Environmental screening model of driving behavior for an electric bus entering and leaving stops

Y Zhang, R Fu, Y Guo, W Yuan - Transportation Research Part D: Transport …, 2022 - Elsevier
Energy consumption determines the environmental benefits and driving range of electric
vehicles. The driving behavior significantly affects vehicle energy consumption, but the …

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 …

Construction of analytical models for driving energy consumption of electric buses through machine learning

KC Lin, CN Lin, JJC Ying - Applied sciences, 2020 - mdpi.com
In recent years, the Taiwan government has been calling for the use of public transportation
and has been popularizing pollution-reducing green vehicles. Passenger transport …

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 …

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 …

Effects of driver acceleration behavior on fuel consumption of city buses

H Ma, H Xie, S Chen, Y Yan, DG Huang - 2014 - sae.org
Approximately 50% energy is consumed during the acceleration of a city bus. Fuel
consumption during acceleration is significantly affected by driving behavior. In this study, 13 …

Understanding the energy consumption of battery electric buses in urban public transport systems

S Wang, C Lu, C Liu, Y Zhou, J Bi, X Zhao - Sustainability, 2020 - mdpi.com
The ever-increasing concerns over urban air quality, noise pollution, and considerable
savings in total cost of ownership encouraged more and more cities to introduce battery …

Energy consumption prediction of electric city buses using multiple linear regression

RM Sennefelder, R Martín-Clemente… - Energies, 2023 - mdpi.com
The widespread electrification of public transportation is increasing and is a powerful way to
reduce greenhouse gas (GHG) emissions. Using real-world driving data is crucial for vehicle …

The effects of dynamic traffic conditions, route characteristics and environmental conditions on trip-based electricity consumption prediction of electric bus

P Li, Y Zhang, K Zhang, M Jiang - Energy, 2021 - Elsevier
As prediction of trip-based electricity consumption has become an prerequisite for the
deployment of large-scale EB fleets, this study has established random forest-based models …

Machine learning prediction models for battery-electric bus energy consumption in transit

H Abdelaty, A Al-Obaidi, M Mohamed… - … Research Part D …, 2021 - Elsevier
The energy consumption (EC) of battery-electric buses (BEB) varies significantly due to the
intertwined relationships of vehicular, operational, topological, and external parameters …