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 …

[HTML][HTML] 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 …

[HTML][HTML] 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 …

[HTML][HTML] Estimation of the energy consumption of battery electric buses for public transport networks using real-world data and deep learning

T Pamuła, W Pamuła - Energies, 2020 - mdpi.com
The estimation of energy consumption is an important prerequisite for planning the required
infrastructure for charging and optimising the schedules of battery electric buses used in …

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 …

Energy consumption analysis and prediction of electric vehicles based on real-world driving data

J Zhang, Z Wang, P Liu, Z Zhang - Applied Energy, 2020 - Elsevier
With increasing mass-adoption of electric vehicles, the energy consumption has become a
key performance index to electric vehicle drivers, automakers and policy-makers. Accurate …

Prediction of energy consumption for new electric vehicle models by machine learning

A Fukushima, T Yano, S Imahara, H Aisu… - IET Intelligent …, 2018 - Wiley Online Library
Recommending suitable charging spots to drivers on expressways for both charging
equipment and electric vehicles (EVs) is an important issue for the spread of EVs. Therefore …

Analysis and estimation of energy consumption of electric buses using real-world data

Z Zhang, B Ye, S Wang, Y Ma - Transportation Research Part D: Transport …, 2024 - Elsevier
With the increasing popularity of electric buses (EBs), accurate estimation of the trip-level
energy consumption of EBs has become increasingly essential. In this paper, an effective …

A comparative performance of machine learning algorithm to predict electric vehicles energy consumption: A path towards sustainability

I Ullah, K Liu, T Yamamoto… - Energy & …, 2022 - journals.sagepub.com
The rapid growth of transportation sector and related emissions are attracting the attention of
policymakers to ensure environmental sustainability. Therefore, the deriving factors of …

[HTML][HTML] Construction of analytical models for driving energy consumption of electric buses through machine learning

KC Lin, CN Lin, JJC Ying - Applied sciences, 2020 - mdpi.com
In recent years, the Taiwan government has been calling for the use of public transportation
and has been popularizing pollution-reducing green vehicles. Passenger transport …