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 …

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 …

Parametric analysis and prediction of energy consumption of electric vehicles using machine learning

MN Nabi, B Ray, F Rashid, W Al Hussam… - Journal of Energy …, 2023 - Elsevier
Emission regulations for all automobiles have been introduced to reduce global warming
caused by vehicles. Hybrid electric vehicles (HEVs) are being developed to address …

[HTML][HTML] Electric vehicles survey and a multifunctional artificial neural network for predicting energy consumption in all-electric vehicles

BP Adedeji - Results in Engineering, 2023 - Elsevier
This study contains a survey on the architecture of electric vehicles and an artificial neural
network application for prediction of energy consumption in all-electric vehicles. In this study …

Electric vehicles driving range and energy consumption investigation: A comparative study of machine learning techniques

A Amirkhani, A Haghanifar… - 2019 5th Iranian …, 2019 - ieeexplore.ieee.org
Electric vehicles are the next generation of cars which are pollutant-free, resulting in the
elimination of many environmental and healthcare problems caused by fossil-fueled …

A machine learning-based energy optimization system for electric vehicles

R Padmavathy, T Greeta, K Divya - E3S Web of Conferences, 2023 - e3s-conferences.org
The growing demand for sustainable and eco-friendly transportation has led to the
widespread adoption of electric vehicles (EVs). However, the limited driving range of EVs …

Improved prediction of total energy consumption and feature analysis in electric vehicles using machine learning and shapley additive explanations method

S Pokharel, P Sah, D Ganta - World Electric Vehicle Journal, 2021 - mdpi.com
Electric vehicles (EVs) have emerged as the green energy alternative for conventional
vehicles. While various governments promote EVs, people feel “range anxiety” because of …

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 …

Computational models for forecasting electric vehicle energy demand

MO Oyedeji, M AlDhaifallah, H Rezk… - … Journal of Energy …, 2023 - Wiley Online Library
Electric vehicles (EV) are fast becoming an integral part of our evolving society. There is a
growing movement in advanced countries to replace gas‐driven vehicles with EVs towards …

Modelling the energy consumption of electric vehicles under uncertain and small data conditions

Y Liu, Q Zhang, C Lyu, Z Liu - Transportation Research Part A: Policy and …, 2021 - Elsevier
This study models the energy consumption of electric vehicles (EVs) under uncertain and
small data conditions by combining the machine learning method and the idea of controlled …