[PDF][PDF] Deep learning to detect obstructive sleep apnea events from breathing

S Hamnvik - 2021 - duo.uio.no
Obstructive sleep apnea is a common sleeping disorder estimated to affect nearly one billion
adults worldwide. It occurs when soft tissues block the airways during sleep, causing a stop …

[HTML][HTML] Ensemble of deep learning models for sleep apnea detection: an experimental study

D Mukherjee, K Dhar, F Schwenker, R Sarkar - Sensors, 2021 - mdpi.com
Sleep Apnea is a breathing disorder occurring during sleep. Older people suffer most from
this disease. In-time diagnosis of apnea is needed which can be observed by the application …

Sleep Apnea Detection: From Signal Processing to Deep Learning

D Meena, V Kumar, NK Makhija… - … on Advances in …, 2024 - ieeexplore.ieee.org
One of the most widespread sleeping disorders is sleep apnea, which if left untreated, can
lead to serious health issues, from hypertension to heart functioning. However, many people …

Automated sleep apnea detection in raw respiratory signals using long short-term memory neural networks

T Van Steenkiste, W Groenendaal… - IEEE journal of …, 2018 - ieeexplore.ieee.org
Sleep apnea is one of the most common sleep disorders and the consequences of
undiagnosed sleep apnea can be very severe, ranging from increased blood pressure to …

[HTML][HTML] Towards automatic home-based sleep apnea estimation using deep learning

G Retamales, ME Gavidia, B Bausch… - npj Digital …, 2024 - nature.com
Apnea and hypopnea are common sleep disorders characterized by the obstruction of the
airways. Polysomnography (PSG) is a sleep study typically used to compute the Apnea …

Deep Learning-Based Approach for Sleep Apnea Detection Using Physiological Signals

AR Troncoso-García, M Martínez-Ballesteros… - … Work-Conference on …, 2023 - Springer
This paper explores the use of deep learning techniques for detecting sleep apnea. Sleep
apnea is a common sleep disorder characterized by abnormal breathing pauses or …

Towards automatic home-based sleep apnea estimation using deep learning

G Retamales, ME Gavidia, B Bausch, AN Montanari… - medRxiv, 2023 - medrxiv.org
Apnea and hypopnea are common sleep disorders characterized by complete or partial
obstructions of the airways, respectively. A sleep study, also known as polysomnography …

Obstructive Sleep Apnea Detection from ECG Signals with Deep Learning

JA Shilvya, PSH Jose - 2023 International Conference on …, 2023 - ieeexplore.ieee.org
Among the newer problems that have been linked to heart disease, hypertension,
sleeplessness, and other ailments in recent years is sleep related disorders. One such …

[PDF][PDF] A deep neural network classifier for diagnosing sleep apnea from ECG data on smartphones and small embedded systems

A Kaguara, KM Nam, S Reddy - PhD ThesisSwarthmore, 2015 - researchgate.net
Obstructive sleep apnea (OSA) is a prevalent sleep disorder caused by an obstruction of a
person's airway, which can cause people to stop breathing for 10 to 30 seconds at a time …

[PDF][PDF] Deep Learning for Next-Generation Sleep Diagnostics: sophisticated computational methods for more efficient and accurate assessment of sleep and …

H Korkalainen - 2020 - dspace.uef.fi
Sleep is a restorative state essential for physical and mental recovery, memory
consolidation, and the clearance of metabolic waste products from the brain [1, 2]. However …