A method to detect sleep apnea based on deep neural network and hidden Markov model using single-lead ECG signal

K Li, W Pan, Y Li, Q Jiang, G Liu - Neurocomputing, 2018 - Elsevier
… OSA with single-lead ECG signal, and a variety of ECG-… from ECG signals and ECG derived
respiratory (EDR) signals … domain features from ECG signals and EDR signals, the accuracy …

Detection of sleep apnea using deep neural networks and single-lead ECG signals

A Zarei, H Beheshti, BM Asl - Biomedical Signal Processing and Control, 2022 - Elsevier
… of breathing during sleep. Feature extraction approaches play a key role in the performance
of apnea detection algorithms that use single-lead electrocardiogram signals. Handcrafted …

Automatic detection of obstructive sleep apnea using wavelet transform and entropy-based features from single-lead ECG signal

A Zarei, BM Asl - IEEE journal of biomedical and health …, 2018 - ieeexplore.ieee.org
electrocardiogram (ECG) signals for OSA detection. In this paper, a novel automatic OSA
detection method using a single-lead ECG signal … obtained by an ECG signal decomposition is …

Detection of Sleep Apnea from SingleLead ECG Signal Using a Time Window Artificial Neural Network

T Wang, C Lu, G Shen - BioMed research international, 2019 - Wiley Online Library
… So, we use 1 hidden layer MLP for sleep apnea detection. Each node of the hidden layer
is connected with the input layer by weights and the output is the sum of the inputs under the …

A novel algorithm for the automatic detection of sleep apnea from single-lead ECG

C Varon, A Caicedo, D Testelmans… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
… In this context, this study proposes a simple algorithm for the automatic detection of sleep
apnea from the ECG signal. In addition, two different features that capture valuable information …

An automatic screening approach for obstructive sleep apnea diagnosis based on single-lead electrocardiogram

L Chen, X Zhang, C Song - IEEE transactions on automation …, 2014 - ieeexplore.ieee.org
… tion in ECG signals can be employed to detect the apnea/hy… , the acquisition of ECG
signals is quite convenient and … easily extracted from ECG signals by appropriate algorithms. …

Obstructive sleep apnea detection using spectrum and bispectrum analysis of single-lead ECG signal

R Atri, M Mohebbi - Physiological measurement, 2015 - iopscience.iop.org
… diagnosis of obstructive sleep apnea (OSA) from an electrocardiogram (ECG) is presented.
… exclusively ECG recordings during sleep and present a minute-by-minute signal processing …

Apnea MedAssist: real-time sleep apnea monitor using single-lead ECG

M Bsoul, H Minn, L Tamil - IEEE transactions on information …, 2010 - ieeexplore.ieee.org
… There is a significant body of research literature in the study of simplified sleep apnea … The
standard sleep laboratory modified lead V2 position ECG is used. The ECG signal was then …

Ambulatory screening tool for sleep apnea: analyzing a single-lead electrocardiogram signal (ECG)

S Magnusdottir, H Hilmisson - Sleep and Breathing, 2018 - Springer
sleep apnea is currently primarily based on the apnea hypopnea index (AHI). The approach
of this study looks at usefulness of analyzing a single-lead ECG … cyclic variation of heart rate (…

An expert system for automated identification of obstructive sleep apnea from single-lead ECG using random under sampling boosting

AR Hassan, MA Haque - Neurocomputing, 2017 - Elsevier
… In this work, an automatic OSA screening scheme using single-lead ECG signals has been
proposed. Experimental outcomes manifest that statistical moment based features in the …