Opportunities for utilizing polysomnography signals to characterize obstructive sleep apnea subtypes and severity

DR Mazzotti, DC Lim, K Sutherland… - Physiological …, 2018 - iopscience.iop.org
… other existing computer-aided polysomnography signal processing algorithms and how they
… matter of time before advanced automatic signal processing and analysis is widely applied …

Detection of obstructive sleep apnea through ECG signal features

L Almazaydeh, K Elleithy… - 2012 IEEE International …, 2012 - ieeexplore.ieee.org
… Most of sleep apnea cases are currently … polysomnography (PSG) at sleep labs, where
an expert human observer is needed to work over night. New techniques for sleep apnea

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
… Currently, gold standard for OSA detection is polysomnogram. Since … ) signals for OSA
detection. In this paper, a novel automatic OSA detection method using a single-lead ECG signal

Quantifying the arousal threshold using polysomnography in obstructive sleep apnea

SA Sands, PI Terrill, BA Edwards… - Sleep, 2018 - academic.oup.com
… using polysomnographic signals. The approach employs an uncalibrated ventilation signal
(eg, … EMG, and CPAP manipulation). Thus, arousal threshold estimation using respiratory …

Automatic diagnosis of sleep apnea from biomedical signals using artificial intelligence techniques: Methods, challenges, and future works

P Moridian, A Shoeibi, M Khodatars… - … : Data Mining and …, 2022 - Wiley Online Library
… So far, a variety of methods have been introduced by researchers to diagnose sleep apnea,
among which the polysomnography (PSG) method is known to be the best. Analysis of PSG …

Obstructive sleep apnea event prediction using recurrence plots and convolutional neural networks (RP-CNNs) from polysomnographic signals

Y Taghizadegan, NJ Dabanloo, K Maghooli… - Biomedical Signal …, 2021 - Elsevier
… the sleep apnea events in the polysomnographic signals recorded from a multisensory suite.
This procedure has been performed via a portable sleep … single polysomnographic signals (…

Automated detection of sleep apnea from electrocardiogram signals using nonlinear parameters

UR Acharya, ECP Chua, O Faust… - Physiological …, 2011 - iopscience.iop.org
… with this level of accuracy can potentially reduce the need of polysomnography (PSG).
This brings advantages to patients, because the proposed system is less cumbersome when …

Prediction of obstructive sleep apnea using ensemble of recurrence plot convolutional neural networks (RPCNNs) from polysomnography signals

Y Taghizadegan, NJ Dabanloo, K Maghooli… - Medical hypotheses, 2021 - Elsevier
… function (RBF) were used to predict obstructive sleep apnea from segments of 30, 60, 90, …
the onset of sleep apnea events using polysomnographic signals obtained via a portable sleep

Classification methods to detect sleep apnea in adults based on respiratory and oximetry signals: a systematic review

MB Uddin, CM Chow, SW Su - Physiological measurement, 2018 - iopscience.iop.org
Polysomnography (PSG), considered the gold standard and a reliable method for SA … of
nocturnal oximetry signals in the diagnosis of the obstructive sleep apnea syndrome EMBS'06: …

Obstructive sleep apnea detection using SVM-based classification of ECG signal features

L Almazaydeh, K Elleithy… - 2012 annual international …, 2012 - ieeexplore.ieee.org
sleep apnea (OSA) is the common form of sleep apnea, which is currently tested through
polysomnography (PSG) at sleep … New sleep apnea classification techniques are nowadays …