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
battery sizing, energy-efficient route planning and charging infrastructures operation. In this
paper, real-world driving data collected from fifty-five electricdeveloped by Chen [39] is used

Assessment of battery utilization and energy consumption in the large-scale development of urban electric vehicles

Y Zhao, Z Wang, ZJM Shen… - Proceedings of the …, 2021 - National Acad Sciences
battery resources and energy from EVs signifies a need to reassess the real-world battery
utilization and energy consumption … the battery utilization and energy consumption of large-…

A real-time optimization energy management of range extended electric vehicles for battery lifetime and energy consumption

J Li, X Wu, M Xu, Y Liu - Journal of Power Sources, 2021 - Elsevier
… time multi-objective prediction energy management strategy that … In this paper, the differential
evolution algorithm is selected for … complex driving conditions in the real-world scenario. …

Energy consumption prediction and analysis for electric vehicles: A hybrid approach

H Mediouni, A Ezzouhri, Z Charouh, K El Harouri… - Energies, 2022 - mdpi.com
power-based EV energy consumption model was developed … , longitudinal vehicle dynamics,
transmission, battery model, … aims to predict an EV’s energy consumption under real-world

A novel prediction process of the remaining useful life of electric vehicle battery using real-world data

X Wang, J Li, BC Shia, YW Kao, CW Ho, M Chen - Processes, 2021 - mdpi.com
… prognostic method was developed to predict the battery RUL in 2009 … use the RUL prediction
model to predict the electric demands and make more improvement to the LFC of the power

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
… EV energy consumption based on a large volume of real-worldenergy consumption models,
including the development of … that EV energy estimation models based on real-world data …

Data-driven estimation of energy consumption for electric bus under real-world driving conditions

Y Chen, Y Zhang, R Sun - Transportation Research Part D: Transport and …, 2021 - Elsevier
… We demonstrate the predictive capabilities of our models using a long-… energy consumption
prediction models for electric buses, we included several models developed for electric cars. …

Driving behaviour and trip condition effects on the energy consumption of an electric vehicle under real-world driving

Y Al-Wreikat, C Serrano, JR Sodré - Applied Energy, 2021 - Elsevier
energy consumption has been examined using a mathematical model, showing an increase
in energy consumption … were used to develop a model to predict the energy consumption of …

Electric vehicle energy consumption prediction using stacked generalization: An ensemble learning approach

I Ullah, K Liu, T Yamamoto, M Zahid… - … Journal of Green Energy, 2021 - Taylor & Francis
real-world data to predict EVs’ energy consumption are still … model to predict EVs’ energy
consumption on real-world data of … develop an ensemble approach to estimate the EVs energy

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
… Section 5 concludes the paper and provides a brief outlook … is to develop an efficient method
for the estimation of energy … as for whole bus lines operated by battery electric vehicles. The …