Optimizing electric vehicle energy consumption prediction through machine learning and ensemble approaches

Optimizing electric vehicle energy consumption prediction through machine learning and ensemble approaches

Abstract Accurately predicting energy consumption in electric vehicles (EVs) is essential for enhancing energy efficiency and improving infrastructure planning. However, this task remains challenging due to the complex interplay of driving conditions, vehicle specifications, and environmental factor...

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Bibliographic Details
Main Authors: Izhar Hussain, Kok Boon Ching, Chessda Uttraphan, Kim Gaik Tay, Adeeb Noor, Sufyan Ali Memon
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Electric vehicles
Energy consumption prediction
KNN
Hyperparameter tuning
Ensemble hybrid models
Online Access:https://doi.org/10.1038/s41598-025-14129-2
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