An approach for automatic sleep apnea detection based on entropy of multi-band EEG signal

S Saha, A Bhattacharjee, MAA Ansary… - 2016 IEEE Region 10 …, 2016 - ieeexplore.ieee.org
… of several physiological signals, such as electroencephalogram (EEG), electrocardiogram
(… study of EEG signal in order to detect sleep apnea events. Electroencephalography (EEG), …

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

L Almazaydeh, K Elleithy… - 2012 annual international …, 2012 - ieeexplore.ieee.org
… to the EEG signal in [12] to find a solution to the problem of identifying sleep apnea episodes.
… Many studies show that detection of obstructive sleep apnea can be performed through …

Spectral analysis of electroencephalogram and oximetric signals in obstructive sleep apnea diagnosis

D Alvarez, R Hornero, JV Marcos… - … Conference of the …, 2009 - ieeexplore.ieee.org
EEG signals were processed offline with a 0.1 – 50 Hz digital bandpass filter. Additionally,
high frequency artifacts usually generated by muscle activity were removed using a median-…

Automatic detection of sleep apnea events based on inter‐band energy ratio obtained from multi‐band EEG signal

S Saha, A Bhattacharjee… - Healthcare technology …, 2019 - Wiley Online Library
… an automatic effective sleep apnea event detection method for apnea subject based on
inter… band-limited EEG signals. The study is performed on a standard sleep apnea database. …

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
… of the cardio-respiratory system and sleep signals [14]. In this … sleep laboratory in order
to record the 16 major signals such as Electrocardiogram (ECG), Electroencephalogram (EEG), …

Analysis of coherence between sleep EEG and ECG signals during and after obstructive sleep apnea events

AH Khandoker, CK Karmakar… - 2008 30th Annual …, 2008 - ieeexplore.ieee.org
… of patients with obstructive sleep apnea syndrome (OSAS) by coherence analysis. ECG and
EEG signals … Our results show that ECG and EEG signals of REM sleep are more coherent …

Automated detection of sleep apnea from electrocardiogram signals using nonlinear parameters

UR Acharya, ECP Chua, O Faust… - Physiological …, 2011 - iopscience.iop.org
… the normal, hypopnea and apnea classes. Detecting sleep apnea with this level of accuracy
… More research has to be done on the use of sleep EOG, EMG or EEG signals to detect sleep

Sleep apnea diagnosis using complexity features of EEG signals

B Gholami, MH Behboudi, A Khadem, A Shoeibi… - … Work-Conference on …, 2022 - Springer
… Complexity features in EEG signal have been proposed to detect apnea in this work. Finally,
we had 120 features that were extracted from 6 frequency bands. Accuracy of classification (…

Prediction of Sleep Apnea using EEG signals and machine learning algorithms

A Onargan, B Gavcar, G Çalışkan… - 2021 Medical …, 2021 - ieeexplore.ieee.org
… Thanks to the EEG, we transform these activities into digital data. In … , EEG signals recorded
from 4 patients during sleep were processed on MATLAB. Sleep recordings of different sleep

Sleep apnea detection based on rician modeling of feature variation in multiband EEG signal

A Bhattacharjee, S Saha, SA Fattah… - IEEE journal of …, 2018 - ieeexplore.ieee.org
… ploy wavelet transform of EEG to identify sleep apnea events. Instead of utilizing the full
band EEG signal, an effective way is to divide the EEG signal into well known EEG sub-bands, …