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Journal article

Machine learning prediction models for battery-electric bus energy consumption in transit

Abstract

The energy consumption (EC) of battery-electric buses (BEB) varies significantly due to the intertwined relationships of vehicular, operational, topological, and external parameters. This variation is posing several challenges to predict BEB’s energy consumption. Several studies are calling for the development of data-driven models to address this challenge. This study develops and compares seven data-driven modelling techniques that cover both …

Authors

Abdelaty H; Al-Obaidi A; Mohamed M; Farag HEZ

Journal

Transportation Research Part D Transport and Environment, Vol. 96, ,

Publisher

Elsevier

Publication Date

July 2021

DOI

10.1016/j.trd.2021.102868

ISSN

1361-9209