[HTML][HTML] Exploring neuro-physiological correlates of drivers' mental fatigue caused by sleep deprivation using simultaneous EEG, ECG, and fNIRS data

S Ahn, T Nguyen, H Jang, JG Kim… - Frontiers in human …, 2016 - frontiersin.org
Investigations of the neuro-physiological correlates of mental loads, or states, have attracted
significant attention recently, as it is particularly important to evaluate mental fatigue in …

[HTML][HTML] Brain electrodynamic and hemodynamic signatures against fatigue during driving

CH Chuang, Z Cao, JT King, BS Wu… - Frontiers in …, 2018 - frontiersin.org
Fatigue is likely to be gradually cumulated in a prolonged and attention-demanding task that
may adversely affect task performance. To address the brain dynamics during a driving task …

A LightGBM‐based EEG analysis method for driver mental states classification

H Zeng, C Yang, H Zhang, Z Wu… - Computational …, 2019 - Wiley Online Library
Fatigue driving can easily lead to road traffic accidents and bring great harm to individuals
and families. Recently, electroencephalography‐(EEG‐) based physiological and brain …

Exploring the fatigue affecting electroencephalography based functional brain networks during real driving in young males

J Chen, H Wang, Q Wang, C Hua - Neuropsychologia, 2019 - Elsevier
In recent years, a large proportion of traffic accidents are caused by driver fatigue. The brain
has been conceived as a complex network, whose function can be assessed with EEG …

Automatic driver cognitive fatigue detection based on upper body posture variations

S Ansari, H Du, F Naghdy, D Stirling - Expert Systems with Applications, 2022 - Elsevier
Driver cognitive fatigue can significantly affect driving and may lead to fatal accidents. In this
regard, automatic detection of underload driver cognitive fatigue based on upper body …

EEG-based learning system for online motion sickness level estimation in a dynamic vehicle environment

CT Lin, SF Tsai, LW Ko - IEEE transactions on neural networks …, 2013 - ieeexplore.ieee.org
Motion sickness is a common experience for many people. Several previous researches
indicated that motion sickness has a negative effect on driving performance and sometimes …

Recognising drivers' mental fatigue based on EEG multi-dimensional feature selection and fusion

Y Zhang, H Guo, Y Zhou, C Xu, Y Liao - Biomedical Signal Processing and …, 2023 - Elsevier
Detecting the mental state of a driver using electroencephalography (EEG) signals can
reduce the probability of traffic accidents. However, EEG signals are unstable and nonlinear …

Assessment of mental fatigue during car driving by using high resolution EEG activity and neurophysiologic indices

G Borghini, G Vecchiato, J Toppi… - … conference of the …, 2012 - ieeexplore.ieee.org
Driving tasks are vulnerable to the effects of sleep deprivation and mental fatigue,
diminishing driver's ability to respond effectively to unusual or emergent situations …

[HTML][HTML] Assessing the driver's current level of working memory load with high density functional near-infrared spectroscopy: A realistic driving simulator study

A Unni, K Ihme, M Jipp, JW Rieger - Frontiers in human neuroscience, 2017 - frontiersin.org
Cognitive overload or underload results in a decrease in human performance which may
result in fatal incidents while driving. We envision that driver assistive systems which adapt …

Functional connectivity analysis of mental fatigue reveals different network topological alterations between driving and vigilance tasks

GN Dimitrakopoulos, I Kakkos, Z Dai… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Despite the apparent importance of mental fatigue detection, a reliable application is
hindered due to the incomprehensive understanding of the neural mechanisms of mental …