Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency

In this study, we analyze the effect of a recliner chair with rocking motions on sleep quality of naps using automated sleep scoring and spindle detection models. The quality of sleep corresponding to the two rocking motions was measured quantitatively and qualitatively. For the quantitative evaluat...

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Main Authors: Suwhan Baek, Hyunsoo Yu, Jongryun Roh, Jungnyun Lee, Illsoo Sohn, Sayup Kim, Cheolsoo Park
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/24/8214
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author Suwhan Baek
Hyunsoo Yu
Jongryun Roh
Jungnyun Lee
Illsoo Sohn
Sayup Kim
Cheolsoo Park
author_facet Suwhan Baek
Hyunsoo Yu
Jongryun Roh
Jungnyun Lee
Illsoo Sohn
Sayup Kim
Cheolsoo Park
author_sort Suwhan Baek
collection DOAJ
description In this study, we analyze the effect of a recliner chair with rocking motions on sleep quality of naps using automated sleep scoring and spindle detection models. The quality of sleep corresponding to the two rocking motions was measured quantitatively and qualitatively. For the quantitative evaluation, we conducted a sleep parameter analysis based on the results of the estimated sleep stages obtained on the brainwave and spindle estimation, and a sleep survey assessment from the participants was analyzed for the qualitative evaluation. The analysis showed that sleep in the recliner chair with rocking motions positively increased the duration of the spindles and deep sleep stage, resulting in improved sleep quality.
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spelling doaj.art-b7d4a6e8615c401fbbd4b2c90f5778962023-11-23T10:28:16ZengMDPI AGSensors1424-82202021-12-012124821410.3390/s21248214Effect of a Recliner Chair with Rocking Motions on Sleep EfficiencySuwhan Baek0Hyunsoo Yu1Jongryun Roh2Jungnyun Lee3Illsoo Sohn4Sayup Kim5Cheolsoo Park6Department of Computer engineering, Kwangwoon University, Seoul 01897, KoreaDepartment of Computer engineering, Kwangwoon University, Seoul 01897, KoreaDigital Transformation RnD Department, Korea Institute of Industrial Technology, Ansan 15588, KoreaDigital Transformation RnD Department, Korea Institute of Industrial Technology, Ansan 15588, KoreaDepartment of Computer Science and Engineering, Seoul National University of Science and Technology, Seoul 01811, KoreaDigital Transformation RnD Department, Korea Institute of Industrial Technology, Ansan 15588, KoreaDepartment of Computer engineering, Kwangwoon University, Seoul 01897, KoreaIn this study, we analyze the effect of a recliner chair with rocking motions on sleep quality of naps using automated sleep scoring and spindle detection models. The quality of sleep corresponding to the two rocking motions was measured quantitatively and qualitatively. For the quantitative evaluation, we conducted a sleep parameter analysis based on the results of the estimated sleep stages obtained on the brainwave and spindle estimation, and a sleep survey assessment from the participants was analyzed for the qualitative evaluation. The analysis showed that sleep in the recliner chair with rocking motions positively increased the duration of the spindles and deep sleep stage, resulting in improved sleep quality.https://www.mdpi.com/1424-8220/21/24/8214rocking motionsleep qualitysleep stagingspindlereal world datadeep neural networks
spellingShingle Suwhan Baek
Hyunsoo Yu
Jongryun Roh
Jungnyun Lee
Illsoo Sohn
Sayup Kim
Cheolsoo Park
Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
Sensors
rocking motion
sleep quality
sleep staging
spindle
real world data
deep neural networks
title Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
title_full Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
title_fullStr Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
title_full_unstemmed Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
title_short Effect of a Recliner Chair with Rocking Motions on Sleep Efficiency
title_sort effect of a recliner chair with rocking motions on sleep efficiency
topic rocking motion
sleep quality
sleep staging
spindle
real world data
deep neural networks
url https://www.mdpi.com/1424-8220/21/24/8214
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