피부전기활동을 이용한 실시간 깊은 수면 검출 알고리즘의 개발
Real-time Detection of Deep Sleep using Electrodermal Activity
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Although many studies have analyzed the relationship between electrodermal activity (EDA) and sleep stages, a practical method for detecting sleep stage using EDA has not been suggested. The aim of this study was to develop an algorithm for real-time automatic detection of deep sleep using the EDA signal. Simultaneously with overnight polysomnography (PSG), continuous measurement of skin conductance on the fingers was performed for ten subjects. The morphometric characteristics in the fluctuations of EDA signal were employed to establish the quantitative criteria for determining deep sleep. The 30-sec epoch-by-epoch comparison between the deep sleep detected by our method and that reported from PSG exhibited an average sensitivity of 74.6%, an average specificity of 98.0%, and an average accuracy of 96.1%. This study may address the growing need for a reliable and simple measure for identifying sleep stage without a PSG.
Abstract
Although many studies have analyzed the relationship between electrodermal activity (EDA) and sleep stages, a practical method for detecting sleep stage using EDA has not been suggested. The aim of this study was to develop an algorithm for real-time automatic detection of deep sleep using the EDA signal. Simultaneously with overnight polysomnography (PSG), continuous measurement of skin conductance on the fingers was performed for ten subjects. The morphometric characteristics in the fluctuations of EDA signal were employed to establish the quantitative criteria for determining deep sleep. The 30-sec epoch-by-epoch comparison between the deep sleep detected by our method and that reported from PSG exhibited an average sensitivity of 74.6%, an average specificity of 98.0%, and an average accuracy of 96.1%. This study may address the growing need for a reliable and simple measure for identifying sleep stage without a PSG.
참고문헌 (20)
- Berry R, "he AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications, version 2.0" (2012), American Academy of Sleep Medicine
- Carlson NR, "Physiology of Behavior" (2012), Pearson
- Sassin J, "Human growth hormone release: relation to slowwave sleep and sleep-waking cycles", Science, 165(3892), pp.513~515 (1969)
- Ngo H-VV, "Auditory closed-loop stimulation of the sleep slow oscillation enhances memory", Neuron, 78(3), pp.545~553 (2013)
- Ngo H-VV, "Induction of slow oscillations by rhythmic acoustic stimulation", J Sleep Res, 22(1), pp.22~31 (2013)
- Roth WT, "Publication recommendations for electrodermal measurements", Psychophysiology, 49, pp.1017~1034 (2012)
- Liguori R, "Sleep stage-related changes in sympathetic sudomotor and vasomotor skin responses in man", Clin Neurophysiol, 111(3), pp.434~439 (2000)
- Koumans AJ, "Electrodermal levels and fluctuations during normal sleep", Psychophysiology, 5(3), pp.300~306 (1968)
- Asahina K, "Phenomenological study of paradoxical phase and reverse paradoxical phase of sleep", Jpn J Physiol, 14(4), pp.365~372 (1964)
- Broughton R, "The electrodermogram (Tarchanoff effect) during sleep", Electroencephalogr. Clin. Neurophysiol, 18(7), pp.691~708 (1965)
- Freixa i Baqué E, "Spontaneous electrodermal activity during sleep in man: an intranight study", Sleep, 6(1), pp.77~81 (1983)
- Hori T, "Skin potential activities and their regional differences during normal sleep in humans", Jpn. J. Physiol, 20(6), pp.657~671 (1970)
- Kobayashi R, "Skin sympathetic nerve function during sleep—a study with effector responses", Auton. Neurosci, 103(1), pp.121~126 (2003)
- Lester B, "Nocturnal EEG-GSR profiles: the influence of presleep states", Psychophysiology, 3(3), pp.238~248 (1967)
- Mcdonald DG, "Studies of Spontaneous Electro dermal Responses in Sleep", Psychophysiology, 13(2), pp.128~134 (1976)
- Sano A, "Quantitative analysis of wrist electrodermal activity during sleep", Int J Psychophysiol, 94(3), pp.382~389 (2014)
- Ware JC, "Sleep-related electrodermal activity patterns in impotent patients", Sleep, 7(3), pp.247~254 (1984)
- Johnson LC, "Spontaneous electrodermal activity during waking and sleeping", Psychophysiology, 3(1), pp.8~17 (1966)
- Tanida K, "Sleep stage assessment using power spectral indices of heart rate variability with a simple algorithm: limitations clarified from preliminary study", Biol. Res. Nurs, 15(3), pp.264~272 (2012)
- Bresler M, "Differentiating between light and deep sleep stages using an ambulatory device based on peripheral arterial tonometry", Physiol. Meas, 29(5), pp.571~584 (2008)