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Recently, there has been an increasing interest in the roll-out of electric vehicles (EVs) in the global automotive market. Compared to conventional internal combustion engine vehicles (ICEVs), EVs can not only help users reduce monetary…

机器学习 · 计算机科学 2021-08-10 Mingming Liu

This paper addresses the problem of predicting the energy consumption for the drivers of Battery electric vehicles (BEVs). Several external factors (e.g., weather) are shown to have huge impacts on the energy consumption of a vehicle…

系统与控制 · 电气工程与系统科学 2024-05-21 Yu-Wen Huang , Christian Prehofer , William Lindskog , Ron Puts , Pietro Mosca , Göran Kauermann

Electric Vehicle (EV) fast charging stations require forecasting techniques both at the single charger level and aggregated level. While for the latter several models exist, forecasting individual EV charging profiles is still underexplored…

系统与控制 · 电气工程与系统科学 2026-05-19 Riccardo Ramaschi , Mario Paolone , Sonia Leva

In the context of energy transition and decarbonization of the economy, several governments will ban the sale of new combustion vehicles by 2050. Thus, growing penetration of electric vehicles (EVs) in distribution networks (DN) is…

系统与控制 · 电气工程与系统科学 2024-08-27 Octavio Ramos-Leaños , Hussein Suprême , Mouhamadou Makthar Dione , Daniel Chabot , Vincent Beaulieu

Electrification of transport compounded with climate change will transform hourly load profiles and their response to weather. Power system operators and EV charging stakeholders require such high-resolution load profiles for their planning…

系统与控制 · 电气工程与系统科学 2024-03-08 Samrat Acharya , Malini Ghosal , Travis Thurber , Casey D. Burleyson , Yang Ou , Allison Campbell , Gokul Iyer , Nathalie Voisin , Jason Fuller

As the global energy landscape shifts towards renewable energy and the electrification of the transport and heating sectors, national energy systems will include more controllable prosumers. Many future scenarios contain millions of such…

计算工程、金融与科学 · 计算机科学 2024-06-19 Leo Strobel , Marco Pruckner

Energy system optimization models are becoming increasingly popular for analyzing energy markets, such as the impact of new policies or interactions between energy carriers. One key challenge of these models is the trade-off between…

最优化与控制 · 数学 2025-08-26 Beltrán Castro Gómez , Yannick Werner , Sonja Wogrin

Fuel optimization of diesel and petrol vehicles within industrial fleets is critical for mitigating costs and reducing emissions. This objective is achievable by acting on fuel-related factors, such as the driving behaviour style. In this…

人工智能 · 计算机科学 2021-07-23 Alberto Barbado , Óscar Corcho

Vehicle Energy Consumption (VEC) estimation aims to predict the total energy required for a given trip before it starts, which is of great importance to trip planning and transportation sustainability. Existing approaches mainly focus on…

人工智能 · 计算机科学 2023-06-27 Siqi Lai , Weijia Zhang , Hao Liu

The evolution of electric vehicles (EVs) is reshaping the automotive industry, advocating for more sustainable transportation practices. Accurately predicting EV charging behavior is essential for effective infrastructure planning and…

系统与控制 · 电气工程与系统科学 2025-11-07 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim

Electric vehicle (EV) fleets are expected to become an increasingly important source of flexibility for power system operations. However, accurately capturing the flexibility potential of numerous and heterogeneous EVs remains a significant…

最优化与控制 · 数学 2025-10-13 Philipp Härtel , Michael von Bonin

The rising adoption of plug-in electric vehicles (PEVs) leads to the alignment of their electricity and their mobility demands. Therefore, transportation and power infrastructures are becoming increasingly interdependent. In this work, we…

物理与社会 · 物理学 2023-03-29 Yanyan Xu , Serdar Colak , Emre C. Kara , Scott J. Moura , Marta C. Gonzalez

This study addresses the challenge of predicting electric vehicle (EV) charging profiles in urban locations with limited data. Utilizing a neural network architecture, we aim to uncover latent charging profiles influenced by spatio-temporal…

The growing share of intermittent renewable energy sources, storage technologies, and the increasing degree of so-called sector coupling necessitates optimization-based energy system models with high temporal and spatial resolutions, which…

最优化与控制 · 数学 2021-11-24 Maximilian Hoffmann , Leander Kotzur , Detlef Stolten

Electric vehicles (EVs) have the potential to reduce grid stress through smart charging strategies while simultaneously meeting user demand. This requires accurate forecasts of key charging parameters, such as energy demand and connection…

系统与控制 · 电气工程与系统科学 2025-08-26 Parnian Alikhani , Nico Brinkel , Wouter Schram , Ioannis Lampropoulos , Wilfried van Sark

Energy systems models, critical for power sector decision support, incur non-linear memory and runtime penalties when scaling up under typical formulations. Even hardware improvements cannot make large models tractable, requiring omission…

信号处理 · 电气工程与系统科学 2024-06-26 Anna F. Jacobson , Denise L. Mauzerall , Jesse D. Jenkins

The mass adoption of plug-in electric vehicles (PEVs) requires the deployment of public charging stations. Such facilities are expected to employ distributed generation and storage units to reduce the stress on the grid and boost…

最优化与控制 · 数学 2016-11-15 Islam Safak Bayram , Vahraz Zamani , Ryan Hanna , Jan Kleissl

This work presents a novel hierarchical approach to increase Battery Electric Buses (BEBs) utilization in transit fleets. The proposed approach relies on three key components. A learning-based BEB digital twin cloud platform is used to…

系统与控制 · 电气工程与系统科学 2023-05-25 Jacopo Guanetti , Yeojun Kim , Xu Shen , Joel Donham , Santosh Alexander , Bruce Wootton , Francesco Borrelli

Sales of new petrol and diesel passenger vehicles may not be permitted in the United Kingdom (UK) post-2030. Should this happen, it is likely that vehicles presently powered by hydrocarbons will be progressively replaced by Battery Electric…

综合经济学 · 经济学 2021-01-05 Anthony D Stephens , David R Walwyn

Driven by growing concerns over air quality and energy security, electric vehicles (EVs) has experienced rapid development and are reshaping global transportation systems and lifestyle patterns. Compared to traditional gasoline-powered…

系统与控制 · 电气工程与系统科学 2025-09-08 Hai Wang , Baoshen Guo , Xiaolei Zhou , Shuai Wang , Zhiqing Hong , Tian He
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