DocumentCode
2927135
Title
Wakefulness estimation only using ballistocardiogram: Nonintrusive method for sleep monitoring
Author
Chung, Gih Sung ; Lee, Jeong Su ; Hwang, Su Hwan ; Lim, Young Kyu ; Jeong, Do-Un ; Park, Kwang Suk
Author_Institution
Interdiscipl. Program of Bioeng., Seoul Nat. Univ., Seoul, South Korea
fYear
2010
fDate
Aug. 31 2010-Sept. 4 2010
Firstpage
2459
Lastpage
2462
Abstract
To evaluate sleep quality or autonomic nervous system, many annoying electrodes have be attached to subjects´ body. It can disturb comfortable sleep and, moreover, since it is very expensive experiment, continuous sleep monitoring is difficult. Since heart rate reflects the autonomic nervous system, it is highly synchronized with the sympathetic activation during transition from non-REM sleep to wakefulness. When the transition occurred the heart rate abruptly increased clearly distinguished with other changes. By using this physiology, we tried to classify the wakefulness during the whole night sleep. Our final goal is adopting this method to the continuous monitoring in our daily life. electrocardiogram (ECG) is not the suitable. Subjects have to attach the electrodes by themselves in their housing to obtain ECG. In that point of view, we used the ballistocardiogram (BCG) that is the representative method to obtain heart beat nonintrusively. For ten normal subjects, the wakefulness classifications by using the heart rate dynamics were executed. Nine subjects showed substantial agreement with the visually-scored method, polysomnography (PSG), and only one subject showed moderate agreement in Cohen´s kappa value.
Keywords
cardiology; medical signal processing; neurophysiology; patient monitoring; signal classification; sleep; Cohen kappa value; autonomic nervous system; ballistocardiogram; electrocardiogram; electrodes; heart beat; heart rate dynamics; polysomnography; sleep monitoring; sleep quality; sympathetic activation; wakefulness classifications; Autonomic nervous system; Electrodes; Electronic mail; Heart beat; Monitoring; Sleep; Adult; Algorithms; Ballistocardiography; Electrodes; Equipment Design; Female; Heart Rate; Humans; Male; Polysomnography; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Sleep; Wakefulness;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location
Buenos Aires
ISSN
1557-170X
Print_ISBN
978-1-4244-4123-5
Type
conf
DOI
10.1109/IEMBS.2010.5626544
Filename
5626544
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