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Despite the dependency of electric vehicle (EV) fleets on charging station availability, charging infrastructure remains limited in many cities. Three contributions are made. First, we propose an EV-to-charging station user equilibrium (UE)…

Computers and Society · Computer Science 2022-09-14 Bingqing Liu , Theodoros P. Pantelidis , Stephanie Tam , Joseph Y. J. Chow

In the context of transport electrification, a model coupling Electric Vehicles (EV) driving and charging decisions is considered. While a Traffic Assignment Problem (TAP) is considered for the driving part, the charging operation is done…

Systems and Control · Electrical Eng. & Systems 2021-11-15 Benoît Sohet , Yezekael Hayel , Olivier Beaude , Alban Jeandin

Time-of-use pricing is promoted to manage demand at public EV charging stations, yet its effectiveness depends on short run flexibility and local constraints. Using station by day by hour data from Shenzhen and Amsterdam, we estimate…

General Economics · Economics 2026-04-01 Mingzhi Xiao , Yuki Takayama

We study electric vehicle (EV) fleet and charging infrastructure planning in a spatial setting. With customer requests arriving continuously at rate $\lambda$ throughout the day, we determine the minimum number of vehicles and chargers for…

Optimization and Control · Mathematics 2025-09-19 Sushil Mahavir Varma , Francisco Castro , Siva Theja Maguluri

Recharging a plug-in electric vehicle is more time-consuming than refueling an internal combustion engine vehicle. As a result, charging stations may face serious congestion problems during peak traffic hours in the near future with the…

Systems and Control · Computer Science 2017-12-21 Huimiao Chen , Hongcai Zhang , Zechun Hu , Yunyi Liang , Haocheng Luo , Yinhai Wang

In the data deluge context, pattern recognition or labeling in streams is becoming quite an essential and pressing task as data flows inside always bigger streams. The assessment of such tasks is not so easy when dealing with temporal data,…

Information Retrieval · Computer Science 2016-12-01 Pierre-François Marteau

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

Electric Vehicle (EV) charging recommendation that both accommodates user preference and adapts to the ever-changing external environment arises as a cost-effective strategy to alleviate the range anxiety of private EV drivers. Previous…

Machine Learning · Computer Science 2022-10-25 Chengyin Li , Zheng Dong , Nathan Fisher , Dongxiao Zhu

We study the problem of phase optimization for electric-vehicle (EV) charging. We formulate our problem as a non-convex mixed-integer programming problem whose objective is to minimize the charging loss. Despite the hardness of directly…

Optimization and Control · Mathematics 2022-05-24 Zixin Ye , Tongxin Li , Steven H. Low

In this paper we propose a stochastic decentralized algorithm to recommend the most convenient Charging Station (CS) to Plug-in Electric Vehicles (PEVs) that need charging. In particular, we use different cost functions to describe the…

Systems and Control · Electrical Eng. & Systems 2021-01-08 Michela Moschella , Pietro Ferraro , Emanuele Crisostomi , Robert Shorten

Electric vehicles (EVs) play a pivotal role in sustainable ride-hailing services primarily due to their potential in reducing carbon emissions and enhancing environmental protection. Despite their significance, current research in the realm…

Optimization and Control · Mathematics 2024-01-10 Xiaoming Li , Chun Wang , Xiao Huang

With the increasing adoption of plug-in electric vehicles (PEVs), it is critical to develop efficient charging coordination mechanisms that minimize the cost and impact of PEV integration to the power grid. In this paper, we consider the…

Optimization and Control · Mathematics 2016-04-04 Wanrong Tang , Ying Jun Zhang

The charging scheduling problem of Electric Buses (EBs) is investigated based on Deep Reinforcement Learning (DRL). A Markov Decision Process (MDP) is conceived, where the time horizon includes multiple charging and operating periods in a…

Machine Learning · Computer Science 2025-05-16 Jiaju Qi , Lei Lei , Thorsteinn Jonsson , Lajos Hanzo

The problem of coordinating the charging of electric vehicles gains more importance as the number of such vehicles grows. In this paper, we develop a method for the training of controllers for the coordination of EV charging. In contrast to…

Machine Learning · Computer Science 2021-07-22 Martin Pilát

Electric vehicles are becoming more popular all over the world. With increasing battery capacities and a growing fast-charging infrastructure, they are becoming suitable for long distance travel. However, queues at charging stations could…

Systems and Control · Electrical Eng. & Systems 2022-01-19 Sven Schoenberg , Falko Dressler

Electric vehicles (EVs) are increasingly used in transportation. Worldwide use of EVs, for their limited battery capacity, calls for effective planning of EVs charging stations to enhance the efficiency of using EVs. This paper provides a…

Other Computer Science · Computer Science 2022-11-15 Tianshu Ouyang , Jiahong Cai , Yuxuan Gao , Xinyan He , Huimiao Chen , Kexin Hang

The rapid adoption of electric vehicles (EVs) calls for the widespread installation of EV charging stations. To maximize the profitability of charging stations, intelligent controllers that provide both charging and electric grid services…

Machine Learning · Computer Science 2022-08-18 Zuzhao Ye , Yuanqi Gao , Nanpeng Yu

We develop a new algorithm for scheduling the charging process of a large number of electric vehicles (EVs) over a finite horizon. We assume that EVs arrive at the charging stations with different charge levels and different flexibility…

Systems and Control · Electrical Eng. & Systems 2023-03-14 Shiping Shao , Farshad Harirchi , Devang Dave , Abhishek Gupta

The transition to Electric Vehicles (EVs) demands intelligent, congestion-aware infrastructure planning to balance user convenience, economic viability, and traffic efficiency. We present a joint optimisation framework for EV Charging…

Multiagent Systems · Computer Science 2026-03-24 Niloofar Aminikalibar , Farzaneh Farhadi , Maria Chli

We propose an algorithm for distributed charging control of electric vehicles (EVs) using online learning and online convex optimization. Many distributed charging control algorithms in the literature implicitly assume fast two-way…

Optimization and Control · Mathematics 2015-07-28 Wann-Jiun Ma , Vijay Gupta , Ufuk Topcu
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