Mina Sartipi

Field Implementation and Operational Validation of a Decentralized Graph-Based Multi-Agent Reinforcement Learning Traffic-Signal Controller on a Smart Corridor

Adaptive traffic-signal control can respond to stochastic and directionally asymmetric demand, but transferring reinforcement-learning controllers from simulation to live infrastructure requires integration with real sensing, controller timing, pedestrian service, communication, and actuation constraints. This paper pr...