Recent advances in reinforcement learning for traffic signal control: A survey of models and evaluation
Traffic signal control is an important and challenging real-world problem that has recently
received a large amount of interest from both transportation and computer science …
received a large amount of interest from both transportation and computer science …
[HTML][HTML] Reinforcement learning in urban network traffic signal control: A systematic literature review
Improvement of traffic signal control (TSC) efficiency has been found to lead to improved
urban transportation and enhanced quality of life. Recently, the use of reinforcement …
urban transportation and enhanced quality of life. Recently, the use of reinforcement …
Deep reinforcement learning for intelligent transportation systems: A survey
Latest technological improvements increased the quality of transportation. New data-driven
approaches bring out a new research direction for all control-based systems, eg, in …
approaches bring out a new research direction for all control-based systems, eg, in …
A survey on traffic signal control methods
Network-wide traffic signal control based on the discovery of critical nodes and deep reinforcement learning
To improve the traffic efficiency of city-wide road networks, we propose a traffic signal control
framework that prioritizes the optimal control policies on critical nodes in road networks. In …
framework that prioritizes the optimal control policies on critical nodes in road networks. In …
Traffic signal optimization through discrete and continuous reinforcement learning with robustness analysis in downtown Tehran
Traffic signal control plays a pivotal role in reducing traffic congestion. Traffic signals cannot
be adequately controlled with conventional methods due to the high variations and …
be adequately controlled with conventional methods due to the high variations and …
Stealthy black-box attack with dynamic threshold against marl-based traffic signal control system
Multiagent reinforcement learning (MARL) promises outstanding performance for
multiintersection traffic signal control systems (TSCS), enabling intelligent administration of …
multiintersection traffic signal control systems (TSCS), enabling intelligent administration of …