Enhanced Pilot Attention Monitoring: A Time-Frequency EEG Analysis Using CNN–LSTM Networks for Aviation Safety

Enhanced Pilot Attention Monitoring: A Time-Frequency EEG Analysis Using CNN–LSTM Networks for Aviation Safety

Despite significant technological advancements in aviation safety systems, human-operator condition monitoring remains a critical challenge, with more than 75% of aircraft incidents stemming from attention-related perceptual failures. This study addresses a fundamental question in sensor-based condi...

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Bibliographic Details
Main Authors: Quynh Anh Nguyen, Nam Anh Dao, Long Nguyen
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Information
Subjects:
deep learning
CNN–LSTM hybrid architecture
EEG signal analysis
attention state classification
aviation safety systems
Online Access:https://www.mdpi.com/2078-2489/16/6/503
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