Dynamic Optical Networks as Arcade Games: Lessons Learnt and Next Steps

Abstract

We transformed the dynamic routing and spectrum allocation problem into an Arcade-like game and trained a reinforcement learning agent to play it. Preliminary results show the agent outperforms the K-SP-FF heuristic.