Analysis and estimation of energy consumption of electric buses using real-world data

Z Zhang, B Ye, S Wang, Y Ma - Transportation Research Part D: Transport …, 2024 - Elsevier
With the increasing popularity of electric buses (EBs), accurate estimation of the trip-level
energy consumption of EBs has become increasingly essential. In this paper, an effective …

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 …

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 …

[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 …

[HTML][HTML] 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 …

[HTML][HTML] Prediction of electric buses energy consumption from trip parameters using deep learning

T Pamuła, D Pamuła - Energies, 2022 - mdpi.com
The energy demand of electric buses (EBs) is a very important parameter that should be
considered by transport companies when introducing electric buses into the urban bus fleet …

A data-driven approach for electric bus energy consumption estimation

Y Liu, H Liang - IEEE Transactions on Intelligent Transportation …, 2022 - ieeexplore.ieee.org
Along with the battery technology advancements and government policy support, the
penetration level of electric buses (EBs) in the urban public transportation system has been …

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
Reliable and accurate estimation of an electric bus's instantaneous energy consumption is
critical in evaluating energy impacts of planning and control of electric bus operations. In this …

[HTML][HTML] 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
The estimation of energy consumption is an important prerequisite for planning the required
infrastructure for charging and optimising the schedules of battery electric buses used in …

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 …