Sleep–wake stage detection with single channel ECG and hybrid machine learning model in patients with obstructive sleep apnea

F Bozkurt, MK Uçar, C Bilgin, A Zengin - Physical and Engineering …, 2021 - Springer
Sleep staging is an important step in the diagnosis of obstructive sleep apnea (OSA) and
this step is performed by a physician who visually scores the electroencephalography …

Detection of abnormal respiratory events with single channel ECG and hybrid machine learning model in patients with obstructive sleep apnea

F Bozkurt, MK Uçar, MR Bozkurt, C Bilgin - Irbm, 2020 - Elsevier
Respiratory scoring is an important step in the diagnosis of Obstructive Sleep Apnea (OSA).
Airflow, abdolmel-thorax and pulse oximetry signals are obtained with the help of …

Towards an accurate sleep apnea detection based on ECG signal: The quintessential of a wise feature selection

A Pinho, N Pombo, BMC Silva, K Bousson… - Applied Soft …, 2019 - Elsevier
A wise feature selection from minute-to-minute Electrocardiogram (ECG) signal is a
challenging task for many reasons, but mostly because of the promise of the accurate …

End-to end decision support system for sleep apnea detection and Apnea-Hypopnea Index calculation using hybrid feature vector and Machine learning

RS Arslan, H Ulutas, AS Köksal, M Bakir… - Biocybernetics and …, 2023 - Elsevier
Sleep apnea is a disease that occurs due to the decrease in oxygen saturation in the blood
and directly affects people's lives. Detection of sleep apnea is crucial for assessing sleep …

[HTML][HTML] Detection of sleep apnea from electrocardiogram and pulse oximetry signals using random forest

J Zhu, A Zhou, Q Gong, Y Zhou, J Huang, Z Chen - Applied Sciences, 2022 - mdpi.com
Sleep apnea (SA) is a common sleep disorder which could impair the human physiological
system. Therefore, early diagnosis of SA is of great interest. The traditional method of …

Automatic Detection of Sleep Apnea from Single-lead ECG Signal Using Machine Learning

A Bhongade, R Gupta… - … Conference on Futuristic …, 2022 - ieeexplore.ieee.org
Sleep apnea is a common disorder that reduces sleep quality which can lead to serious
health consequences. It is identified by a pause in breathing during sleep. At present …

Development of hybrid artificial intelligence based automatic sleep/awake detection

MR Bozkurt, MK Uçar, F Bozkurt… - IET Science …, 2020 - Wiley Online Library
Background and Objective: Obstructive Sleep Apnea is a disease that causes respiratory
arrest in sleep and reduces sleep quality. The diagnosis of the disease is made by the …

[PDF][PDF] Sleep apnea identification using HRV features of ECG signals

B Sulistyo, N Surantha, SM Isa - International Journal of Electrical …, 2018 - researchgate.net
Sleep apnea is a common sleep disorder that interferes with the breathing of a person.
During sleep, people can stop breathing for a moment that causes the body lack of oxygen …

Sleep apnea classification using ECG-signal wavelet-PCA features

VP Rachim, G Li, WY Chung - Bio-medical materials and …, 2014 - content.iospress.com
Sleep apnea is often diagnosed using an overnight sleep test called a polysomnography
(PSG). Unfortunately, though it is the gold standard of sleep disorder diagnosis, a PSG is …

A reliable algorithm based on combination of EMG, ECG and EEG signals for sleep apnea detection:(a reliable algorithm for sleep apnea detection)

MK Moridani, M Heydar… - 2019 5th conference on …, 2019 - ieeexplore.ieee.org
Sleep Apnea Syndrome is one of the most common and dangerous causes of sleep disorder
that the suspected patients are tested (examined) by recording various types of vital signals …