arxivcs.LG2026-07-21
Probabilistic Physics-Aware Machine Learning Predictions of Electric Truck Energy Consumption with Field Data
Hannes Nilsson, Rafael Basso, Balázs Kulcsár, Morteza Haghir Chehreghani
In this work, we incorporate first principle physics into the construction of data-driven methods by considering a model that accounts for the different sources of energy losses during vehicle operations. Our results show that Bayesian linear regression based on this physics-awar…