Energy consumption prediction of electric city buses using multiple linear regression

RM Sennefelder, R Martín-Clemente… - Energies, 2023 - mdpi.com
The widespread electrification of public transportation is increasing and is a powerful way to
reduce greenhouse gas (GHG) emissions. Using real-world driving data is crucial for vehicle …

Prediction of electric buses energy consumption from trip parameters using deep learning

T Pamuła, D Pamuła - Energies, 2022 - mdpi.com
The energy demand of electric buses (EBs) is a very important parameter that should be
considered by transport companies when introducing electric buses into the urban bus fleet …

Data Driven Energy Economy Prediction for Electric City Buses Using Machine Learning

RM Sennefelder, R Martín-Clemente… - IEEE …, 2023 - ieeexplore.ieee.org
Electrification of transportation systems is increasing, in particular city buses raise enormous
potential. Deep understanding of real-world driving data is essential for vehicle design and …

A novel energy consumption prediction model of electric buses using real-time big data from route, environment, and vehicle parameters

YE Ekıcı, O Akdağ, AA Aydin, T Karadağ - IEEE Access, 2023 - ieeexplore.ieee.org
Electric vehicles (EVs) have positive impacts on reducing oil dependence and exhaust
emissions. However, the range problem of EVs is a factor that raises concerns for individual …

Data-Driven Approach for Estimating Energy Consumption of Electric Buses under On-Road Operation Conditions

X Zhou, K An, W Ma - Journal of Transportation Engineering, Part A …, 2023 - ascelibrary.org
The transformation of diesel buses into battery-powered electric buses for public
transportation has become a global trend. The ability to evaluate the energy consumption of …

Development and validation of energy demand uncertainty model for electric city buses

J Vepsäläinen, K Kivekäs, K Otto, A Lajunen… - … Research Part D …, 2018 - Elsevier
The prediction of electric city bus energy demand is crucial in order to estimate operating
costs and to size components such as the battery and charging systems. Unfortunately, there …

[PDF][PDF] Energy prediction model development and parameter estimation for urban battery electric buses with real world data

S Würtz, D Spiess, B Martin… - Proceedings of the …, 2023 - researchgate.net
ABSTRACT 1 Many cities in Europe and around the world are concerned with reducing their
CO2-emissions. 2 One step on this agenda is the introduction of electric buses to replace …

A hybrid on-line approach for predicting the energy consumption of electric buses based on vehicle dynamics and system identification

Y Pan, W Fang, Z Ge, C Li, C Wang, B Guo - Energy, 2024 - Elsevier
Energy consumption modeling for electric vehicles is conducive to achieving eco-driving
optimization and alleviating driver 'range anxiety'. However, it remains challenging due to …

Energy consumption of battery-electric buses: Review of influential parameters and modelling approaches

A Jahic, M Eskander, E Avdevicius… - B&H Electrical …, 2023 - sciendo.com
The electrification of public transportation fleets worldwide can pose a challenge to multiple
stakeholders, such as the fleet operator or the operator of the local electrical grid. One of the …

The effects of dynamic traffic conditions, route characteristics and environmental conditions on trip-based electricity consumption prediction of electric bus

P Li, Y Zhang, K Zhang, M Jiang - Energy, 2021 - Elsevier
As prediction of trip-based electricity consumption has become an prerequisite for the
deployment of large-scale EB fleets, this study has established random forest-based models …