An intelligent sleep apnea classification system based on EEG signals

V Vimala, K Ramar, M Ettappan - Journal of medical systems, 2019 - Springer
… the EEG signals of 18 sleep apnea patients and we analyzed the performance of the proposed
method. The input EEG signals … ; and are annotated with Apnea-Hypopnea Index values. …

Efficient obstructive sleep apnea classification based on EEG signals

WS Almuhammadi, KAI Aboalayon… - 2015 Long Island …, 2015 - ieeexplore.ieee.org
… This work studied the Obstructive Sleep Apnea detection using the EEG signal, based on
a significant filtering and classification approach. According to the experimental results that …

[HTML][HTML] Classification of sleep apnea based on sub-band decomposition of EEG signals

R Jayaraj, J Mohan - Diagnostics, 2021 - mdpi.com
… Multiple types of literature works have utilized ECG signals for sleep apnea detection and …
of sleep apnea based on EEG signals, which motivated us to use EEG signals for sleep apnea

An efficient method to detect sleep hypopnea-apnea events based on EEG signals

Y Wang, S Ji, T Yang, X Wang, H Wang, X Zhao - IEEE Access, 2020 - ieeexplore.ieee.org
… In this paper, we propose a method based on the combination of discrete wavelet transform
and approximate entropy of EEG signals to detect sleep apnea and hypopnea events. For …

[HTML][HTML] Classification of sleep apnea based on EEG sub-band signal characteristics

X Zhao, X Wang, T Yang, S Ji, H Wang, J Wang… - Scientific Reports, 2021 - nature.com
apnea events. Herein, we proposed a method to automatically distinguish sleep apnea events
using characteristics of EEG signals … classify sleep apnea events based on EEG signals. …

Detection of obstructive sleep apnea through ECG signal features

L Almazaydeh, K Elleithy… - 2012 IEEE International …, 2012 - ieeexplore.ieee.org
… Wavelet transforms and an artificial neural network (ANN) algorithm were applied to the EEG
signal in [12] to find a solution to the problem of identifying sleep apnea (SA) episodes. The …

A reliable algorithm based on combination of EMG, ECG and EEG signals for sleep apnea detection:(a reliable algorithm for sleep apnea detection)

MK Moridani, M Heydar… - 2019 5th conference on …, 2019 - ieeexplore.ieee.org
sleep apnea of different individuals is accurately diagnosed according to the EMG, ECG and
EEG signals… of the EMG, ECG and EEG signals are used because these signals are non-…

Feature extraction and detection of obstructive sleep apnea from raw eeg signal

C Usha Kumari, P Kora, K Meenakshi… - … : Proceedings of ICICC …, 2020 - Springer
signals are useful for detecting different types of sleep disorders. This paper aims in detecting
obstructive sleep apnea … The EEG signal is extracted from the polysomnographic database …

Interaction between sleep EEG and ECG signals during and after obstructive sleep apnea events with or without arousals

AH Khandoker, CK Karmakar… - 2008 Computers in …, 2008 - ieeexplore.ieee.org
… brain in sleep disordered breathing events with or without arousals. ECG and EEG signals
during NREM and REM sleep were examined for location of the pre-scored apnea events. …

Detection of sleep apnea events using electroencephalogram signals

S Taran, V Bajaj, GR Sinha, K Polat - Applied Acoustics, 2021 - Elsevier
sleep apnea EEG signals. The LZC feature is computed from sub-bands (SBs) of EEG signals
… This paper proposed a single feature based sleep apnea EEG signals detection method. …