Abedelfettah Mabrouk

Hybrid-RL-RB: A Constraint-Aware Reinforcement Learning and Rule-Based Algorithm for Multi-Intersection Traffic Signal Control

Results indicate that explicit rule-based projection can improve the operational feasibility and extensibility of RL-based traffic signal control, although further validation with additional seeds and longer real-network simulations is required.