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 …

Electric vehicles' energy consumption estimation with real driving condition data

R Zhang, E Yao - Transportation Research Part D: Transport and …, 2015 - Elsevier
The use of electric vehicles (EVs) is viewed as an attractive option to reduce CO 2 emissions
and fuel consumption resulted from transport sector, but the popularization of EVs has been …

Method for estimating the energy consumption of electric vehicles and plug‐in hybrid electric vehicles under real‐world driving conditions

R Shankar, J Marco - IET intelligent transport systems, 2013 - Wiley Online Library
This study presents a novel framework by which the energy consumption of an electric
vehicle (EV) or the zero‐emissions range of a plug‐in hybrid electric vehicle (PHEV) may be …

[HTML][HTML] Method for evaluating the real-world driving energy consumptions of electric vehicles

X Yuan, C Zhang, G Hong, X Huang, L Li - Energy, 2017 - Elsevier
Energy consumption directly determines the environmental benefits and driving range of
electric vehicles. The energy consumptions of vehicles are generally evaluated using …

Charging demand prediction in Beijing based on real-world electric vehicle data

J Zhang, Z Wang, EJ Miller, D Cui, P Liu… - Journal of Energy …, 2023 - Elsevier
The accurate estimation and prediction of charging demand play an essential role in
charging infrastructure planning, power grid laying and efficient operations. In this paper …

Power-based electric vehicle energy consumption model: Model development and validation

C Fiori, K Ahn, HA Rakha - Applied Energy, 2016 - Elsevier
The limited drive range (The maximum distance that an EV can travel.) of Electric Vehicles
(EVs) is one of the major challenges that EV manufacturers are attempting to overcome. To …

Electric vehicles' energy consumption measurement and estimation

X Wu, D Freese, A Cabrera, WA Kitch - Transportation Research Part D …, 2015 - Elsevier
Use of electric vehicles (EVs) has been viewed by many as a way to significantly reduce oil
dependence, operate vehicles more efficiently, and reduce carbon emissions. Due to the …

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

C De Cauwer, J Van Mierlo, T Coosemans - Energies, 2015 - mdpi.com
Electric vehicle (EV) energy consumption is variable and dependent on a number of external
factors such as road topology, traffic, driving style, ambient temperature, etc. The goal of this …

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 …

Electric vehicle energy consumption modelling and prediction based on road information

J Wang, I Besselink, H Nijmeijer - World Electric Vehicle Journal, 2015 - mdpi.com
The limited driving range is considered as a significant barrier to the spread of electric
vehicles. One effective method to reduce “range anxiety” is to offer accurate information to …