A variable speed limit control approach for freeway tunnels based on the model-based reinforcement learning framework with safety perception
Published in Accident Analysis & Prevention, 2024
Recommended citation: Jieling Jin, Ye Li, Helai Huang, Yuxuan Dong & Pan Liu (2024) A variable speed limit control approach for freeway tunnels based on the model-based reinforcement learning framework with safety perception , Accident Analysis & Prevention, DOI: https://doi.org/10.1016/j.aap.2024.107570 https://www.sciencedirect.com/science/article/abs/pii/S0001457524001155
– Developed a MBRL-based VSL strategy boosting sampling efficiency and transferability.
– Developed a RDCN-based tunnel crash risk predictive model for safety perception.
– Developed a MBRL-based VSL strategy for tunnel safety and efficiency enhancement.
Recommended citation: Jieling Jin, Ye Li, Helai Huang, Yuxuan Dong & Pan Liu (2024) A variable speed limit control approach for freeway tunnels based on the model-based reinforcement learning framework with safety perception , Accident Analysis & Prevention, DOI: https://doi.org/10.1016/j.aap.2024.107570