Detecting rapid eye movement sleep using a single EEG signal channel

作者:

Highlights:

• REM sleep is detected using one channel electroencephalography signal.

• Special attention is given to the problem of interpersonal EEG signal differences.

• The REM sleep ratio and sleep apnea severity are studied as meaningful parameters.

• The approach was tested with data from 947 overnight polysomnography studies.

摘要

•REM sleep is detected using one channel electroencephalography signal.•Special attention is given to the problem of interpersonal EEG signal differences.•The REM sleep ratio and sleep apnea severity are studied as meaningful parameters.•The approach was tested with data from 947 overnight polysomnography studies.

论文关键词:Rapid eye movement sleep,Electroencephalography,Automatic sleep staging,Machine learning

论文评审过程:Received 10 March 2016, Revised 10 June 2017, Accepted 11 June 2017, Available online 13 June 2017, Version of Record 20 June 2017.

论文官网地址:https://doi.org/10.1016/j.eswa.2017.06.017