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Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study

Research on partially automated driving has revealed relevant problems with driving performance, particularly when drivers’ intervention is required (e.g., take-over when automation fails). Mental fatigue has commonly been proposed to explain these effects after prolonged automated drives. However,...

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Autores principales: Solís-Marcos, Ignacio, Galvao-Carmona, Alejandro, Kircher, Katja
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5681523/
https://www.ncbi.nlm.nih.gov/pubmed/29163112
http://dx.doi.org/10.3389/fnhum.2017.00537
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author Solís-Marcos, Ignacio
Galvao-Carmona, Alejandro
Kircher, Katja
author_facet Solís-Marcos, Ignacio
Galvao-Carmona, Alejandro
Kircher, Katja
author_sort Solís-Marcos, Ignacio
collection PubMed
description Research on partially automated driving has revealed relevant problems with driving performance, particularly when drivers’ intervention is required (e.g., take-over when automation fails). Mental fatigue has commonly been proposed to explain these effects after prolonged automated drives. However, performance problems have also been reported after just a few minutes of automated driving, indicating that other factors may also be involved. We hypothesize that, besides mental fatigue, an underload effect of partial automation may also affect driver attention. In this study, such potential effect was investigated during short periods of partially automated and manual driving and at different speeds. Subjective measures of mental demand and vigilance and performance to a secondary task (an auditory oddball task) were used to assess driver attention. Additionally, modulations of some specific attention-related event-related potentials (ERPs, N1 and P3 components) were investigated. The mental fatigue effects associated with the time on task were also evaluated by using the same measurements. Twenty participants drove in a fixed-base simulator while performing an auditory oddball task that elicited the ERPs. Six conditions were presented (5–6 min each) combining three speed levels (low, comfortable and high) and two automation levels (manual and partially automated). The results showed that, when driving partially automated, scores in subjective mental demand and P3 amplitudes were lower than in the manual conditions. Similarly, P3 amplitude and self-reported vigilance levels decreased with the time on task. Based on previous studies, these findings might reflect a reduction in drivers’ attention resource allocation, presumably due to the underload effects of partial automation and to the mental fatigue associated with the time on task. Particularly, such underload effects on attention could explain the performance decrements after short periods of automated driving reported in other studies. However, further studies are needed to investigate this relationship in partial automation and in other automation levels.
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spelling pubmed-56815232017-11-21 Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study Solís-Marcos, Ignacio Galvao-Carmona, Alejandro Kircher, Katja Front Hum Neurosci Neuroscience Research on partially automated driving has revealed relevant problems with driving performance, particularly when drivers’ intervention is required (e.g., take-over when automation fails). Mental fatigue has commonly been proposed to explain these effects after prolonged automated drives. However, performance problems have also been reported after just a few minutes of automated driving, indicating that other factors may also be involved. We hypothesize that, besides mental fatigue, an underload effect of partial automation may also affect driver attention. In this study, such potential effect was investigated during short periods of partially automated and manual driving and at different speeds. Subjective measures of mental demand and vigilance and performance to a secondary task (an auditory oddball task) were used to assess driver attention. Additionally, modulations of some specific attention-related event-related potentials (ERPs, N1 and P3 components) were investigated. The mental fatigue effects associated with the time on task were also evaluated by using the same measurements. Twenty participants drove in a fixed-base simulator while performing an auditory oddball task that elicited the ERPs. Six conditions were presented (5–6 min each) combining three speed levels (low, comfortable and high) and two automation levels (manual and partially automated). The results showed that, when driving partially automated, scores in subjective mental demand and P3 amplitudes were lower than in the manual conditions. Similarly, P3 amplitude and self-reported vigilance levels decreased with the time on task. Based on previous studies, these findings might reflect a reduction in drivers’ attention resource allocation, presumably due to the underload effects of partial automation and to the mental fatigue associated with the time on task. Particularly, such underload effects on attention could explain the performance decrements after short periods of automated driving reported in other studies. However, further studies are needed to investigate this relationship in partial automation and in other automation levels. Frontiers Media S.A. 2017-11-06 /pmc/articles/PMC5681523/ /pubmed/29163112 http://dx.doi.org/10.3389/fnhum.2017.00537 Text en Copyright © 2017 Solís-Marcos, Galvao-Carmona and Kircher. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Solís-Marcos, Ignacio
Galvao-Carmona, Alejandro
Kircher, Katja
Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title_full Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title_fullStr Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title_full_unstemmed Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title_short Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study
title_sort reduced attention allocation during short periods of partially automated driving: an event-related potentials study
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5681523/
https://www.ncbi.nlm.nih.gov/pubmed/29163112
http://dx.doi.org/10.3389/fnhum.2017.00537
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