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
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