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Spatial and temporal EEG dynamics of dual-task driving performance
BACKGROUND: Driver distraction is a significant cause of traffic accidents. The aim of this study is to investigate Electroencephalography (EEG) dynamics in relation to distraction during driving. To study human cognition under a specific driving task, simulated real driving using virtual reality (V...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3050807/ https://www.ncbi.nlm.nih.gov/pubmed/21332977 http://dx.doi.org/10.1186/1743-0003-8-11 |
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author | Lin, Chin-Teng Chen, Shi-An Chiu, Tien-Ting Lin, Hong-Zhang Ko, Li-Wei |
author_facet | Lin, Chin-Teng Chen, Shi-An Chiu, Tien-Ting Lin, Hong-Zhang Ko, Li-Wei |
author_sort | Lin, Chin-Teng |
collection | PubMed |
description | BACKGROUND: Driver distraction is a significant cause of traffic accidents. The aim of this study is to investigate Electroencephalography (EEG) dynamics in relation to distraction during driving. To study human cognition under a specific driving task, simulated real driving using virtual reality (VR)-based simulation and designed dual-task events are built, which include unexpected car deviations and mathematics questions. METHODS: We designed five cases with different stimulus onset asynchrony (SOA) to investigate the distraction effects between the deviations and equations. The EEG channel signals are first converted into separated brain sources by independent component analysis (ICA). Then, event-related spectral perturbation (ERSP) changes of the EEG power spectrum are used to evaluate brain dynamics in time-frequency domains. RESULTS: Power increases in the theta and beta bands are observed in relation with distraction effects in the frontal cortex. In the motor area, alpha and beta power suppressions are also observed. All of the above results are consistently observed across 15 subjects. Additionally, further analysis demonstrates that response time and multiple cortical EEG power both changed significantly with different SOA. CONCLUSIONS: This study suggests that theta power increases in the frontal area is related to driver distraction and represents the strength of distraction in real-life situations. |
format | Text |
id | pubmed-3050807 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-30508072011-04-06 Spatial and temporal EEG dynamics of dual-task driving performance Lin, Chin-Teng Chen, Shi-An Chiu, Tien-Ting Lin, Hong-Zhang Ko, Li-Wei J Neuroeng Rehabil Research BACKGROUND: Driver distraction is a significant cause of traffic accidents. The aim of this study is to investigate Electroencephalography (EEG) dynamics in relation to distraction during driving. To study human cognition under a specific driving task, simulated real driving using virtual reality (VR)-based simulation and designed dual-task events are built, which include unexpected car deviations and mathematics questions. METHODS: We designed five cases with different stimulus onset asynchrony (SOA) to investigate the distraction effects between the deviations and equations. The EEG channel signals are first converted into separated brain sources by independent component analysis (ICA). Then, event-related spectral perturbation (ERSP) changes of the EEG power spectrum are used to evaluate brain dynamics in time-frequency domains. RESULTS: Power increases in the theta and beta bands are observed in relation with distraction effects in the frontal cortex. In the motor area, alpha and beta power suppressions are also observed. All of the above results are consistently observed across 15 subjects. Additionally, further analysis demonstrates that response time and multiple cortical EEG power both changed significantly with different SOA. CONCLUSIONS: This study suggests that theta power increases in the frontal area is related to driver distraction and represents the strength of distraction in real-life situations. BioMed Central 2011-02-18 /pmc/articles/PMC3050807/ /pubmed/21332977 http://dx.doi.org/10.1186/1743-0003-8-11 Text en Copyright ©2011 Lin et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Lin, Chin-Teng Chen, Shi-An Chiu, Tien-Ting Lin, Hong-Zhang Ko, Li-Wei Spatial and temporal EEG dynamics of dual-task driving performance |
title | Spatial and temporal EEG dynamics of dual-task driving performance |
title_full | Spatial and temporal EEG dynamics of dual-task driving performance |
title_fullStr | Spatial and temporal EEG dynamics of dual-task driving performance |
title_full_unstemmed | Spatial and temporal EEG dynamics of dual-task driving performance |
title_short | Spatial and temporal EEG dynamics of dual-task driving performance |
title_sort | spatial and temporal eeg dynamics of dual-task driving performance |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3050807/ https://www.ncbi.nlm.nih.gov/pubmed/21332977 http://dx.doi.org/10.1186/1743-0003-8-11 |
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