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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…

系统与控制 · 计算机科学 2017-12-21 Huimiao Chen , Hongcai Zhang , Zechun Hu , Yunyi Liang , Haocheng Luo , Yinhai Wang

The global electric car sales in 2020 continued to exceed the expectations climbing to over 3 millions and reaching a market share of over 4%. However, uncertainty of generation caused by higher penetration of renewable energies and the…

机器学习 · 计算机科学 2021-09-21 Vinicius Monteiro de Lira , Fabiano Pallonetto , Lorenzo Gabrielli , Chiara Renso

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…

机器学习 · 计算机科学 2022-08-18 Zuzhao Ye , Yuanqi Gao , Nanpeng Yu

With the growing popularity of electric vehicles as a means of addressing climate change, concerns have emerged regarding their impact on electric grid management. As a result, predicting EV charging demand has become a timely and important…

机器学习 · 计算机科学 2026-04-01 Iason Kyriakopoulos , Yannis Theodoridis

Electrification of transport in RES-based power system will support the decarbonisation of the transportsector. However, due to the increase in energy demand and the large peak effects of charging, the passiveintegration of electric cars is…

综合经济学 · 经济学 2020-11-12 Philipp Andreas Gunkel , Claire Bergaentzlé , Ida Græsted Jensen , Fabian Scheller

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…

机器学习 · 计算机科学 2021-07-22 Martin Pilát

The main objective of this paper is to design electric vehicle (EV) charging policies which minimize the impact of charging on the electricity distribution network (DN). More precisely, the considered cost function results from a linear…

最优化与控制 · 数学 2015-09-25 Olivier Beaude , Samson Lasaulce , Martin Hennebel , Jamal Daafouz

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.…

人工智能 · 计算机科学 2024-04-22 Amin Shojaeighadikolaei , Zsolt Talata , Morteza Hashemi

Operating fleets of electric vehicles (EVs) introduces several challenges, some of which are borne by the fleet operator, and some of which are borne by the power grid. To maximize short-term profit a fleet operator could always charge EVs…

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…

最优化与控制 · 数学 2025-09-19 Sushil Mahavir Varma , Francisco Castro , Siva Theja Maguluri

We study the system-level effects of the introduction of large populations of Electric Vehicles on the power and transportation networks. We assume that each EV owner solves a decision problem to pick a cost-minimizing charge and travel…

系统与控制 · 计算机科学 2016-11-17 Mahnoosh Alizadeh , Hoi-To Wai , Mainak Chowdhury , Andrea Goldsmith , Anna Scaglione , Tara Javidi

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…

系统与控制 · 电气工程与系统科学 2019-12-09 Sangjae Bae , Teng Zeng , Bertrand Travacca , Scott Moura

Electric vehicles (EVs) have enjoyed increasing adoption because of the global concerns about the petroleum dependence and greenhouse gas emissions. However, their limited driving range fosters the occurrence of charging requests deriving…

系统与控制 · 电气工程与系统科学 2019-08-13 Yongxing Wang , Jun Bi

This paper proposes a probabilistic model for uncontrolled charging of electric vehicles (EVs). EV charging will add significant load to power systems in the coming years and, due to the convenience of charging at home, this is likely to…

信号处理 · 电气工程与系统科学 2019-07-23 Constance Crozier , Thomas Morstyn , Malcolm McCulloch

Charging optimization is a key challenge to the implementation of quantum batteries, particularly under inhomogeneity and partial observability. This paper employs reinforcement learning to optimize piecewise-constant charging policies for…

量子物理 · 物理学 2026-01-26 Xiaobin Song , Siyuan Bai , Da-Wei Wang , Hanxiao Tao , Xizhe Wang , Rebing Wu , Benben Jiang

Electric vehicle (EV) charging patterns are highly uncertain in both location, time, and duration particularly in association with the predicted high demand for electric mobility in the future. An EV can be charged at home, at charging…

最优化与控制 · 数学 2022-04-06 Leila Hajibabai , Amir Mirheli

The global energy landscape is undergoing a profound transformation, often referred to as the energy transition, driven by the urgent need to mitigate climate change, reduce greenhouse gas emissions, and ensure sustainable energy supplies.…

机器学习 · 计算机科学 2025-05-08 Stavros Sykiotis

The battery performance and lifespan of electric vehicles (EVs) degrade significantly in cold climates, requiring a considerable amount of energy to heat up the EV batteries. This paper proposes a novel technology, namely…

系统与控制 · 电气工程与系统科学 2025-01-03 Grant Ruan , Munther A. Dahleh

This paper presents a capacity-constrained incentive-based demand response approach for residential smart grids. It aims to maintain electricity grid capacity limits and prevent congestion by financially incentivising end users to reduce or…

机器学习 · 计算机科学 2026-02-19 Shafagh Abband Pashaki , Sepehr Maleki , Amir Badiee

This research presents a novel application of Evolutionary Computation to the domain of residential electric vehicle (EV) energy management. While reinforcement learning (RL) achieves high performance in vehicle-to-grid (V2G) optimization,…

神经与进化计算 · 计算机科学 2026-02-10 Vishesh Purnananda , Benjamin John Wruck , Mingyu Guo