Physics-informed offline reinforcement learning eliminates catastrophic fuel waste in maritime routing

Aniruddha Bora, Julie Chalfant, Chryssostomos Chryssostomidis

International shipping produces approximately 3% of global greenhouse gas emissions, yet voyage routing remains dominated by heuristic methods. We present PIER (Physics-Informed, E…