Trip-level energy consumption prediction model for electric bus combining Markov-based speed profile generation and Gaussian processing regression

J Jiang, Y Yu, H Min, Q Cao, W Sun, Z Zhang, C Luo - Energy, 2023 - Elsevier
Electric bus energy consumption prediction is conducive to bus route scheduling and
charging optimization management. However, existing prediction models do not …

Prediction of electric bus energy consumption with stochastic speed profile generation modelling and data driven method based on real-world big data

P Li, Y Zhang, Y Zhang, K Zhang - Applied Energy, 2021 - Elsevier
With increasing adoption of electric buses, an accurate and real-time electric bus energy
consumption (EBEC) prediction can significantly contribute to the battery capacity …

[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 …

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 …

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 …

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 …

Novel electric bus energy consumption model based on probabilistic synthetic speed profile integrated with HVAC

NA El-Taweel, A Zidan… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This paper proposes a novel and generic model to calculate the Electric Bus Energy
Consumption (EBEC) without the need for a high-resolution speed profile data. The …

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 …

Long-term vehicle speed prediction via historical traffic data analysis for improved energy efficiency of connected electric vehicles

MR Amini, Y Feng, Z Yang… - Transportation …, 2020 - journals.sagepub.com
Connected and automated vehicles (CAVs) are expected to provide enhanced safety,
mobility, and energy efficiency. While abundant evidence has been accumulated showing …

[HTML][HTML] Trip energy consumption estimation for electric buses

J Ji, Y Bie, Z Zeng, L Wang - Communications in Transportation Research, 2022 - Elsevier
This study aims to develop a trip energy consumption (TEC) estimation model for the electric
bus (EB) fleet planning, operation, and life-cycle assessment. Leveraging the vast variations …