Key result
Higher daily fatigue linked to decreased frontal and increased occipital brain connectivity during drowsy driving.
Why the study?
It is unclear how different brain regions are connected in drowsy driving at different levels of daily fatigue.
Observational (n=16)
No
p-value: p=<0.05
Brain connectivity and driving behavior are affected by different levels of daily fatigue, with distinct regional connectivity changes observed via EEG.
Fatigue-related EEG connectivity shifts may aid drowsy-driving detection systems; hypothesis-generating and should not yet alter practice.
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.
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Huang et al. (2024) conducted an observational in Fatigue during drowsy driving (n=16). Daily fatigue levels (high, medium, low) vs. Low/normal fatigue level was evaluated on EEG connectivity changes (Transfer Entropy) across different brain regions (p=<0.05). Different levels of daily fatigue significantly altered brain connectivity during drowsy driving, with connectivity magnitude decreasing in the frontal region and increasing in the occipital region from low- to high-fatigue states.
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