Analysis of energy consumption for electric buses based on low-frequency real-world data

Z Xu, J Wang, PD Lund, Y Zhang - Transportation Research Part D …, 2023 - Elsevier
Energy consumption management is a referential approach to alleviate range anxiety. In this
paper, the data-driven modeling and analysis of energy consumption based on low …

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 …

A Fully Automated Methodology for the Selection and Extraction of Energy-Relevant Features for the Energy Consumption of Battery Electric Vehicles

P Petersen, E Sax - SN Computer Science, 2022 - Springer
Compared to traditional vehicles, battery electric vehicles (BEVs) have a limited driving
range. Therefore, accurately estimating the range of BEVs is an important requirement to …

Data-Driven Approach for Estimating Energy Consumption of Electric Buses under On-Road Operation Conditions

X Zhou, K An, W Ma - Journal of Transportation Engineering, Part A …, 2023 - ascelibrary.org
The transformation of diesel buses into battery-powered electric buses for public
transportation has become a global trend. The ability to evaluate the energy consumption of …

Estimating of energy consumption of electric vehicles under different road characteristics: a case study for Nanjing, China

Q Pang, S Chen, Y Ma, F Qiao, Z Zhang… - International Journal of …, 2024 - Taylor & Francis
With the continuous growth of electric vehicle ownership, energy consumption has become
an important factor restricting its development. Real-time and accurate energy consumption …

From driving behavior to energy consumption: A novel method to predict the energy consumption of electric bus

S Nan, R Tu, T Li, J Sun, H Chen - Energy, 2022 - Elsevier
Accurate real-time energy consumption prediction of electric buses (EBs) is essential for bus
operation and management, which can effectively mitigate the driving range anxiety while …

An Eco-Driving Evaluation Method for Battery Electric Bus Drivers Using Low-Frequency Big Data

N Xu, X Li, F Yue, Y Jia, Q Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Eco-driving can reduce vehicle energy consumption and carbon dioxide emissions.
However, the effect of eco-driving training can diminish over time. It is necessary to provide …

A hybrid on-line approach for predicting the energy consumption of electric buses based on vehicle dynamics and system identification

Y Pan, W Fang, Z Ge, C Li, C Wang, B Guo - Energy, 2024 - Elsevier
Energy consumption modeling for electric vehicles is conducive to achieving eco-driving
optimization and alleviating driver 'range anxiety'. However, it remains challenging due to …

Identifying the electricity-saving driving behaviors of electric bus based on trip-level electricity consumption: a machine learning approach

S Nan, F Liao, T Li, H Chen, J Sun - Environmental Science and Pollution …, 2023 - Springer
Electric buses (EBs) are gaining popularity worldwide as a more sustainable and eco-
friendly alternative to diesel buses (DBs). Electricity-saving driving plays a crucial role in …

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
Limited driving range remains one of the barriers for widespread adoption of electric
vehicles (EVs). To address the problem of range anxiety, this paper presents an energy …