Visualization and evaluation of the relation between the estimated sleep satisfaction levels using nonlinear multiple regression analysis and autonomic nervous system
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- Cho Seung-Il
- Graduate School of Science and Engineering, Yamagata University
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- Tsuchiya Minami
- Graduate School of Science and Engineering, Yamagata University
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- Tanaka Atsushi
- Graduate School of Science and Engineering, Yamagata University
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- Yasuda Muneki
- Graduate School of Science and Engineering, Yamagata University
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- Harada Tomochika
- Graduate School of Science and Engineering, Yamagata University
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- Yokoyama Michio
- Graduate School of Science and Engineering, Yamagata University
Description
<p>In this paper, the relation between estimated instantaneous sleep satisfaction using nonlinear multiple regression analysis and activity of the autonomic nervous system (ANS) is visualized and evaluated using the proposed scatter plot chart. We made a hypothesis and tested it such that the parasympathetic nerve activity (PNA) index representing the relaxation component rises as enhancement of the estimated instantaneous satisfaction level, and the sympathetic nerve activity index representing the stress component rises as reduction of the estimated instantaneous satisfaction level, during sleep. In the results of these experiments, when the average value per night of estimated instantaneous sleep satisfaction during sleep was level 3 or more, the number of points which are estimated satisfaction of level 3 or more, in the PNA index above the average value, was greater than that of less than level 3. It was found that the proposed method is effective for evaluating states of the ANS in sleep.</p>
Journal
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- Nonlinear Theory and Its Applications, IEICE
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Nonlinear Theory and Its Applications, IEICE 11 (4), 517-526, 2020
The Institute of Electronics, Information and Communication Engineers
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Keywords
Details 詳細情報について
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- CRID
- 1390285697607421184
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- NII Article ID
- 130007921443
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- ISSN
- 21854106
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- Text Lang
- en
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- Data Source
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- JaLC
- Crossref
- CiNii Articles
- KAKEN
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- Abstract License Flag
- Disallowed