Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving
The findings demonstrate that the method used to define fatigue substantially influences the detection of fatigue onset. The results highlight the importance of physiology-based labeling for capturing individual fatigue dynamics and provide novel insights into how fatigue manifests differently in simulated and real driving contexts.
Authors
- Carlo Polidori (ORCID: https://orcid.org/0000-0001-6946-8638)
- Fabio Babiloni (ORCID: https://orcid.org/0000-0002-4962-176X)
- Andrea Giorgi (ORCID: https://orcid.org/0000-0001-6220-3389)
- Marteyn van Gasteren (ORCID: https://orcid.org/0000-0003-3062-8088)
- Alessia Vozzi (ORCID: https://orcid.org/0000-0002-8584-5023)
- Gianluca Di Flumeri (ORCID: https://orcid.org/0000-0003-4426-051X)
- Pietro Aricò (ORCID: https://orcid.org/0000-0002-3831-6620)
- Manuel Picardi
- Simone Sportiello (ORCID: https://orcid.org/0009-0007-8306-2539)
- D. Rossi (ORCID: https://orcid.org/0000-0002-9912-7006)
- Gianluca Borghini (ORCID: https://orcid.org/0000-0001-8560-5671)
- Marco Petrelli
- Vincenzo Ronca (ORCID: https://orcid.org/0000-0002-7174-6331)
- Rossella Capotorto
- Javier Melus
Institutions
- University of Rome Tor Vergata (IT)
- Roma Tre University (IT)
- Instituto Tecnológico Agrario de Castilla y León (ES)
- Technological Institute of Castilla y León (ES)
- European Steel Association (BE)
- Hangzhou Dianzi University (CN)
- Sapienza University of Rome (IT)
Publication Details
- Journal
- Frontiers in Bioengineering and Biotechnology
- Published
- 2025-10-28
- DOI
- https://doi.org/10.3389/fbioe.2025.1682103
- Primary Topic
- Sleep and Work-Related Fatigue
- Type
- article
- Field-Weighted Citation Impact
- 0.00