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
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;
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2008.4649488