EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving
A significant issue for traffic safety has been drowsy driving for decades. A number of studies have investigated the effects of acute fatigue on spectral power; and recent research has revealed that drowsy driving is associated with a variety of brain connections in a specific cortico-cortical path...
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| Format: | Article |
| Language: | English |
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IEEE
2024-01-01
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| Series: | IEEE Open Journal of Engineering in Medicine and Biology |
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| Online Access: | https://ieeexplore.ieee.org/document/10440464/ |
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| author | Kuan-Chih Huang Chun-Ying Tseng Chin-Teng Lin |
| author_facet | Kuan-Chih Huang Chun-Ying Tseng Chin-Teng Lin |
| author_sort | Kuan-Chih Huang |
| collection | DOAJ |
| description | A significant issue for traffic safety has been drowsy driving for decades. A number of studies have investigated the effects of acute fatigue on spectral power; and recent research has revealed that drowsy driving is associated with a variety of brain connections in a specific cortico-cortical pathway. In spite of this, it is still unclear how different brain regions are connected in drowsy driving at different levels of daily fatigue. This study identified the brain connectivity-behavior relationship among three different daily fatigue levels (low-, median- and high-fatigue) with the EEG data transfer entropy. According to the results, only low- and medium-fatigue groups demonstrated an inverted U-shaped change in connectivity from high performance to poor behavioral performance. In addition, from low- to high-fatigue groups, connectivity magnitude decreased in the frontal region and increased in the occipital region. These study results suggest that brain connectivity and driving behavior would be affected by different levels of daily fatigue. |
| format | Article |
| id | doaj-art-9f6ffdde98874af88b3f81262574f08f |
| institution | Kabale University |
| issn | 2644-1276 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Open Journal of Engineering in Medicine and Biology |
| spelling | doaj-art-9f6ffdde98874af88b3f81262574f08f2025-01-28T00:02:06ZengIEEEIEEE Open Journal of Engineering in Medicine and Biology2644-12762024-01-01518019010.1109/OJEMB.2024.336749610440464EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy DrivingKuan-Chih Huang0https://orcid.org/0000-0001-7100-8091Chun-Ying Tseng1https://orcid.org/0009-0008-8125-995XChin-Teng Lin2https://orcid.org/0000-0001-8371-8197Brain Science and Technology Center, Department of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Hsinchu, TaiwanBrain Science and Technology Center, National Yang Ming Chiao Tung University, Hsinchu, TaiwanAustralian Artificial Intelligence Institute, Faculty of Engineering and IT, University of Technology Sydney, Sydney, NSW, AustraliaA significant issue for traffic safety has been drowsy driving for decades. A number of studies have investigated the effects of acute fatigue on spectral power; and recent research has revealed that drowsy driving is associated with a variety of brain connections in a specific cortico-cortical pathway. In spite of this, it is still unclear how different brain regions are connected in drowsy driving at different levels of daily fatigue. This study identified the brain connectivity-behavior relationship among three different daily fatigue levels (low-, median- and high-fatigue) with the EEG data transfer entropy. According to the results, only low- and medium-fatigue groups demonstrated an inverted U-shaped change in connectivity from high performance to poor behavioral performance. In addition, from low- to high-fatigue groups, connectivity magnitude decreased in the frontal region and increased in the occipital region. These study results suggest that brain connectivity and driving behavior would be affected by different levels of daily fatigue.https://ieeexplore.ieee.org/document/10440464/Fatiguebrain connectivitytransfer entropyelectroencephalography (EEG) |
| spellingShingle | Kuan-Chih Huang Chun-Ying Tseng Chin-Teng Lin EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving IEEE Open Journal of Engineering in Medicine and Biology Fatigue brain connectivity transfer entropy electroencephalography (EEG) |
| title | EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving |
| title_full | EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving |
| title_fullStr | EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving |
| title_full_unstemmed | EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving |
| title_short | EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving |
| title_sort | eeg information transfer changes in different daily fatigue levels during drowsy driving |
| topic | Fatigue brain connectivity transfer entropy electroencephalography (EEG) |
| url | https://ieeexplore.ieee.org/document/10440464/ |
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