International Journal of Computational Intelligence Systems

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Volume 12, Issue 2, 2019, Pages 453 - 459

Intelligent Biological Alarm Clock for Monitoring Autonomic Nervous Recovery During Nap

Authors
Jialan Xie1, 2, Wanhui Wen1, 2, *, Guangyuan Liu1, 2, Yongtao Li1, 2
1School of Electronic and Information Engineering, Southwest University, No. 2, Tiansheng Road, Beibei District, Chongqing 400715, China
2Chongqing Key Laboratory of Nonlinear Circuits and Intelligent Information Processing, No. 2, Tiansheng Road, Beibei District, Chongqing 400715, China
*

Corresponding author. Email: cwenwanh@swu.edu.cn

Received 11 October 2018, Accepted 26 February 2019, Available Online 11 April 2019.
DOI
10.2991/ijcis.d.190304.001How to use a DOI?
Keywords
Intelligent biological alarm clock; ECG; Heart rate; Heart rate variability; Autonomic nervous system
Abstract

Nap is an effective way to reduce daily-level fatigue after several hours of work. However, no alarm clock, which intelligently manages the nap duration with good autonomic nervous recovery (ANR) from fatigue, has been reported in literature. In this work, an intelligent biological alarm clock algorithm was designed on the basis of electrocardiogram (ECG) and electroencephalogram (EEG) data acquisition and analysis. ECG data samples were collected from 31 subjects in 278 times of nap experiments and categorized into good, moderate, and poor ANR datasets according to the degree of sympathetic withdrawal and parasympathetic activation during the nap. In practice, the alarm clock automatically classified the new-coming ECG data as good, moderate, or poor ANR with a classifier trained by the abovementioned ANR datasets. A prototype system of the intelligent alarm clock algorithm was implemented and validated in real-scene naps. The prototype system detected falling asleep during the closed-eye naps with a true positive rate of 93.55% and a true negative rate of 100%.

Copyright
© 2019 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article distributed under the CC BY-NC 4.0 license (http://creativecommons.org/licenses/by-nc/4.0/).

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Next Article In Issue>
Journal
International Journal of Computational Intelligence Systems
Volume-Issue
12 - 2
Pages
453 - 459
Publication Date
2019/04/11
ISSN (Online)
1875-6883
ISSN (Print)
1875-6891
DOI
10.2991/ijcis.d.190304.001How to use a DOI?
Copyright
© 2019 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article distributed under the CC BY-NC 4.0 license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Jialan Xie
AU  - Wanhui Wen
AU  - Guangyuan Liu
AU  - Yongtao Li
PY  - 2019
DA  - 2019/04/11
TI  - Intelligent Biological Alarm Clock for Monitoring Autonomic Nervous Recovery During Nap
JO  - International Journal of Computational Intelligence Systems
SP  - 453
EP  - 459
VL  - 12
IS  - 2
SN  - 1875-6883
UR  - https://doi.org/10.2991/ijcis.d.190304.001
DO  - 10.2991/ijcis.d.190304.001
ID  - Xie2019
ER  -