crossrefEnergies2025-11-21Cited by 8
Predicting Auxiliary Energy Demand in Electric Vehicles Using Physics-Based and Machine Learning Models
Maksymilian Mądziel, Tiziana Campisi
Auxiliary systems, particularly HVAC and thermal management, significantly influence electric vehicle (EV) range under diverse weather conditions. Accurate prediction of auxiliary power demand remains challenging due to nonlinear temperature dependencies and driving dynamics. Her…