3 papers
cs.CY2023
Traffic Reconstruction and Analysis of Natural Driving Behaviors at Unsignalized Intersections
Supriya Sarker, Bibek Poudel, Michael Villarreal +1
This paper explores the intricacies of traffic behavior at unsignalized intersections through the lens of a novel dataset, combining manual video data labeling and advanced traffic…
cs.CY2023
Analyzing Emissions and Energy Efficiency at Unsignalized Real-world Intersections Under Mixed Traffic Control
Michael Villarreal, Dawei Wang, Jia Pan +1
Greenhouse gas emissions have dramatically risen since the early 1900s with U.S. transportation generating 28% of U.S. emissions. As such, there is interest in reducing transportat…
cs.AI2023
Can ChatGPT Enable ITS? The Case of Mixed Traffic Control via Reinforcement Learning
Michael Villarreal, Bibek Poudel, Weizi Li
The surge in Reinforcement Learning (RL) applications in Intelligent Transportation Systems (ITS) has contributed to its growth as well as highlighted key challenges. However, defi…