DeepFEC: Energy consumption prediction under real-world driving conditions for smart cities

S Elmi, KL Tan - Proceedings of the Web Conference 2021, 2021 - dl.acm.org
The status of air pollution is serious all over the world. Analysing and predicting vehicle
energy consumption becomes a major concern. Vehicle energy consumption depends not …

Toward safe and smart mobility: Energy-aware deep learning for driving behavior analysis and prediction of connected vehicles

Y Xing, C Lv, X Mo, Z Hu, C Huang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Connected automated driving technologies have shown tremendous improvement in recent
years. However, it is still not clear how driving behaviors and energy consumption correlate …

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 …

Big-Data Based Online State of Charge Estimation and Energy Consumption Prediction for Electric Vehicles

Z Zhang, M Huang, Y Chen, D Gao - 2016 - sae.org
Whether the available energy of the on-board battery pack is enough for the driver's next trip
is a major contributor in slowing the growth rate of Electric Vehicles (EVs). What's more, the …

Energy consumption prediction for electric city buses

CJJ Beckers, IJM Besselink, JJM Frints… - 13th ITS European …, 2019 - research.tue.nl
Similar to electric vehicles for the consumer market, the driving range of battery electric city
buses is still a limiting factor for market adoption. Furthermore, this driving range can vary …

[HTML][HTML] A battery electric bus energy consumption model for strategic purposes: Validation of a proposed model structure with data from bus fleets in China and …

OA Hjelkrem, KY Lervåg, S Babri, C Lu… - … Research Part D …, 2021 - Elsevier
In this paper, an energy model for battery electric buses (Ebus) is proposed. The model is
developed based on established models for longitudinal dynamics, using event-based low …

Energy consumption of battery-electric buses: Review of influential parameters and modelling approaches

A Jahic, M Eskander, E Avdevicius… - B&H Electrical …, 2023 - sciendo.com
The electrification of public transportation fleets worldwide can pose a challenge to multiple
stakeholders, such as the fleet operator or the operator of the local electrical grid. One of the …

Integrated multistep Markov-based velocity predictor of energy consumption prediction model for battery electric vehicles

J Guo, Y Jiang, C Liu, D Zhao, Y Yu - … B: Transport Dynamics, 2021 - Taylor & Francis
Battery electric vehicle (BEV) has been thought as a key factor in decreasing global
greenhouse gas emissions and energy conservation. Therefore, recent developments in …

Fuel Consumption Simulation Model for Transit Buses Based on Real Operating Condition to Assist Bus Electrification

C Yang, E Bibeau, GP Zanetel - 2012 - sae.org
Public transit bus fuel consumption is a function of the duty cycle, power demand when
driving and idling, and the efficiency of the bus. Accurate evaluation of fuel consumption is …

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

H Mediouni, A Ezzouhri, Z Charouh, K El Harouri… - energies, 2022 - mdpi.com
Range anxiety remains one of the main hurdles to the widespread adoption of electric
vehicles (EVs). To mitigate this issue, accurate energy consumption prediction is required. In …