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In the pursuit of energy net zero within smart cities, transportation electrification plays a pivotal role. The adoption of Electric Vehicles (EVs) keeps increasing, making energy management of EV charging stations critically important.…

Systems and Control · Electrical Eng. & Systems 2025-05-27 Jiarong Fan , Chenghao Huang , Hao Wang

With the widespread adoption of electric vehicles (EVs), navigating for EV drivers to select a cost-effective charging station has become an important yet challenging issue due to dynamic traffic conditions, fluctuating electricity prices,…

Machine Learning · Computer Science 2025-02-28 Tianyang Qi , Shibo Chen , Jun Zhang

The rapid growth of electric vehicles (EVs) necessitates the strategic placement of charging stations to optimize resource utilization and minimize user inconvenience. Reinforcement learning (RL) offers an innovative approach to identifying…

Machine Learning · Computer Science 2025-11-04 Minh-Duc Nguyen , Dung D. Le , Phi Long Nguyen

Despite the rapid expansion of electric vehicle (EV) charging networks, questions remain about their efficiency in meeting the growing needs of EV drivers. Previous simulation-based approaches, which rely on static behavioural rules, have…

Multiagent Systems · Computer Science 2026-02-03 Zixin Feng , Qunshan Zhao , Alison Heppenstall

The electrification of shared mobility has become popular across the globe. Many cities have their new shared e-mobility systems deployed, with continuously expanding coverage from central areas to the city edges. A key challenge in the…

Machine Learning · Computer Science 2024-09-21 Man Luo , Bowen Du , Wenzhe Zhang , Tianyou Song , Kun Li , Hongming Zhu , Mark Birkin , Hongkai Wen

Autonomous vehicles are suited for continuous area patrolling problems. However, finding an optimal patrolling strategy can be challenging for many reasons. Firstly, patrolling environments are often complex and can include unknown…

Artificial Intelligence · Computer Science 2023-06-12 Chenhao Tong , Aaron Harwood , Maria A. Rodriguez , Richard O. Sinnott

The increasing trend in adopting electric vehicles (EVs) will significantly impact the residential electricity demand, which results in an increased risk of transformer overload in the distribution grid. To mitigate such risks, there are…

Multiagent Systems · Computer Science 2023-08-25 Amin Shojaeighadikolaei , Morteza Hashemi

The extraordinary electric vehicle (EV) popularization in the recent years has facilitated research studies in alleviating EV energy charging demand. Previous studies primarily focused on the optimizations over charging stations (CS) profit…

Multiagent Systems · Computer Science 2024-06-18 Tianhao Bu , Hang Li , Guojie Li

In response to global warming and energy shortages, there has been a significant shift towards integrating renewable energy sources, energy storage systems, and electric vehicles. Deploying electric vehicles within smart grids offers a…

Systems and Control · Electrical Eng. & Systems 2025-02-18 Mehrshad Shokati , Parisa Mohammadi , Atoosa Amirinian

The widespread adoption of electric vehicles (EVs) poses several challenges to power distribution networks and smart grid infrastructure due to the possibility of significantly increasing electricity demands, especially during peak hours.…

Artificial Intelligence · Computer Science 2024-04-22 Amin Shojaeighadikolaei , Zsolt Talata , Morteza Hashemi

A major challenge in todays power grid is to manage the increasing load from electric vehicle (EV) charging. Demand response (DR) solutions aim to exploit flexibility therein, i.e., the ability to shift EV charging in time and thus avoid…

Artificial Intelligence · Computer Science 2022-03-29 Manu Lahariya , Nasrin Sadeghianpourhamami , Chris Develder

The drastic growth of electric vehicles and photovoltaics can introduce new challenges, such as electrical current congestion and voltage limit violations due to peak load demands. These issues can be mitigated by controlling the operation…

Machine Learning · Computer Science 2023-07-21 Sharyal Zafar , Raphaël Feraud , Anne Blavette , Guy Camilleri , Hamid Ben

The rapid growth of decentralized energy resources and especially Electric Vehicles (EV), that are expected to increase sharply over the next decade, will put further stress on existing power distribution networks, increasing the need for…

Machine Learning · Computer Science 2023-10-16 Christoforos Menos-Aikateriniadis , Stavros Sykiotis , Pavlos S. Georgilakis

This paper addresses the problem of optimizing charging/discharging schedules of electric vehicles (EVs) when participate in demand response (DR). As there exist uncertainties in EVs' remaining energy, arrival and departure time, and future…

Artificial Intelligence · Computer Science 2022-09-21 Guibin. Chen , Xiaoying. Shi

Large-scale online ride-sharing platforms have substantially transformed our lives by reallocating transportation resources to alleviate traffic congestion and promote transportation efficiency. An efficient fleet management strategy not…

Multiagent Systems · Computer Science 2019-12-03 Kaixiang Lin , Renyu Zhao , Zhe Xu , Jiayu Zhou

Electric vehicles (EVs) are increasingly integrated into power grids, offering economic and environmental benefits but introducing challenges due to uncoordinated charging. This study addresses the profit maximization problem for multiple…

Systems and Control · Electrical Eng. & Systems 2026-01-21 Kun-Yan Jiang , Wei-Yu Chiu , Yuan-Po Tsai

New forms of on-demand transportation such as ride-hailing and connected autonomous vehicles are proliferating, yet are a challenging use case for electric vehicles (EV). This paper explores the feasibility of using deep reinforcement…

Systems and Control · Electrical Eng. & Systems 2019-12-10 Jacob F. Pettit , Ruben Glatt , Jonathan R. Donadee , Brenden K. Petersen

The placement of charging stations in areas with developing charging infrastructure is a critical component of the future success of electric vehicles (EVs). In Albany County in New York, the expected rise in the EV population requires…

Systems and Control · Electrical Eng. & Systems 2022-07-26 Shankar Padmanabhan , Aidan Petratos , Allen Ting , Kristina Zhou , Dylan Hageman , Jesse R. Pisel , Michael J. Pyrcz

Effective energy management of electric vehicle (EV) charging stations is critical to supporting the transport sector's sustainable energy transition. This paper addresses the EV charging coordination by considering vehicle-to-vehicle (V2V)…

Systems and Control · Electrical Eng. & Systems 2023-08-29 Jiarong Fan , Hao Wang , Ariel Liebman

Strategic aggregation of electric vehicle batteries as energy reservoirs can optimize power grid demand, benefiting smart and connected communities, especially large office buildings that offer workplace charging. This involves optimizing…

Machine Learning · Computer Science 2025-02-27 Fangqi Liu , Rishav Sen , Jose Paolo Talusan , Ava Pettet , Aaron Kandel , Yoshinori Suzue , Ayan Mukhopadhyay , Abhishek Dubey
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