Bi-level RL-Heuristic Optimization for Real-world Winter Road Maintenance

Researchers developed a bi-level AI optimization framework using reinforcement learning to improve winter road maintenance operations on UK highway networks. The system strategically partitions road networks and optimizes vehicle routing while reducing travel times below two hours and minimizing carbon emissions.