Predicting microsleep states using EEG inter-channel relationships

AB Buriro, R Shoorangiz, SJ Weddell… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
A microsleep is a brief and an involuntary sleep-related loss of consciousness of up to 15 s.
We investigated the performances of seven pairwise inter-channel relationships-covariance …

Bayesian multi-subject factor analysis to predict microsleeps from EEG power spectral features

R Shoorangiz, SJ Weddell… - 2017 39th Annual …, 2017 - ieeexplore.ieee.org
Prediction of an imminent microsleep has the potential to save lives and prevent
catastrophic accidents. A microsleep is a brief episode of unintentional unconsciousness …

Prediction of microsleeps using pairwise joint entropy and mutual information between EEG channels

A Baseer, SJ Weddell, RD Jones - 2017 39th Annual …, 2017 - ieeexplore.ieee.org
Microsleeps are involuntary and brief instances of complete loss of responsiveness, typically
of 0.5-15 s duration. They adversely affect performance in extended attention-driven jobs …

Optimized echo state networks with leaky integrator neurons for EEG-based microsleep detection

SSDP Ayyagari, RD Jones… - 2015 37th Annual …, 2015 - ieeexplore.ieee.org
The performance of a microsleep detection system was calculated in terms of its ability to
detect the behavioural microsleep state (1-s epochs) from spectral features derived from 16 …

Detection of microsleep states from the EEG: a comparison of feature reduction methods

SSDP Ayyagari, RD Jones, SJ Weddell - Medical & Biological …, 2021 - Springer
Microsleeps are brief lapses in consciousness with complete suspension of performance.
They are the cause of fatal accidents in many transport sectors requiring sustained attention …

Prediction of microsleeps from EEG: Preliminary results

R Shoorangiz, SJ Weddell… - 2016 38th Annual …, 2016 - ieeexplore.ieee.org
Brief episodes of momentarily falling asleep-microsleeps-can have fatal consequences,
especially in the transportation sector. In this study, the EEG data of eight subjects, while …

Microsleep Predicting Comparison Between LSTM and ANN Based on the Analysis of Time Series EEG Signal

MM Hasan, MM Hossain, N Sulaiman… - Journal of …, 2024 - jtec.utem.edu.my
A microsleep is an unintentional, transient loss of consciousness correlated with sleep that
lasts up to fifteen seconds. Electroencephalogram (EEG), recordings have been extensively …

Automatic detection of microsleep episodes with feature-based machine learning

J Skorucak, A Hertig-Godeschalk, DR Schreier… - Sleep, 2020 - academic.oup.com
Abstract Study Objectives Microsleep episodes (MSEs) are brief episodes of sleep, mostly
defined to be shorter than 15 s. In the electroencephalogram (EEG), MSEs are mainly …

A comparison study on multidomain EEG features for sleep stage classification

Y Zhang, B Wang, J Jing, J Zhang, J Zou… - Computational …, 2017 - Wiley Online Library
Feature extraction from physiological signals of EEG (electroencephalogram) is an essential
part for sleep staging. In this study, multidomain feature extraction was investigated based …

Balanced leave-one-subject-out cross-validation for microsleep classification

MP Pauli, C Pohl, M Golz - Current Directions in Biomedical …, 2021 - degruyter.com
Inter-individual differences in the feature distribution of electroencephalograms (EEG) during
microsleep (MS) raise questions about the generalizability of the methodology, because …