DesRUTGe combines PPO-based reinforcement learning with decentralized federated learning to generate 24-hour traffic profiles that match real detector counts better than SUMO's RouteSampler and a centralized RUTGe baseline.
Presslight: Learning max pressure control to coordinate traffic signals in arterial network,
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Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator
DesRUTGe combines PPO-based reinforcement learning with decentralized federated learning to generate 24-hour traffic profiles that match real detector counts better than SUMO's RouteSampler and a centralized RUTGe baseline.