2 papers
cs.LG2024
DataLight: Offline Data-Driven Traffic Signal Control
Liang Zhang, Yutong Zhang, Jianming Deng +1
Reinforcement learning (RL) has emerged as a promising solution for addressing traffic signal control (TSC) challenges. While most RL-based TSC systems typically employ an online a…
cs.LG2024
DynamicLight: Two-Stage Dynamic Traffic Signal Timing
Liang Zhang, Yutong Zhang, Shubin Xie +2
Reinforcement learning (RL) is gaining popularity as an effective approach for traffic signal control (TSC) and is increasingly applied in this domain. However, most existing RL me…