crossrefVehicles2026-05-01
Energy Consumption Prediction for an Electric Vehicle Using Machine Learning: A Comparative Study of Regression, Ensemble, and LSTM-Based Models
Juan Diego Valladolid, Juan P. Ortiz
Accurate energy consumption prediction is fundamental for enhancing range estimation and trip planning in battery electric vehicles (BEVs) under real-world conditions. This study develops a route-level benchmark utilizing 1 Hz data acquired via ECU/OBD-II interfaces (CAN 500 kbps…