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Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement

Mental fatigue (MF) can impair pilots’ performance and reactions to unforeseen events and is therefore an important concept within aviation. The physiological measurement of MF, especially with EEG and, in recent years, fNIRS, has gained much attention. However, a systematic investigation and compar...

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Autores principales: Hamann, Anneke, Carstengerdes, Nils
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10036528/
https://www.ncbi.nlm.nih.gov/pubmed/36959334
http://dx.doi.org/10.1038/s41598-023-31264-w
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author Hamann, Anneke
Carstengerdes, Nils
author_facet Hamann, Anneke
Carstengerdes, Nils
author_sort Hamann, Anneke
collection PubMed
description Mental fatigue (MF) can impair pilots’ performance and reactions to unforeseen events and is therefore an important concept within aviation. The physiological measurement of MF, especially with EEG and, in recent years, fNIRS, has gained much attention. However, a systematic investigation and comparison of the measurements is seldomly done. We induced MF via time on task during a 90-min simulated flight task and collected concurrent EEG-fNIRS, performance and self-report data from 31 participants. While their subjective MF increased linearly, the participants were able to keep their performance stable over the course of the experiment. EEG data showed an early increase and levelling in parietal alpha power and a slower, but steady increase in frontal theta power. No consistent trend could be observed in the fNIRS data. Thus, more research on fNIRS is needed to understand its possibilities and limits for MF assessment, and a combination with EEG is advisable to compare and validate results. Until then, EEG remains the better choice for continuous MF assessment in cockpit applications because of its high sensitivity to a transition from alert to fatigued, even before performance is impaired.
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spelling pubmed-100365282023-03-25 Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement Hamann, Anneke Carstengerdes, Nils Sci Rep Article Mental fatigue (MF) can impair pilots’ performance and reactions to unforeseen events and is therefore an important concept within aviation. The physiological measurement of MF, especially with EEG and, in recent years, fNIRS, has gained much attention. However, a systematic investigation and comparison of the measurements is seldomly done. We induced MF via time on task during a 90-min simulated flight task and collected concurrent EEG-fNIRS, performance and self-report data from 31 participants. While their subjective MF increased linearly, the participants were able to keep their performance stable over the course of the experiment. EEG data showed an early increase and levelling in parietal alpha power and a slower, but steady increase in frontal theta power. No consistent trend could be observed in the fNIRS data. Thus, more research on fNIRS is needed to understand its possibilities and limits for MF assessment, and a combination with EEG is advisable to compare and validate results. Until then, EEG remains the better choice for continuous MF assessment in cockpit applications because of its high sensitivity to a transition from alert to fatigued, even before performance is impaired. Nature Publishing Group UK 2023-03-23 /pmc/articles/PMC10036528/ /pubmed/36959334 http://dx.doi.org/10.1038/s41598-023-31264-w 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
Hamann, Anneke
Carstengerdes, Nils
Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title_full Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title_fullStr Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title_full_unstemmed Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title_short Assessing the development of mental fatigue during simulated flights with concurrent EEG-fNIRS measurement
title_sort assessing the development of mental fatigue during simulated flights with concurrent eeg-fnirs measurement
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10036528/
https://www.ncbi.nlm.nih.gov/pubmed/36959334
http://dx.doi.org/10.1038/s41598-023-31264-w
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