Variable speed limit control strategy for freeway tunnels based on a multi-objective deep reinforcement learning framework with safety perception. - Jieling Jin; Helai Huang; Ye Li; Yuxuan Dong; Gongquan Zhang; Jiguang Chen (Expert Syst. Appl., 2025)

TS-PVL: Two-Stage Deep-Reinforcement-Learning-Based Traffic Light With Pedestrian-Vehicle Control in Mixed-Autonomy Traffic. - Gongquan Zhang; Helai Huang; Fang-Rong Chang (IEEE Internet Things J., 2025)