Meng-Lin Bian

Carbon-Aware Offline Reinforcement Learning for Joint Inventory Replenishment and Transportation Scheduling in Multi-Echelon Supply Chains

Joint replenishment and transportation decisions couple service, inventory, vehicle utilization, and carbon emissions over time. Offline reinforcement learning (RL) is attractive when operational logs exist but online exploration is unsafe; however, distribution shift and cumulative carbon constraints make direct offli...