Investigating explanations in conditional and highly automated driving: The effects of situation awareness and modality

L Avetisyan, J Ayoub, F Zhou - … research part F: traffic psychology and …, 2022 - Elsevier
With the level of automation increases in vehicles, such as conditional and highly automated
vehicles (AVs), drivers are becoming increasingly out of the control loop, especially in …

Predicting driver takeover time in conditionally automated driving

J Ayoub, N Du, XJ Yang, F Zhou - IEEE transactions on …, 2022 - ieeexplore.ieee.org
It is extremely important to ensure a safe takeover transition in conditionally automated
driving. One of the critical factors that quantifies the safe takeover transition is takeover time …

Predicting driver fatigue in monotonous automated driving with explanation using GPBoost and SHAP

F Zhou, A Alsaid, M Blommer, R Curry… - … Journal of Human …, 2022 - Taylor & Francis
Research indicates that monotonous automated driving increases the incidence of fatigued
driving. Although many prediction models based on advanced machine learning techniques …

Disengagement cause-and-effect relationships extraction using an nlp pipeline

Y Zhang, XJ Yang, F Zhou - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
The advancement in machine learning and artificial intelligence promotes the testing and
deployment of autonomous vehicles (AVs) on public roads. The California Department of …

Eye‐Tracking‐Based Prediction of User Experience in VR Locomotion Using Machine Learning

H Gao, E Kasneci - Computer Graphics Forum, 2022 - Wiley Online Library
VR locomotion is one of the most important design features of VR applications and is widely
studied. When evaluating locomotion techniques, user experience is usually the first …

Understanding Driver's Situation Awareness in Highly Automated Driving

YW Kim, DY Kim, SH Yoon - … of the 14th International Conference on …, 2022 - dl.acm.org
This study investigated the influence of road complexity and lead time on driver's situation
awareness with three consecutive experiments. 7 participants were asked to watch …

Exploring the impact of the takeover time for conditionally automated driving vehicles on traffic flow in highway merging area

Q Liu, J Liu, Y Cai, L Chen - IEEE transactions on intelligent …, 2022 - ieeexplore.ieee.org
Human-machine handover of conditionally automated driving vehicles (CADVs) significantly
affects traffic safety. Therefore, a simulation modeling was conducted for the traffic flow …

[PDF][PDF] Quantifying Drivers' Physiological Responses to Take-Over Requests in Conditionally Automated Vehicles.

T Gruden, KS Pececnik, G Jakus, J Sodnik - HCI-SI, 2022 - ceur-ws.org
Before the introduction of fully autonomous vehicles with all their benefits and positive
impact on quality of life (eg, increased mobility options, reduced carbon footprint, road …

Advanced ensemble deep random vector functional link for eye-tracking-based situation awareness recognition

R Li, R Gao, J Cui, PN Suganthan… - 2022 IEEE Symposium …, 2022 - ieeexplore.ieee.org
Situation awareness (SA) plays a significant role in takeover transitions from autonomous to
manual driving. Previous researchers have shown that eye movement signals can be used …

[PDF][PDF] Testing unfinished automated driving technology on public roads: Results from interviews with participants of Tesla's Full-Self Driving (FSD) Beta

S Nordhoff, JD Lee, S Calvert, SH Berge… - … . Retrieved from https …, 2022 - researchgate.net
ABSTRACT Tesla's Full Self-Driving Beta (FSD) program introduces technology that extends
the operational design domain of standard Autopilot from highways to urban roads. This …