Subject matching for cross-subject EEG-based recognition of driver states related to situation awareness

• Published in: Methods (San Diego, Calif.) Vol. 202; pp. 136 - 143
• Main Authors: Li, Ruilin, Wang, Lipo, Sourina, Olga
• Format: Journal Article
• Language: English
• Published: United States Elsevier Inc 01.06.2022
• Subjects: Classification; data collection; electroencephalography; Electroencephalography (EEG); Machine learning; Situation awareness; statistics; Taiwan; Transfer learning; Taiwan; Situation awareness; Electroencephalography (EEG); Transfer learning; Machine learning; Classification

Situation awareness (SA) has received much attention in recent years because of its importance for operators of dynamic systems. Electroencephalography (EEG) can be used to measure mental states of operators related to SA. However, cross-subject EEG-based SA recognition is a critical challenge, as d...