Fatigued driving is one of the leading causes traffic accidents, and detecting fatigued effectively critical to improving safety. Given variety individual variability surroundings, drivers’ states weariness, uncertainty key characteristic factors, in this paper, we propose a deep-learning-based study MAX-MIN driver fatigue detection algorithm. First, ShuffleNet V2K16 neural network used for fac...

Mental fatigue was associated with increased power in frontal theta (θ) and parietal alpha (α) EEG rhythms. A statistical classifier can use these effects to model EEG-fatigue relationships accurately. Participants (n = 22) solved math problems on a computer until either they felt exhausted or 3 h had elapsed. Preand post-task mood scales showed that fatigue increased and energy decreased. Mean...

OBJECTIVE To measure the levels of fatigue in the general population, and to examine how disease and sociodemographic factors influence fatigue. DESIGN Cross sectional questionnaire study in the Danish general population. SUBJECTS A random, age stratified sample of 1608 people aged 20-77 with an equal gender distribution (response rate 67%). MAIN OUTCOME MEASURES Five fatigue scales from ...

This paper presents a drowsiness on-line detection system for monitoring driver fatigue level under real driving conditions, based on the data of steering wheel angles (SWA) collected from sensors mounted on the steering lever. The proposed system firstly extracts approximate entropy (ApEn)featuresfromfixedslidingwindowsonreal-timesteeringwheelanglestimeseries. Afterthat, this system linearizes t...

Fatigue is the cause of a large number of car accidents in the United States. Studies done by the National Highway Traffic Safety Administration, estimate that about 1,550 deaths, 71,000 injuries, and 12.5 billion dollars in monetary losses are the cost of fatigue related car accidents each year. To prevent these accidents, there are a number of devices available in the market. Many of these pr...

introduction: job burnout results from the reaction to the chronic psychological stress and it mainly occurs in care services. it may lead to consequences such as job cost, reduced performance and fatigue. this study aimed to investigate the nursing administrators and chief executive officers job burnout in three areas of depersonalization, fatigue and emotional exhaustion and its relation to s...

Mental fatigue is a form of fatigue, induced by continuous task performance. Mentally fatigued people often report having a hard time keeping their attention focussed and being easily distracted. In this study, we examined the relation between mental fatigue, as induced by time on task, and attention-related changes in event-related potentials (ERPs). EEG, reaction times and response accuracies...