Dataset for: Under pressure: Mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights
Author(s) / Creator(s)
Hamann, Anneke
Abstract / Description
Research data including EEG, fNIRS, subjective and performance data for: Hamann, A., & Carstengerdes, N. (2022). Investigating mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights. Scientific Reports, 12(1), 1-12. https://doi.org/10.1038/s41598-022-10044-y
Monitoring pilots’ cognitive states becomes increasingly important in aviation. Physiological measurement can detect increased mental workload (MWL) even before performance declines. Yet, changes in MWL are rarely varied systematically and few studies control for confounding effects of other cognitive states. The present study targets these shortcomings by analysing the effects of stepwise increased MWL on cortical activation, while controlling for mental fatigue (MF). 35 participants conducted a simulated flight with an incorporated adapted n-back and monitoring task. We recorded cortical activation with concurrent EEG and fNIRS measurement, performance, self-reported MWL and MF. Our results show the successful manipulation of MWL without confounding effects of MF. Higher task difficulty elicited higher subjective MWL ratings, performance decline, higher frontal theta activity and reduced frontal deoxyhaemoglobin (Hbr) concentration. Using both EEG and fNIRS, we could discriminate all induced MWL levels. fNIRS was more sensitive to tasks with low difficulty, and EEG to tasks with high difficulty. Our findings further suggest a plateau effect for high MWL that could present an upper boundary to individual cognitive capacity. Our results highlight the benefits of physiological measurement in aviation, both for assessment of cognitive states and as a data source for adaptive assistance systems.
Keyword(s)
EEG fNIRS aviation human performance mental workload mental fatiguePersistent Identifier
Date of first publication
2021-12-16
Publisher
PsychArchives
Is referenced by
Citation
Hamann, A. (2021). Dataset for: Under pressure: Mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights [Data set]. PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5291
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EEG_Data.csvCSV - 24.23KBMD5: 4279fe1cea3c19b917c0fbef0d179351Description: EEG data in .csv format
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EEG_Data.savSPSS data file - 30.31KBMD5: c562397e8c2eb2f769163931e2959d4bDescription: EEG data for SPSS
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Performance_Subjective.csvCSV - 7.03KBMD5: 27d4b4d09188de210d05f1f0edb91830Description: Questionnaire, self-report and performance data in .csv format
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Performance_Subjective.savSPSS data file - 16.41KBMD5: 27eb07946f90a09f95fa85bce1e256feDescription: Questionnaire, self-report and performance data for SPSS
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fnirs_data_stims.matUnknown - 379.98MBMD5: 763f8d62afb6a3a9af2abcc7d06e56b4Description: fNIRS data including stimuli for all conditions, for MATLAB
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Codebook.txtText - 3.34KBMD5: c4ccd90114580944428a4f43cdb172baDescription: Codebook for research data
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There are no other versions of this object.
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Author(s) / Creator(s)Hamann, Anneke
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PsychArchives acquisition timestamp2021-12-16T09:30:31Z
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Made available on2021-12-16T09:30:31Z
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Date of first publication2021-12-16
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Abstract / DescriptionResearch data including EEG, fNIRS, subjective and performance data for: Hamann, A., & Carstengerdes, N. (2022). Investigating mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights. Scientific Reports, 12(1), 1-12. https://doi.org/10.1038/s41598-022-10044-yen
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Abstract / DescriptionMonitoring pilots’ cognitive states becomes increasingly important in aviation. Physiological measurement can detect increased mental workload (MWL) even before performance declines. Yet, changes in MWL are rarely varied systematically and few studies control for confounding effects of other cognitive states. The present study targets these shortcomings by analysing the effects of stepwise increased MWL on cortical activation, while controlling for mental fatigue (MF). 35 participants conducted a simulated flight with an incorporated adapted n-back and monitoring task. We recorded cortical activation with concurrent EEG and fNIRS measurement, performance, self-reported MWL and MF. Our results show the successful manipulation of MWL without confounding effects of MF. Higher task difficulty elicited higher subjective MWL ratings, performance decline, higher frontal theta activity and reduced frontal deoxyhaemoglobin (Hbr) concentration. Using both EEG and fNIRS, we could discriminate all induced MWL levels. fNIRS was more sensitive to tasks with low difficulty, and EEG to tasks with high difficulty. Our findings further suggest a plateau effect for high MWL that could present an upper boundary to individual cognitive capacity. Our results highlight the benefits of physiological measurement in aviation, both for assessment of cognitive states and as a data source for adaptive assistance systems.en
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Review statusunknown
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SponsorshipOpen Access funding enabled and organized by Projekt DEAL.en
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CitationHamann, A. (2021). Dataset for: Under pressure: Mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights [Data set]. PsychArchives. https://doi.org/10.23668/PSYCHARCHIVES.5291en
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Persistent Identifierhttps://hdl.handle.net/20.500.12034/4701
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Persistent Identifierhttps://doi.org/10.23668/psycharchives.5291
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Language of contentdeu
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PublisherPsychArchives
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Is referenced byhttps://doi.org/10.1038/s41598-022-10044-y
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Is related tohttps://www.psycharchives.org/handle/20.500.12034/4702
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Is related tohttps://doi.org/10.1038/s41598-022-10044-y
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Is related tohttps://doi.org/10.1038/s41598-022-10044-y
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Keyword(s)EEG
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Keyword(s)fNIRS
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Keyword(s)aviationen
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Keyword(s)human performanceen
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Keyword(s)mental workloaden
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Keyword(s)mental fatigueen
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Dewey Decimal Classification number(s)150
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TitleDataset for: Under pressure: Mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flightsen
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DRO typeresearchData