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Blink-related EEG activity measures cognitive load during proactive and reactive driving

Assessing drivers’ cognitive load is crucial for driving safety in challenging situations. This research employed the occurrence of drivers’ natural eye blinks as cues in continuously recorded EEG data to assess the cognitive workload while reactive or proactive driving. Twenty-eight participants pe...

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Autores principales: Alyan, Emad, Arnau, Stefan, Reiser, Julian Elias, Getzmann, Stephan, Karthaus, Melanie, Wascher, Edmund
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632495/
https://www.ncbi.nlm.nih.gov/pubmed/37938617
http://dx.doi.org/10.1038/s41598-023-46738-0
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author Alyan, Emad
Arnau, Stefan
Reiser, Julian Elias
Getzmann, Stephan
Karthaus, Melanie
Wascher, Edmund
author_facet Alyan, Emad
Arnau, Stefan
Reiser, Julian Elias
Getzmann, Stephan
Karthaus, Melanie
Wascher, Edmund
author_sort Alyan, Emad
collection PubMed
description Assessing drivers’ cognitive load is crucial for driving safety in challenging situations. This research employed the occurrence of drivers’ natural eye blinks as cues in continuously recorded EEG data to assess the cognitive workload while reactive or proactive driving. Twenty-eight participants performed either a lane-keeping task with varying levels of crosswind (reactive) or curve road (proactive). The blink event-related potentials (bERPs) and spectral perturbations (bERSPs) were analyzed to assess cognitive load variations. The study found that task load during reactive driving did not significantly impact bERPs or bERSPs, possibly due to enduring alertness for vehicle control. The proactive driving revealed significant differences in the occipital N1 component with task load, indicating the necessity to adapt the attentional resources allocation based on road demands. Also, increased steering complexity led to decreased frontal N2, parietal P3, occipital P2 amplitudes, and alpha power, requiring more cognitive resources for processing relevant information. Interestingly, the proactive and reactive driving scenarios demonstrated a significant interaction at the parietal P2 and occipital N1 for three difficulty levels. The study reveals that EEG measures related to natural eye blink behavior provide insights into the effect of cognitive load on different driving tasks, with implications for driver safety.
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spelling pubmed-106324952023-11-10 Blink-related EEG activity measures cognitive load during proactive and reactive driving Alyan, Emad Arnau, Stefan Reiser, Julian Elias Getzmann, Stephan Karthaus, Melanie Wascher, Edmund Sci Rep Article Assessing drivers’ cognitive load is crucial for driving safety in challenging situations. This research employed the occurrence of drivers’ natural eye blinks as cues in continuously recorded EEG data to assess the cognitive workload while reactive or proactive driving. Twenty-eight participants performed either a lane-keeping task with varying levels of crosswind (reactive) or curve road (proactive). The blink event-related potentials (bERPs) and spectral perturbations (bERSPs) were analyzed to assess cognitive load variations. The study found that task load during reactive driving did not significantly impact bERPs or bERSPs, possibly due to enduring alertness for vehicle control. The proactive driving revealed significant differences in the occipital N1 component with task load, indicating the necessity to adapt the attentional resources allocation based on road demands. Also, increased steering complexity led to decreased frontal N2, parietal P3, occipital P2 amplitudes, and alpha power, requiring more cognitive resources for processing relevant information. Interestingly, the proactive and reactive driving scenarios demonstrated a significant interaction at the parietal P2 and occipital N1 for three difficulty levels. The study reveals that EEG measures related to natural eye blink behavior provide insights into the effect of cognitive load on different driving tasks, with implications for driver safety. Nature Publishing Group UK 2023-11-08 /pmc/articles/PMC10632495/ /pubmed/37938617 http://dx.doi.org/10.1038/s41598-023-46738-0 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Alyan, Emad
Arnau, Stefan
Reiser, Julian Elias
Getzmann, Stephan
Karthaus, Melanie
Wascher, Edmund
Blink-related EEG activity measures cognitive load during proactive and reactive driving
title Blink-related EEG activity measures cognitive load during proactive and reactive driving
title_full Blink-related EEG activity measures cognitive load during proactive and reactive driving
title_fullStr Blink-related EEG activity measures cognitive load during proactive and reactive driving
title_full_unstemmed Blink-related EEG activity measures cognitive load during proactive and reactive driving
title_short Blink-related EEG activity measures cognitive load during proactive and reactive driving
title_sort blink-related eeg activity measures cognitive load during proactive and reactive driving
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632495/
https://www.ncbi.nlm.nih.gov/pubmed/37938617
http://dx.doi.org/10.1038/s41598-023-46738-0
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