TLMOF: An Operating Framework Inspired Hybrid Kernel for Signal Control
Urban traffic congestion imposes significant economic and environmental costs worldwide. Conventional adaptive signal controllers-including actuated systems and deep reinforcement-learning (DRL) approaches-either collapse under saturation or lack formal verifiability, making them unsuitable for safety-critical infrastr...