[HTML][HTML] DCDA-Net: dual-convolutional dual-attention network for obstructive sleep apnea diagnosis from single-lead electrocardiograms

N Ullah, T Mahmood, SG Kim, SH Nam, H Sultan… - … Applications of Artificial …, 2023 - Elsevier
Obstructive sleep apnea (OSA) is a breathing-related chronic disease in which the soft
palate and tongue collapse and block the upper airway for at least 10 s during sleep. It can …

Obstructive sleep apnea detection from single-lead electrocardiogram signals using one-dimensional squeeze-and-excitation residual group network

Q Yang, L Zou, K Wei, G Liu - Computers in biology and medicine, 2022 - Elsevier
Obstructive sleep apnea (OSA), which has high morbidity and complications, is diagnosed
via polysomnography (PSG). However, this method is expensive, time-consuming, and …

Multi-task feature fusion network for Obstructive Sleep Apnea detection using single-lead ECG signal

K Cao, X Lv - Measurement, 2022 - Elsevier
Efficient daily monitoring of Obstructive Sleep Apnea (OSA) and timely implementation of
treatment is one of the important measures to ensure human health and sleep quality …

SCNN: Scalogram-based convolutional neural network to detect obstructive sleep apnea using single-lead electrocardiogram signals

FR Mashrur, MS Islam, DK Saha, SMR Islam… - Computers in Biology …, 2021 - Elsevier
Sleep apnea is a common symptomatic disease affecting nearly 1 billion people around the
world. The gold standard approach for determining the severity of sleep apnea is full-night …

DM-IACNN: A Dual-MultiScale Interactive Attention-based Convolution Neural Network for Automated Detection of Sleep Apnea

Y Zhao, H He, W Gao, K Xu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Sleep apnea is a potentially serious yet often unnoticed sleep disorder characterized by
repeated cessation and resumption of breathing. The non-invasive and real-time detection …

[HTML][HTML] Real-Time Obstructive Sleep Apnea Detection from Raw ECG and SpO2 Signal Using Convolutional Neural Network

T Paul, O Hassan, SK Islam… - AMIA Summits on …, 2024 - ncbi.nlm.nih.gov
Obstructive sleep apnea is a sleep disorder that is linked with many health complications
and severe form of apnea can even be lethal. Overnight polysomnography is the gold …

A Comprehensive Study on a Deep-Learning-Based Electrocardiography Analysis for Estimating the Apnea-Hypopnea Index

S Kim, HS Choi, D Kim, M Kim, SY Lee, JK Kim, Y Kim… - Diagnostics, 2024 - mdpi.com
This study introduces a deep-learning-based automatic sleep scoring system to detect sleep
apnea using a single-lead electrocardiography (ECG) signal, focusing on accurately …

Sleep apnea detection from single-lead electrocardiogram signals using effective deep-shallow fusion network

P Li, W Ma, H Yue, W Lei, X Fan… - Physiological …, 2024 - iopscience.iop.org
Objective. Explore a network architecture that can efficiently perform single-lead
electrocardiogram (ECG) sleep apnea (SA) detection by utilizing the beneficial information …

A sleep apnea detection system based on a one-dimensional deep convolution neural network model using single-lead electrocardiogram

HY Chang, CY Yeh, CT Lee, CC Lin - Sensors, 2020 - mdpi.com
Many works in recent years have been focused on developing a portable and less
expensive system for diagnosing patients with obstructive sleep apnea (OSA), instead of …

Single-lead ECG based multiscale neural network for obstructive sleep apnea detection

Z Wang, C Peng, B Li, T Penzel, R Liu, Y Zhang, X Yu - Internet of Things, 2022 - Elsevier
Obstructive sleep apnea (OSA) is a common sleep disorder characterized by frequent
cessation of breathing during sleep, which cannot be easily diagnosed at the early stage …