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

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. …

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 …

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 …

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. …

BI-Directional long short-term memory for automatic detection of sleep apnea events based on single channel EEG signal

Y Wang, Z Xiao, S Fang, W Li, J Wang… - Computers in biology and …, 2022 - Elsevier
Signals from the EEG are frequently employed in sleep staging. The use of EEG signals
can aid in ensuring the sleep status of the patient and to classify the sleep apnea events more …

Sleep apnea detection from variational mode decomposed EEG signal using a hybrid CNN-BiLSTM

T Mahmud, IA Khan, TI Mahmud, SA Fattah… - IEEE …, 2021 - ieeexplore.ieee.org
… for the detection of sleep apnea frames from electroencephalogram (EEG) signals. Unlike
conventional methods of direct feature extraction from EEG signals, the variational mode …

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

Energy-efficient FPGA based sleep apnea detection using EEG signals

MS Alam, Y Siddiqui, M Hasan, O Farooq… - IEEE Access, 2024 - ieeexplore.ieee.org
sleep apnea events at the point of care. This paper introduces an energy-efficient FPGA-based
apnea detection system using EEG signals … extracted from specific EEG bands, achieves …