Enhancing multi-scenario applicability of freeway variable speed limit control strategies using continual learning

R Zhang, S Xu, R Yu, J Yu - Accident Analysis & Prevention, 2024 - Elsevier
Variable speed limit (VSL) control benefits freeway operations through dynamic speed limit
adjustment strategies for specific operation scenarios, such as traffic jams, secondary crash …

Cooperative traffic optimization with multi-agent reinforcement learning and evolutionary strategy: Bridging the gap between micro and macro traffic control

J Feng, K Lin, T Shi, Y Wu, Y Wang, H Zhang… - Physica A: Statistical …, 2024 - Elsevier
The emergence of connected and autonomous vehicles (CAVs) holds promise for fine-
grained traffic control. However, due to the longevity of future mixed traffic scenarios, there is …

[PDF][PDF] Δυναμικός έλεγχος μικτής κυκλοφορίας με φάλαγγες αυτόματων οχημάτων σε περιοχή πλέξης ελεύθερης λεωφόρου με τη χρήση μεθόδων ενισχυτικής μάθησης

Α Μπίθας - 2023 - dspace.lib.ntua.gr
The aim of this diploma thesis is to develop reinforcement learning models for the dynamic
control of mixed traffic with platoons that consist of automatic vehicles in freeway weaving …