While simulated driving tasks are sensitive, and simple performance tasks have been used in industrial fatigue management systems (FMS) to quantify risk, little is known about the relationship between such measures. Establishing a simple, on-road measure of fatigue, as a fitness-to-drive tool, ...
Statistics indicate that, in the case of death resulting from traffic accidents, because pilots in fatigue, fatigue driving mortality caused by more than half. eliminating or reducing driver fatigue can enhance road safety and driver can also reduce labor intensity. The following describes a number ...
What is colloquially referred to as ‘pandemic fatigue’ may also underlie the patterns we find. For many months, the WHO has worried about populations’ gradually emerging demotivation driving waning adherence to recommended protective behaviours, which it describes as “a natural and expected reaction...
a First of all, plenty of sleep is an important factor ensuring driving safety. Lack of sleep is the main factor causing fatigue. According to statistics, accidents caused by fatigue and 60% is caused by sleep less than 3.5 hours. Lack of sleep causes driving process sighing, yawning. Espe...
driving fatigue; drivers; electroencephalography; EEG; monotony1. Introduction Fatigue is a non-discrete and complex bodily state [1], and its experience has been associated with impaired physical, cognitive, and psychomotor functions [2,3]. Furthermore, as a state, it is characterised by ...
and age during driving. In such cases, driver fatigue detection is mandatory to avoid road accidents and ensure a comfortable journey. To date, several complex systems have been proposed that have problems due to practicing hand feature engineering tools, causing lower performance and high computation...
driver fatigue detection; head pose estimation; automated driving1. Introduction According to the statistics of the AAA Foundation for Traffic Safety, road accidents caused by fatigue driving comprise one-eighth of total accidents. The initial state of fatigue driving is inattention and transitory hypo...
methods based on new technologies. For instance, biological features extracted with EEG, electro-oculogram, or heart rate, and physical features such as yawning, drowsiness, or slow eye movements [45]. These approaches may be especially useful in the driving and occupational fields to reduce ...
entropy Article Driving Fatigue Detection with Three Non-Hair-Bearing EEG Channels and Modified Transformer Model Jie Wang 1,2,†, Yanting Xu 1,3,†, Jinghong Tian 1,3,*, Huayun Li 4,5, Weidong Jiao 1,3 , Yu Sun 6 and Gang Li 1,6,7,* 1 Key Laboratory of Urban Rail Transit...
Table 1. Drowsy driving detection on the NTHUDDD dataset. To illustrate how 3D ConvNets works internally, we used the de-convolution method [64] using the useful tf_cnnvis [65] that extracts images from the deconvolution. Figure 8 visualizes the deconvolution of a drivers figure case in ...