3 citations · 7 across the 4 of their papers we have counts for
4 papers
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…
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…
DynLight: Realize dynamic phase duration with multi-level traffic signal control
Liang Zhang, Shubin Xie, Jianming Deng
We would like to withdraw this article for the following reasons: 1 this article is not satisfactory for limited language and theoretical description; 2 we have enriched and revise…
Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization
Liang Zhang, Shubin Xie, Jianming Deng
Reinforcement learning (RL) techniques for traffic signal control (TSC) have gained increasing popularity in recent years. However, most existing RL-based TSC methods tend to focus…