Analysis of factors influencing energy consumption of electric vehicles: Statistical, predictive, and causal perspectives

Huang, Haichao; Li, Bowen; Wang, Yizhou; Zhang, Zhe; He, Hongdi

doi:10.1016/j.apenergy.2024.124110

Applied Energy

2024

DOI: 10.1016/j.apenergy.2024.124110

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Analysis of factors influencing energy consumption of electric vehicles: Statistical, predictive, and causal perspectives

Haichao Huang,

Bowen Li,

Yizhou Wang

et al.

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Cited by 3 publications

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Electric bus fleet transition: assessment approach considering economic and environmental impacts, and its application

Ye,

Huang,

Yang

et al. 2024

Smart Constr. Sustain. Cities

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In our society, global warming is considered one of the most serious problems. According to scientists, the world has been warmed by 3 degrees per year, which will be catastrophic to our world. To reduce CO2 emission, an electric bus is one way to solve the problem. In this article, we use four different models: Multiple Linear Regression (MLR), Autoregressive Integrated Moving Average Model (ARIMA), Ecological Assessment Model, Bus Fleet Replacement Financial Model, and Integer Programming Model to determine the number of carbon emissions, the least money that government need to spend on transitions, and future blueprint; these help to predict the overall benefits for countries turn into absolutely electric bus society. Our research stands from the sustainable point of view; we view better environment as the goal. By applying these models to three different countries: London, and Toronto, and Philadelphia which is our main focus, we find out that the air quality will be increased by reducing different kinds of pollution. Moreover, by constructing a ten-year blueprint, we find out the best way to spend least money and make the environment gradually become better.

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Electric bus fleet transition: assessment approach considering economic and environmental impacts, and its application

Ye,

Huang,

Yang

et al. 2024

Smart Constr. Sustain. Cities

View full text Add to dashboard Cite

show abstract

A virtual power plant for coordinating batteries and EVs of distributed zero-energy houses considering the distribution system constraints

Qais,

Kirli,

Moroshko

et al. 2025

Journal of Energy Storage

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A novel construction and evaluation framework for driving cycle of electric vehicles based on energy consumption and emission analysis

Guo,

Xie,

Jiang

et al. 2024

Sustainable Cities and Society

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Analysis of factors influencing energy consumption of electric vehicles: Statistical, predictive, and causal perspectives

Cited by 3 publications

References 32 publications

Electric bus fleet transition: assessment approach considering economic and environmental impacts, and its application

Electric bus fleet transition: assessment approach considering economic and environmental impacts, and its application

A virtual power plant for coordinating batteries and EVs of distributed zero-energy houses considering the distribution system constraints

A novel construction and evaluation framework for driving cycle of electric vehicles based on energy consumption and emission analysis

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