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PIER: Physics-Informed, Energy-efficient, Risk-aware Routing

Description: PIER is a cutting-edge maritime routing technology leveraging offline reinforcement learning combined with physics-based modeling and multi-objective optimization. It features a three-stage architecture that accurately predicts vessel speed, generates Pareto-optimal routes balancing time, fuel, and risk, and executes safe, fuel-efficient...

Published: 3/10/2026 | Updated: 3/10/2026 | Inventor(s): Aniruddha Bora

Keywords(s): Maritime Navigation, Reinforcement Learning, Transportation

Category(s): Data/AI, Transportation