Hypoxic burden based on automatically identified desaturations is associated with adverse health outcomes
Rationale: Recent studies have shown that sleep apnea–specific intermittent hypoxemia
quantified by the hypoxic burden (HB) predicted cardiovascular disease (CVD)–related …
quantified by the hypoxic burden (HB) predicted cardiovascular disease (CVD)–related …
A comprehensive evaluation of contemporary methods used for automatic sleep staging
D Sarkar, D Guha, P Tarafdar, S Sarkar… - … Signal Processing and …, 2022 - Elsevier
This paper presents a systematic review of automatic sleep staging studies.
Polysomnographic (PSG) data is used for the study of sleep staging. The benchmark for …
Polysomnographic (PSG) data is used for the study of sleep staging. The benchmark for …
Classifying sleep–wake stages through recurrent neural networks using pulse oximetry signals
The regulation of the autonomic nervous system changes with the sleep stages causing
variations in the physiological variables. We exploit these changes with the aim of …
variations in the physiological variables. We exploit these changes with the aim of …
Temporal convolutional networks and transformers for classifying the sleep stage in awake or asleep using pulse oximetry signals
Sleep disorders are very widespread in the world population and suffer from a generalized
underdiagnosis, given the complexity of their diagnostic methods. Therefore, there is an …
underdiagnosis, given the complexity of their diagnostic methods. Therefore, there is an …
Photoplethysmographic-based automated sleep–wake classification using a support vector machine
Objective: Sleep quality has a significant impact on human mental and physical health. The
detection of sleep–wake states is thus of paramount importance in the study of sleep. The …
detection of sleep–wake states is thus of paramount importance in the study of sleep. The …
Sleep staging algorithm based on smartwatch sensors for healthy and sleep apnea populations
FB Silva, LFS Uribe, FX Cepeda, VFS Alquati… - Sleep Medicine, 2024 - Elsevier
Objective Sleep stages can provide valuable insights into an individual's sleep quality. By
leveraging movement and heart rate data collected by modern smartwatches, it is possible …
leveraging movement and heart rate data collected by modern smartwatches, it is possible …
Hybrid sleep stage classification for clinical practices across different polysomnography systems using frontal EEG
CH Su, LW Ko, JC Juang, CY Hsu - Processes, 2021 - mdpi.com
Automatic bio-signal processing and scoring have been a popular topic in recent years. This
includes sleep stage classification, which is time-consuming when carried out by hand …
includes sleep stage classification, which is time-consuming when carried out by hand …
The impact of study type and sleep measurement on oxygen desaturation index calculation
CB Whenn, DL Wilson, WR Ruehland… - Journal of Clinical …, 2024 - jcsm.aasm.org
Study Objectives: The oxygen desaturation index (ODI) is an important measure of sleep-
disordered breathing during polysomnography (PSG); however, the AASM Manual (V3) …
disordered breathing during polysomnography (PSG); however, the AASM Manual (V3) …
Study on identification method of driver fatigue considering individual ECG differences
W Sun, W Jiang, C Li, Y Si, S Li, M Guo, D Liu… - Cognition, Technology & …, 2024 - Springer
Driver fatigue is one of the main causes of road traffic accidents. Because of the individual
differences between drivers, the common characteristics of driver fatigue are not clear, and …
differences between drivers, the common characteristics of driver fatigue are not clear, and …
Sleep pattern analysis in unconstrained and unconscious state
WH Jun, HJ Kim, YS Hong - Sensors, 2022 - mdpi.com
Sleep accounts for one-third of an individual's life and is a measure of health. Both sleep
time and quality are essential, and a person requires sound sleep to stay healthy. Generally …
time and quality are essential, and a person requires sound sleep to stay healthy. Generally …