Real-Time EEG Signal Analysis for Microsleep Detection: Hyper-Opt-ANN as a Key Solution

Real-Time EEG Signal Analysis for Microsleep Detection: Hyper-Opt-ANN as a Key Solution

Microsleeps are brief lapses in awareness that pose significant risks, particularly in activities requiring continuous attention, such as driving. These episodes are common in sleep-deprived individuals and can lead to catastrophic outcomes. Electroencephalography (EEG) is a promising technique for...

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Bibliographic Details
Main Authors: Md Mahmudul Hasan, Md Nahidul Islam, Norizam Sulaiman, Mirza Mahfuj Hossain, Jorge M. Mendes
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Microsleep detection
EEG signal
hyper-Opt-ANN
parameter optimization
time-window selection
Online Access:https://ieeexplore.ieee.org/document/10962219/
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