A Review of EEG-based Prediction of Microsleep

AB Buriro, G Mujtaba, S Kumar… - Quaid-e-Awam …, 2023 - publications.quest.edu.pk
Microsleep is a brief, complete, and unintentional sleep-related loss of consciousness. The
duration of microsleeps andthe probability of accidents are highly correlated. In extended …

[PDF][PDF] Prediction of microsleeps using EEG inter-channel relationships

AB Buriro - 2019 - ir.canterbury.ac.nz
A microsleep is a brief and involuntary sleep-related loss of consciousness of up to 15 s
during an active and attention-demanding task. Such episodes of unresponsiveness are of …

[PDF][PDF] Detection of microsleeps from the eeg via optimized classification techniques.

J Larocco - 2015 - ir.canterbury.ac.nz
Microsleeps are complete breaks in responsiveness for 0.5–15 s. They can lead to multiple
fatalities in certain occupational fields (eg, transportation and military) due to the need in …

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 …

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 …

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 …

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 …

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 …

[PDF][PDF] EEG-based microsleep detection using supervised learning

S Ayyagari, RD Jones, SJ Weddell - Australas. Phys. Eng. Sci. Med, 2015 - academia.edu
METHODS: 8 normal healthy male volunteers aged 18–36 years (mean= 26.5) performed a
visuomotor tracking task while EEG, facial video, and tracking behavior were recorded. EEG …

Detection and prediction of microsleeps from EEG using Spatio-Temporal Patterns

R Shoorangiz, AB Buriro, SJ Weddell… - 2019 41st Annual …, 2019 - ieeexplore.ieee.org
A microsleep is a brief lapse in performance due to an involuntary sleep-related loss of
consciousness. These episodes are of particular importance in occupations requiring …