With the Alive Monitor attached on the same wrist, activity-based sleep detection specificity and sensitivity were 40% and 97%. With another Alive Monitor placed over the sternum sleep detection specificity and sensitivity were 21% and 99%. With two self-applied EOG electrodes combined with automatic sleep detection analysis, specificity and sensitivity were 72% and 96%. The results confirm low specificity of actigraphic sleep estimates, and demonstrate that the novel single-channel EOG method provides a substantial improvement in specificity.
  • Keywords
    Electrocardiography; Electrodes; Electromyography; Electrooculography; Face detection; Laboratories; Monitoring; Sleep; Sternum; Wrist; Adult; Algorithms; Biomedical Engineering; Electrodes; Electrooculography; Face; Female; Humans; Male; Middle Aged; Monitoring, Physiologic; Motor Activity; Polysomnography; Sensitivity and Specificity; Sleep; Wrist; Young Adult;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
  • Conference_Location
    Vancouver, BC
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-1814-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2008.4649488
  • Filename
    4649488