Correction of Sleep Staging Based on Sleep Spindle Detection

DOI

10.2991/bbe-17.2017.82How to use a DOI?

Keywords

Sleep spindles, Sleep staging, Time-domain condition.

Abstract

It has been demonstrated that sleep has a great relationship with humans' health and activities. Sleep staging is an important method to analysis sleep. Lots of methods have been adopted for automatic sleep staging. Some of the results are good and some of them are poor. For the poor, the sleep spindle detection can help to correct the results, because in the sleep stage 2(S2), the characteristic wave is sleep spindle and in the later of sleep stage 1(S1), the waves less than the duration time of sleep spindles but have the same period with sleep spindles (immature sleep spindles) appear on the electroenphalography (EEG). Therefore, a time-domain method for detecting sleep spindles is mentioned in this paper. With this method, the majority of sleep spindles and immature sleep spindles can be detected and the duration time of these detected waves can be used as the feature for sleep staging correction, especially the results of S1 and S2. The experiment results show that the accuracy of sleep staging is increased from 65.68% to 66.22%, 47.2% to 48% of S1 and 72.4% to 74.3% of S2.

Copyright

© 2017, the Authors. Published by Atlantis Press.

Open Access

This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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TY  - CONF
AU  - Xue-mei JIN
AU  - Jun-zhong ZOU
AU  - Jian ZHANG
PY  - 2017/05
DA  - 2017/05
TI  - Correction of Sleep Staging Based on Sleep Spindle Detection
BT  - Proceedings of the 2nd International Conference on Biomedical and Biological Engineering 2017 (BBE 2017)
PB  - Atlantis Press
SP  - 511
EP  - 516
SN  - 2468-5747
UR  - https://doi.org/10.2991/bbe-17.2017.82
DO  - 10.2991/bbe-17.2017.82
ID  - JIN2017/05
ER  -