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 …

[HTML][HTML] Energy Consumption Estimation Method of Battery Electric Buses Based on Real-World Driving Data

P Wang, Q Liu, N Xu, Y Ou, Y Wang, Z Meng… - World Electric Vehicle …, 2024 - mdpi.com
The estimation of energy consumption under real-world driving conditions is a prerequisite
for optimizing bus scheduling and meeting the requirements of route operation, thereby …

Interpretable bus energy consumption model with minimal input variables considering powertrain types

H Xu, R Tu, T Li, H Chen - Transportation Research Part D: Transport and …, 2023 - Elsevier
This study aims to build an interpretable energy model for urban buses considering
powertrain types to serve bus operators with minimal variables and simple structure, in …

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 …

Estimating energy consumption of battery electric vehicles using vehicle sensor data and machine learning approaches

W Achariyaviriya, W Wongsapai, K Janpoom… - Energies, 2023 - mdpi.com
Transport electrification, which entails replacing fossil fuel-powered engines with electric
drivetrains through the use of electric vehicles (EVs), has been identified as a potential …

Development of an energy consumption prediction model for battery electric vehicles in real-world driving: a combined approach of short-trip segment division and …

Y Pan, W Fang, W Zhang - Journal of Cleaner Production, 2023 - Elsevier
Due to the excellent energy-saving and environmental protection features, electric vehicles
(EVs) are gaining significant market penetration, especially in densely populated urban …

Development and validation of energy demand uncertainty model for electric city buses

J Vepsäläinen, K Kivekäs, K Otto, A Lajunen… - … Research Part D …, 2018 - Elsevier
The prediction of electric city bus energy demand is crucial in order to estimate operating
costs and to size components such as the battery and charging systems. Unfortunately, there …

Towards efficient battery electric bus operations: A novel energy forecasting framework

S Würtz, K Bogenberger, U Göhner, A Rupp - World Electric Vehicle …, 2024 - mdpi.com
As the adoption of battery electric buses (BEBs) in public transportation systems grows, the
need for precise energy consumption forecasting becomes increasingly important. Accurate …

A driving pattern recognition-based energy management for plug-in hybrid electric bus to counter the noise of stochastic vehicle mass

H Guo, D Hou, S Du, L Zhao, J Wu, N Yan - Energy, 2020 - Elsevier
Because the strong coupling relationship between energy management and required
power, the Pontryagin's Minimum Principle (PMP)-based energy management should …

A framework for BEB energy prediction using low-resolution open-source data-driven model

H Abdelaty, M Mohamed - Transportation Research Part D: Transport and …, 2022 - Elsevier
The accurate calculation of the energy consumption (EC) rates of Battery-Electric Buses
(BEBs) might be ambiguous due to uncertainties in amassing real-world operation data such …