A Review On Current Trends In Automatic Sleep Staging Through Bio-Signal Recordings And Future Challenges
SLEEP MEDICINE REVIEWS(2021)
摘要
Sleep staging is a vital process conducted in order to analyze polysomnographic data. To facilitate prompt interpretation of these recordings, many automatic sleep staging methods have been proposed. These methods rely on bio-signal recordings, which include electroencephalography, electrocardiography, electromyography, electrooculography, respiratory, pulse oximetry and others. However, advanced, uncomplicated and swift sleep-staging-evaluation is still needed in order to improve the existing polysomnographic data interpretation. The present review focuses on automatic sleep staging methods through bio-signal recording including current and future challenges. (C) 2020 Elsevier Ltd. All rights reserved.
更多查看译文
关键词
Sleep, Bio-signals, Pre-processing, Feature extraction methods, Sleep staging rules, Sleep datasets, Automatic staging techniques
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络