Energy consumption prediction for electric vehicles based on real-world data

C De Cauwer, J Van Mierlo, T Coosemans - Energies, 2015 - mdpi.com
… physical principles of the vehicle dynamics and kinematics. As the … all-electric range (AER)
prediction for electric vehicles, the energy consumption considered in this paper is the energy

A survey on driving prediction techniques for predictive energy management of plug-in hybrid electric vehicles

Y Zhou, A Ravey, MC Péra - Journal of Power Sources, 2019 - Elsevier
… each prediction algorithm and summarizes potential approaches for handling the prediction
… of PEMSs for hybrid electric vehicles (HEVs) and plug-in hybrid electric vehicles (PHEVs). …

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
… of electric vehicles, the energy consumption has become a key performance index to electric
vehicle … Accurate and real-time energy consumption prediction under real-world driving …

A data-driven method for energy consumption prediction and energy-efficient routing of electric vehicles in real-world conditions

C De Cauwer, W Verbeke, T Coosemans, S Faid… - Energies, 2017 - mdpi.com
… adoption of electric vehicles (EVs). To address the problem of range anxiety, this paper
presents an energy consumption prediction method for EVs, designed for energy-efficient routing…

A real-time energy management strategy based on energy prediction for parallel hybrid electric vehicles

S Han, F Zhang, J Xi - IEEE access, 2018 - ieeexplore.ieee.org
… In this paper, a novel energy management strategy of ECMS-type is proposed for parallel
hybrid electric vehicles based on energy prediction (ECMS-EP). The energy prediction is …

Electric vehicle routing problem with machine learning for energy prediction

R Basso, B Kulcsár, I Sanchez-Diaz - Transportation Research Part B …, 2021 - Elsevier
… weight of the vehicle and payload… energy consumption but also its possible variation. In this
paper we propose a method for routing electric commercial vehicles with probabilistic energy

Adaptive multiresolution energy consumption prediction for electric vehicles

Z Yi, PH Bauer - IEEE Transactions on Vehicular Technology, 2017 - ieeexplore.ieee.org
… In this section, a multi-resolution framework for electric vehicle energy consumption prediction
is introduced. It has a decision-making function for determining the accuracy level. This …

Velocity predictors for predictive energy management in hybrid electric vehicles

C Sun, X Hu, SJ Moura, F Sun - IEEE Transactions on Control …, 2014 - ieeexplore.ieee.org
… performances, it is easy to design an NN-based velocity predictor with reasonable
precision. To the best of our knowledge, NN-based velocity predictor for predictive energy

Energy consumption prediction of electric vehicles based on big data approach

F Foiadelli, M Longo… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… technique to calculate energy consumption at any desired … retrieved energy consumption
curve for an electric vehicle in … This method can be applied to other electric vehicles datasheets …

A novel predictive energy management strategy for electric vehicles based on velocity prediction

C Zhai, F Luo, Y Liu - IEEE Transactions on Vehicular …, 2020 - ieeexplore.ieee.org
predictive control of a power split hybrid electric vehicle with combined battery and ultracapacitor
energy … and vehicle velocity prediction for hybrid electric vehicle energy management,” …