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Public charging station occupancy prediction plays key importance in developing a smart charging strategy to reduce electric vehicle (EV) operator and user inconvenience. However, existing studies are mainly based on conventional…

Machine Learning · Computer Science 2021-11-16 Tai-Yu Ma , Sébastien Faye

With the rising popularity of electric vehicles (EVs), modern service systems, such as ride-hailing delivery services, are increasingly integrating EVs into their operations. Unlike conventional vehicles, EVs often have a shorter driving…

Artificial Intelligence · Computer Science 2025-06-27 Jinchun Du , Bojie Shen , Muhammad Aamir Cheema , Adel N. Toosi

The electric vehicle (EV) and electric vehicle charging station (EVCS) have been widely deployed with the development of large-scale transportation electrifications. However, since charging behaviors of EVs show large uncertainties, the…

Systems and Control · Electrical Eng. & Systems 2023-01-25 Yuanzheng Li , Shangyang He , Yang Li , Leijiao Ge , Suhua Lou , Zhigang Zeng

The increasing demand for direct electric energy in the grid is also tied to the increase of Electric Vehicle (EV) usage in the cities, which eventually will totally substitute combustion engine Vehicles. Nevertheless, this high amount of…

Systems and Control · Electrical Eng. & Systems 2024-05-06 Francesco Maldonato , Izgh Hadachi

There are numerous advantages of using Electric Vehicles (EVs) as an alternative method of transportation. However, an increase in EV usage in the existing residential distribution grid poses problems such as overloading the existing…

Systems and Control · Computer Science 2013-11-26 Fereidoun Ahourai , Irvin Huang , Mohammad Abdullah Al Faruque

Electric vehicles can offer a low carbon emission solution to reverse rising emission trends. However, this requires that the energy used to meet the demand is green. To meet this requirement, accurate forecasting of the charging demand is…

Machine Learning · Computer Science 2021-06-22 Frederik Boe Hüttel , Inon Peled , Filipe Rodrigues , Francisco C. Pereira

To schedule a large number of EVs with the presence of practical nonconvex charging constraints, a distributed and randomized algorithm is proposed in this paper. The algorithm assumes the availability of a coordinator which can communicate…

Optimization and Control · Mathematics 2014-04-14 Lingwen Gan , Ufuk Topcu , Steven H. Low

Economic and policy factors are driving the continuous increase in the adoption and usage of electrical vehicles (EVs). However, despite being a cleaner alternative to combustion engine vehicles, EVs have negative impacts on the lifespan of…

Machine Learning · Computer Science 2024-01-08 Viorica Rozina Chifu , Tudor Cioara , Cristina Bianca Pop , Horia Rusu , Ionut Anghel

In this paper, we investigate an edge-based approach for the detection and localization of coordinated oscillatory load attacks initiated by exploited EV charging stations against the power grid. We rely on the behavioral characteristics of…

Cryptography and Security · Computer Science 2023-02-28 Khaled Sarieddine , Mohammad Ali Sayed , Sadegh Torabi , Ribal Atallah , Chadi Assi

With the proliferation of electric vehicles (EVs), accurate charging demand and station occupancy forecasting are critical for optimizing urban energy and the profit of EVs aggregator. Existing approaches in this field usually struggle to…

Computational Engineering, Finance, and Science · Computer Science 2025-07-15 Hang Fan , Yunze Chai , Chenxi Liu , Weican Liu , Zuhan Zhang , Wencai Run , Dunnan Liu

Electric vehicles (EVs) play a crucial role in the transition towards sustainable modes of transportation and thus are critical to the energy transition. As their number grows, managing the aggregate power of EV charging is crucial to…

Systems and Control · Electrical Eng. & Systems 2025-07-29 Nanda Kishor Panda , Simon H. Tindemans

Plug-in electric vehicles are receiving global attention. However, large-scale plug-in electric vehicles bring challenge to charging station deployment. This paper provides a deployment evaluation method and a planning method for plug-in…

Signal Processing · Electrical Eng. & Systems 2018-11-28 Zhenghe Zhong , Xinran Zhang , Daihan Zhang , Huimiao Chen , Chuning Gao

This paper addresses the critical integration of electric vehicles (EVs) into the electricity grid, which is essential for achieving carbon neutrality by 2050. The rapid increase in EV adoption poses significant challenges to the existing…

Multiagent Systems · Computer Science 2024-08-21 Kristoffer Christensen , Bo Nørregaard Jørgensen , Zheng Grace Ma

This paper introduces an Electric Vehicle Charging Station (EVCS) model that incorporates real-world constraints, such as slot power limitations, contract threshold overruns penalties, or early disconnections of electric vehicles (EVs). We…

Optimization and Control · Mathematics 2024-11-14 Alban Puech , Tristan Rigaut , William Templier , Maud Tournoud

With the popularization of the electric vehicles (EVs), EV charging demand is becoming an important load in the building. Considering the mobility of EVs from building to building and their uncertain charging demand, it is of great…

Systems and Control · Electrical Eng. & Systems 2022-09-07 Qilong Huang , Li Yang , Chen Hou , Zhiyong Zeng , Yaowen Qi

We tackle the challenge of learning to charge Electric Vehicles (EVs) with Out-of-Distribution (OOD) data. Traditional scheduling algorithms typically fail to balance near-optimal average performance with worst-case guarantees, particularly…

Systems and Control · Electrical Eng. & Systems 2024-08-08 Tongxin Li , Chenxi Sun

The popularity of Electric Vehicles (EVs) has been rising across the globe in recent years. Smart grids will be the backbone for EV charging and enable efficient consumption of electricity by the EVs. With the demand for EVs, associated…

Cryptography and Security · Computer Science 2022-06-28 Rohini Poolat Parameswarath , Prosanta Gope , Biplab Sikdar

In the paper, we consider delay-optimal charging scheduling of the electric vehicles (EVs) at a charging station with multiple charge points. The charging station is equipped with renewable energy generation devices and can also buy energy…

Optimization and Control · Mathematics 2013-01-14 Tian Zhang , Wei Chen , Zhu Han , Zhigang Cao

With the growing popularity of electric vehicles (EVs), maintaining power grid stability has become a significant challenge. To address this issue, EV charging control strategies have been developed to manage the switch between…

Systems and Control · Electrical Eng. & Systems 2023-08-21 Junkai Qian , Yuning Jiang , Xin Liu , Qing Wang , Ting Wang , Yuanming Shi , Wei Chen

Electric vehicles (EVs) are being rapidly adopted due to their economic and societal benefits. Autonomous mobility-on-demand (AMoD) systems also embrace this trend. However, the long charging time and high recharging frequency of EVs pose…

Optimization and Control · Mathematics 2022-11-28 Sihong He , Zhili Zhang , Shuo Han , Lynn Pepin , Guang Wang , Desheng Zhang , John Stankovic , Fei Miao