A survey on data-driven scenario generation for automated vehicle testing

J Cai, W Deng, H Guang, Y Wang, J Li, J Ding - Machines, 2022 - mdpi.com
Automated driving is a promising tool for reducing traffic accidents. While some companies
claim that many cutting-edge automated driving functions have been developed, how to …

[HTML][HTML] Extracting high-precision vehicle motion data from unmanned aerial vehicle video captured under various weather conditions

X Li, J Wu - Remote Sensing, 2022 - mdpi.com
At present, there are many aerial-view datasets that contain motion data from vehicles in a
variety of traffic scenarios. However, there are few datasets that have been collected under …

Comparative Analysis of Machine-Learning Models for Recognizing Lane-Change Intention Using Vehicle Trajectory Data

R Yuan, S Ding, C Wang - Infrastructures, 2023 - mdpi.com
Accurate detection and prediction of the lane-change (LC) processes can help autonomous
vehicles better understand their surrounding environment, recognize potential safety …

Autonomous vehicle decision and control through reinforcement learning with traffic flow randomization

Y Lin, A Xie, X Liu - Machines, 2024 - mdpi.com
Most of the current studies on autonomous vehicle decision-making and control based on
reinforcement learning are conducted in simulated environments. The training and testing of …

Statistical Risk and Performance Analyses on Naturalistic Driving Trajectory Datasets for Traffic Modeling

R Zong, Y Wang, J Ding, W Deng - World Electric Vehicle Journal, 2024 - mdpi.com
The development of autonomous driving technology has made simulation testing one of the
most important tools for evaluating system performance. However, there is a lack of …

Safety Evaluation of Toll Plaza Diverging Area Considering Different Vehicles' Toll Collection Types

L Xing, D Zou, Y Fei, K Long, J Wang - Applied Sciences, 2023 - mdpi.com
Different toll collection types of vehicles and different distribution of tollbooths lead to the toll
plaza diverging area becoming a typical vehicle weaving area with frequent crossing …