Data-driven probabilistic energy consumption estimation for battery electric vehicles with model uncertainty

A Maity, S Sarkar - International Journal of Green Energy, 2024 - Taylor & Francis
This paper presents a novel probabilistic data-driven approach to trip-level energy
consumption estimation of battery electric vehicles (BEVs). As there are very few electric …

Energy consumption prediction of electrical vehicles through transformation of time series data

X Hu, B Sikdar - 2023 IEEE 3rd International Conference on …, 2023 - ieeexplore.ieee.org
In recent years, global greenhouse gas emissions have become an important issue.
Electrical Vehicles (EVs) are a promising solution to reduce greenhouse gas emissions …

Probabilistic Energy Consumption Estimation for Electric Buses

J Jiang, B Bao, F Meng, Y Ma, H Zhang… - … on Smart Power & …, 2022 - ieeexplore.ieee.org
Electric buses play a vital role in future sustainable transportation and estimating the energy
consumption of electric buses is important for reducing range anxiety and optimizing …

A review and outlook of energy consumption estimation models for electric vehicles

Y Chen, G Wu, R Sun, A Dubey, A Laszka… - arXiv preprint arXiv …, 2020 - arxiv.org
Electric vehicles (EVs) are critical to the transition to a low-carbon transportation system. The
successful adoption of EVs heavily depends on energy consumption models that can …

Electric vehicle velocity and energy consumption predictions using transformer and Markov-chain Monte Carlo

H Shen, Z Wang, X Zhou, M Lamantia… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Although electric vehicles (EVs) are becoming a promising alternative for ground
transportation, the issue of limited battery energy hinders its market penetration. Accurate …

[PDF][PDF] A Data-driven Energy Estimation based on the Mixture of Experts Method for Battery Electric Vehicles.

P Petersen, T Rudolf, E Sax - VEHITS, 2022 - pdfs.semanticscholar.org
Battery electric vehicles (BEVs) are an immediate solution to the reduction of greenhouse
gas emissions. However, BEVs are limited in their range by the battery capacity. An accurate …

Prediction of road-level energy consumption of battery electric vehicles

X Chen, Z Lei, SV Ukkusuri - 2022 IEEE 25th International …, 2022 - ieeexplore.ieee.org
Predicting the energy consumption of electric vehicles (EVs) plays an essential role in many
EV planning and operation problems, such as route planning, eco-driving guidance, and …

Personalized velocity and energy prediction for electric vehicles with road features in consideration

H Shen, X Zhou, H Ahn, M Lamantia… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Electric vehicles (EVs) seem to be an eminent alternative for ground transportation. Yet,
human drivers may suffer from EV's range anxiety, which is engendered by EV's limited …

Fed-BEV: a federated learning framework for modelling energy consumption of battery electric vehicles

M Liu - 2021 IEEE 94th Vehicular Technology Conference …, 2021 - ieeexplore.ieee.org
Recently, there has been an increasing interest in the roll-out of electric vehicles (EVs) in the
global automotive market. Compared to conventional internal combustion engine vehicles …

Reliable energy consumption modeling for an electric vehicle fleet

M Roy, A Nambi, A Sobti, T Ganu… - Proceedings of the 5th …, 2022 - dl.acm.org
Accurately predicting the energy consumption of an electric vehicle (EV) under real-world
circumstances (such as varying road, traffic, weather conditions, etc.) is critical for a number …