EEG Information Transfer Changes in Different Daily Fatigue Levels During Drowsy Driving

IF 2.7 Q3 ENGINEERING, BIOMEDICAL
Kuan-Chih Huang;Chun-Ying Tseng;Chin-Teng Lin
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引用次数: 0

Abstract

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.
昏昏欲睡驾驶期间不同日常疲劳程度的脑电图信息传递变化
几十年来,瞌睡驾驶一直是交通安全的一个重要问题。许多研究调查了急性疲劳对频谱功率的影响;最近的研究发现,瞌睡驾驶与特定皮质-皮质通路中的各种大脑连接有关。尽管如此,目前仍不清楚在不同的日常疲劳程度下,不同的大脑区域在昏昏欲睡的驾驶中是如何连接的。本研究利用脑电图数据传输熵确定了三种不同日常疲劳水平(低疲劳、中疲劳和高疲劳)的大脑连接与行为关系。结果显示,只有低度疲劳组和中度疲劳组的大脑连通性呈现出倒 "U "型变化,即从表现良好到行为不良。此外,从低疲劳组到高疲劳组,额叶区的连通性幅度下降,枕叶区的连通性幅度上升。这些研究结果表明,大脑连通性和驾驶行为会受到不同程度日常疲劳的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.50
自引率
3.40%
发文量
20
审稿时长
10 weeks
期刊介绍: The IEEE Open Journal of Engineering in Medicine and Biology (IEEE OJEMB) is dedicated to serving the community of innovators in medicine, technology, and the sciences, with the core goal of advancing the highest-quality interdisciplinary research between these disciplines. The journal firmly believes that the future of medicine depends on close collaboration between biology and technology, and that fostering interaction between these fields is an important way to advance key discoveries that can improve clinical care.IEEE OJEMB is a gold open access journal in which the authors retain the copyright to their papers and readers have free access to the full text and PDFs on the IEEE Xplore® Digital Library. However, authors are required to pay an article processing fee at the time their paper is accepted for publication, using to cover the cost of publication.
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