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This paper presents an optimized logistic regression machine learning model that predicts the occupancy of an Electric Vehicle (EV) charging station given the occupancy of neighboring stations. The model was optimized for the time of day.…

Machine Learning · Computer Science 2022-05-02 Sayan Shaw , Keaton Chia , Jan Kleissl

The increasing electric vehicle (EV) adoption challenges the energy management of charging stations (CSs) due to the large number of EVs and the underlying uncertainties. Moreover, the carbon footprint of CSs is growing significantly due to…

Optimization and Control · Mathematics 2024-06-13 Dongxiang Yan , Shihan Huang , Sen Li , Xiaoyi Fan , Yue Chen

The optimal charging infrastructure planning problem over a large geospatial area is challenging due to the increasing network sizes of the transportation system and the electric grid. The coupling between the electric vehicle travel…

Artificial Intelligence · Computer Science 2020-11-20 Wanshi Hong , Cong Zhang , Cy Chan , Bin Wang

Widespread electric vehicle (EV) adoption introduces new challenges for distribution grids due to large, localized load increases, stochastic charging behavior, and limited data availability. This paper proposes two data-driven methods to…

Systems and Control · Electrical Eng. & Systems 2025-11-19 Linhan Fang , Jesus Silva-Rodriguez , Xingpeng Li

In this paper, the problem of electric vehicle (EV) charging at the workplace is addressed via a two-layer predictive algorithm. We consider a time of use (TOU) pricing model for energy drawn from the grid and try to minimize the charging…

Systems and Control · Electrical Eng. & Systems 2023-07-18 Saif Ahmad , Jochem Baltussen , Pauline Kergus , Zohra Kader , Stéphane Caux

Our work delves into user behaviour at Electric Vehicle(EV) charging stations during peak times, particularly focusing on how impatience drives balking (not joining queues) and reneging (leaving queues prematurely). We introduce an…

Multiagent Systems · Computer Science 2024-10-27 Animesh Chattopadhyay , Subrat Kar

The rapid rise of electric vehicles (EVs) places unprecedented stress on both urban mobility systems and low-voltage power grids. Designing battery swapping and charging networks that are cost-efficient, grid-compatible, and sustainable is…

Optimization and Control · Mathematics 2025-11-19 Wenqing Ai , Hanyu Cheng , Wei Qi

Electric Vehicles (EVs), as their penetration increases, are not only challenging the sustainability of the power grid, but also stimulating and promoting its upgrading. Indeed, EVs can actively reinforce the development of the Smart Grid…

Computer Science and Game Theory · Computer Science 2016-04-18 Wenjing Shuai , Patrick Maillé , Alexander Pelov

Public electric vehicle (EV) charging infrastructure has expanded rapidly, yet utilization across charging stations remains uneven and often inefficient. Existing operator-determined pricing schemes offer limited flexibility to coordinate…

Optimization and Control · Mathematics 2026-04-01 Fangting Zhou , Jiaming Wu , Balazs Kulcsar

Governments and cities around the world are currently facing rapid growth in the use of Electric Vehicles and therewith the need for Charging Infrastructure. For these cities, the struggle remains how to further roll out charging…

Physics and Society · Physics 2019-04-19 Jurjen R. Helmus , Seyla Wachlin , Igna Vermeulen , Mike H. Lees

This work focuses on finding optimal locations for charging stations for one-way electric car sharing programs. The relocation of vehicles by a service staff is generally required in vehicle sharing programs in order to correct imbalances…

Optimization and Control · Mathematics 2018-11-30 Antoine Deza , Kai Huang , Michael R. Metel

With the increasing demand for greener and more energy efficient transportation solutions, electric vehicles (EVs) have emerged to be the future of transportation across the globe. However, currently, one of the biggest bottlenecks of EVs…

Applications · Statistics 2020-09-09 Duc Minh Nguyen , Mustafa A. Kishk , Mohamed-Slim Alouini

This paper describes a method based on mixed-integer linear programming to cost-optimally locate and size chargers for electric vehicles (EVs) in distribution grids as a function of the driving demand. The problem accounts for the notion of…

Systems and Control · Electrical Eng. & Systems 2021-11-16 Biswarup Mukherjee , Fabrizio Sossan

As the plug-in electric vehicle (PEV) market expands worldwide, PEV penetration has out-paced public PEV charging accessibility. In addition to charging infrastructure deployment, charging station operation is another key factor for…

Systems and Control · Electrical Eng. & Systems 2019-12-09 Sangjae Bae , Teng Zeng , Bertrand Travacca , Scott Moura

Electrification of transport is a key strategy in reducing carbon emissions. Many countries have adopted policies of complete but gradual transformation to electric vehicles (EVs). However, mass EV adoption also means a spike in load (kW),…

Signal Processing · Electrical Eng. & Systems 2021-01-27 Rahul Roy , Trivikram Dokka , David A. Ellis , Esther Dudek , Paul Barnfather

Effective utilization of charging station capacity plays an important role in enhancing the profitability of ride-hailing systems using electric vehicles. Existing studies assume constant energy prices and uncapacitated charging stations or…

Optimization and Control · Mathematics 2025-07-31 Tai-Yu Ma , Richard D. Connors , Francesco Viti

In recent years, electric vehicle (EV) charging station has experienced an increasing supply-demand mismatch due to its fluctuating renewables and unpredictable charging demand. To reduce its operating cost, this paper proposes a…

Optimization and Control · Mathematics 2022-04-19 Dongxiang Yan , Yue Chen

The widespread diffusion of electric mobility requires a contextual expansion of the charging infrastructure. An extended collection and processing of information regarding charging of electric vehicles may turn each electric vehicle…

Machine Learning · Computer Science 2021-04-27 Francesca Soldan , Enea Bionda , Giuseppe Mauri , Silvia Celaschi

This paper presents an extension of a recently introduced multistage stochastic integer model designed for optimizing the deployment of charging stations under uncertainty. A key contribution of this work is incorporating additional…

Optimization and Control · Mathematics 2025-01-03 Antoine Deza , Kai Huang , Carlos Aníbal Suárez

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…

Systems and Control · Electrical Eng. & Systems 2024-08-27 Octavio Ramos-Leaños , Hussein Suprême , Mouhamadou Makthar Dione , Daniel Chabot , Vincent Beaulieu
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