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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

With the large-scale integration of electric vehicles (EVs) in the distribution grid, the unpredictable nature of EV charging introduces considerable uncertainties to the grid's real-time operations. This can exacerbate load fluctuations,…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Zhe Yu , Chuang Yang , Qin Wang

Due to the increasing popularity of electric vehicles (EVs) and the technological advancement of EV electronics, the vehicle-to-grid (V2G) technique and large-scale scheduling algorithms have been developed to achieve a high level of…

Systems and Control · Electrical Eng. & Systems 2022-10-14 Yubao Zhang , Xin Chen , Yuchen Zhang

The nexus between transportation, the power grid, and consumer behavior is more pronounced than ever before as the race to decarbonize the transportation sector intensifies. Electrification in the transportation sector has led to technology…

Machine Learning · Computer Science 2021-08-10 Robert Buechler , Emmanuel Balogun , Arun Majumdar , Ram Rajagopal

The electric vehicle (EV) industry is rapidly evolving owing to advancements in smart grid technologies and charging control strategies. While EVs are promising in decarbonizing the transportation system and providing grid services, their…

Optimization and Control · Mathematics 2023-09-04 Xiang Huo , Mingxi Liu

This paper investigates a decentralized optimization methodology to coordinate Electric Vehicles (EV) charging in order to contribute to the voltage control on a residential electrical distribution feeder. This aims to maintain the voltage…

Systems and Control · Computer Science 2015-09-30 Olivier Beaude , Yujun He , Martin Hennebel

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

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

Electric Vehicles (EVs) are becoming increasingly prevalent nowadays, with studies highlighting their potential as mobile energy storage systems to provide grid support. Realising this potential requires effective charging coordination,…

Systems and Control · Electrical Eng. & Systems 2025-07-22 Jun Kang Yap , Vishnu Monn Baskaran , Wen Shan Tan , Ze Yang Ding , Hao Wang , David L. Dowe

Electric vehicle (EV) charging stations have experienced rapid growth, whose impacts on the power grid have become non-negligible. Though charging stations can install energy storage to reduce their impacts on the grid, the conventional…

Systems and Control · Electrical Eng. & Systems 2023-03-21 Dongxiang Yan , Yue Chen

Wide-scale electrification of the transportation sector will require careful planning and coordination with the power grid. Left unmanaged, uncoordinated charging of electric vehicles (EVs) at increased levels of penetration will amplify…

Systems and Control · Electrical Eng. & Systems 2023-02-21 Polina Alexeenko , Eilyan Bitar

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…

Severe pollution induced by traditional fossil fuels arouses great attention on the usage of plug-in electric vehicles (PEVs) and renewable energy. However, large-scale penetration of PEVs combined with other kinds of appliances tends to…

Systems and Control · Computer Science 2016-03-10 Bo Yang , Jingwei Li , Qiaoni Han , Tian He , Cailian Chen , Xinping Guan

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…

Systems and Control · Electrical Eng. & Systems 2026-05-19 Riccardo Ramaschi , Mario Paolone , Sonia Leva

Electric vehicles (EVs) add significant load on the power grid as they become widespread. The characteristics of this extra load follow the patterns of people's driving behaviours. In particular, random parameters such as arrival time and…

Computational Engineering, Finance, and Science · Computer Science 2014-08-12 Farshad Rassaei , Wee-Seng Soh , Kee-Chaing Chua

Electric vehicles (EVs) have been gaining popularity due to their environmental friendliness and efficiency. EV charging station networks are scalable solutions for supporting increasing numbers of EVs within modern electric grid…

Machine Learning · Computer Science 2018-04-04 Anshul Ramachandran , Ashwin Balakrishna , Peter Kundzicz , Anirudh Neti

The anticipated widespread adoption of electric vehicles (EVs) necessitates a critical evaluation of existing power distribution infrastructures, as EV integration imposes additional stress on distribution networks that can lead to…

Systems and Control · Electrical Eng. & Systems 2026-05-01 Ravi Raj Shrestha , Zhi Zhou , Limon Barua , Nazib Siddique , Karthikeyan Balasubramaniam , Yan Zhou , Lusha Wang

Electric Vehicles (EVs) can help alleviate our reliance on fossil fuels for transport and electricity systems. However, charging millions of EV batteries requires management to prevent overloading the electricity grid and minimise costly…

Cryptography and Security · Computer Science 2022-07-07 Roberto Metere , Myriam Neaimeh , Charles Morisset , Carsten Maple , Xavier Bellekens , Ricardo M. Czekster

The growing penetration of electric vehicles (EVs) significantly changes typical load curves in smart grids. With the development of fast charging technology, the volatility of EV charging demand is increasing, which requires additional…

Systems and Control · Electrical Eng. & Systems 2024-11-05 Kedi Zheng , Hanwei Xu , Zeyang Long , Yi Wang , Qixin Chen

With the increase in the number of electric vehicles (EV), there is a need for the development of the EV charging infrastructure (EVCI) to facilitate fast charging, thereby mitigating the EV congestion at charging stations. The role of the…

Signal Processing · Electrical Eng. & Systems 2024-01-04 Mitikiri Sagar Babu , Yash Tiwari , vedantham Lakshmi Srinivas , Mayukha Pal