Learning to Communicate with Reinforcement Learning for an Adaptive Traffic Control System

no code implementations • 29 Oct 2021 • Simon Vanneste, Gauthier de Borrekens, Stig Bosmans, Astrid Vanneste, Kevin Mets, Siegfried Mercelis, Steven Latré, Peter Hellinckx

In this paper, we investigate independent Q-learning (IQL) without communication and differentiable inter-agent learning (DIAL) with learned communication on an adaptive traffic control system (ATCS).

Multi-agent Reinforcement Learning Q-Learning +2