Uncertainty-Aware Prediction of Battery Energy Consumption for Hybrid Electric Vehicles. (arXiv:2204.12825v1 [cs.LG])

The usability of vehicles is highly dependent on their energy consumption. In
particular, one of the main factors hindering the mass adoption of electric
(EV), hybrid (HEV), and plug-in hybrid (PHEV) vehicles is range anxiety, which
occurs when a driver is uncertain about the availability of energy for a given
trip. To tackle this problem, we propose a machine learning approach for
modeling the battery energy consumption. By reducing predictive uncertainty,
this method can help increase trust in the vehicle's …

arxiv battery electric vehicles energy hybrid prediction uncertainty