Cross-subject Cognitive State Evaluation in Aviation Multi-Task Scenarios

This repository contains resources for EEG data processing and cognitive load recognition using a Multi-Head Attention EEGNet model. It includes original EEG data, MATLAB code for preprocessing, and Python code for classification.With the ethics approval obtained from our institution, this study acquired 30 subjects aged between 18 to 29 to conduct research. Informed written consents were attained from all participants. The selection of participants follows a standardized and rigorous protocol that they have to meet the following requirements:1. All participants are right-handed.2. All participants are with normal hearing.3. All participants have normal or correct-to-normal vision.4. All participants have adequate sleep before experiments.5. All participants are asked to avoid strenuous exercise before experiments. 6. All participants are in good health, with no history of mental or intelligent illness.