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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

Plug-in electric vehicles are receiving global attention. However, large-scale plug-in electric vehicles bring challenge to charging station deployment. This paper provides a deployment evaluation method and a planning method for plug-in…

Signal Processing · Electrical Eng. & Systems 2018-11-28 Zhenghe Zhong , Xinran Zhang , Daihan Zhang , Huimiao Chen , Chuning Gao

The decarbonization of transportation relies on the widespread adoption of electric vehicles (EVs), which requires an accurate understanding of charging behavior to ensure cost-effective, grid-resilient infrastructure. Existing work is…

Machine Learning · Computer Science 2025-11-19 Kshitij Nikhal , Lucas Ackerknecht , Benjamin S. Riggan , Phillip Stahlfeld

The increasing penetration of electric vehicles over the coming decades, taken together with the high cost to upgrade local distribution networks and consumer demand for home charging, suggest that managing congestion on low voltage…

Optimization and Control · Mathematics 2015-09-30 Rui Carvalho , Lubos Buzna , Richard Gibbens , Frank Kelly

We present a new model for finding the optimal placement of electric vehicle charging stations across a multi-period time frame so as to maximise electric vehicle adoption. Via the use of advanced discrete choice models and user classes,…

Optimization and Control · Mathematics 2023-05-26 Steven Lamontagne , Margarida Carvalho , Emma Frejinger , Bernard Gendron , Miguel F. Anjos , Ribal Atallah

Electric vehicles (EVs) require substantially longer refueling times than gasoline vehicles, which can generate severe congestion at charging stations when demand concentrates. We propose a two-stage allocation framework for EV charging…

Theoretical Economics · Economics 2026-03-18 Ruiwu Liu , Yangjian Zhu

With the electrification of transportation, the rising uptake of electric vehicles (EVs) might stress distribution networks significantly, leaving their performance degraded and stability jeopardized. To accommodate these new loads…

Machine Learning · Computer Science 2023-08-23 Bushra Alshehhi , Areg Karapetyan , Khaled Elbassioni , Sid Chi-Kin Chau , Majid Khonji

This paper presents a framework for processing EV charging load data in order to forecast future load predictions using a Recurrent Neural Network, specifically an LSTM. The framework processes a large set of raw data from multiple…

The electric vehicle (EV) and electric vehicle charging station (EVCS) have been widely deployed with the development of large-scale transportation electrifications. However, since charging behaviors of EVs show large uncertainties, the…

Systems and Control · Electrical Eng. & Systems 2023-01-25 Yuanzheng Li , Shangyang He , Yang Li , Leijiao Ge , Suhua Lou , Zhigang Zeng

The race for road electrification has started, and convincing drivers to switch from fuel-powered vehicles to electric vehicles requires robust Electric Vehicle (EV) charging infrastructure. This article proposes an innovative EV charging…

Systems and Control · Electrical Eng. & Systems 2022-06-23 Victor Radermecker , Lieselot Vanhaverbeke

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

This paper addresses stochastic charger location and allocation problems under queue congestion for last-mile delivery using electric vehicles (EVs). The objective is to decide where to open charging stations and how many chargers of each…

Optimization and Control · Mathematics 2026-02-17 Waquar Kaleem , Taner Cokyasar , Jeffrey Larson , Omer Verbas , Tanveer Hossain Bhuiyan , Anirudh Subramanyam

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

Advantages of electric vehicles (EV) include reduction of greenhouse gas and other emissions, energy security, and fuel economy. The societal benefits of large-scale adoption of EVs cannot be realized without adequate deployment of publicly…

Optimization and Control · Mathematics 2017-01-25 Sina Faridimehr , Saravanan Venkatachalam , Ratna Babu Chinnam

Electric Vehicles' (EVs) growing number has various consequences, from reducing greenhouse gas emissions and local pollution to altering traffic congestion and electricity consumption. More specifically, decisions of operators from both the…

Optimization and Control · Mathematics 2021-12-13 Benoît Sohet , Yezekael Hayel , Olivier Beaude , Alban Jeandin

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

For a new city that is committed to promoting Electric Vehicles (EVs), it is significant to plan the public charging infrastructure where charging demands are high. However, it is difficult to predict charging demands before the actual…

Machine Learning · Computer Science 2021-10-19 Yizong Wang , Dong Zhao , Yajie Ren , Desheng Zhang , Huadong Ma

Planning to support widespread transportation electrification depends on detailed estimates for the electricity demand from electric vehicles in both uncontrolled and controlled or smart charging scenarios. We present a modeling approach to…

Systems and Control · Electrical Eng. & Systems 2021-05-27 Siobhan Powell , Gustavo Vianna Cezar , Elpiniki Apostolaki-Iosifidou , Ram Rajagopal

With the climate change challenges, transport network companies started to electrify their fleet to reduce CO2 emissions. However, such an ecological transition brings new research challenges for dynamic electric fleet charging management…

Optimization and Control · Mathematics 2022-09-23 Tai-Yu Ma

We combine the power flow model with the proportionally fair optimization criterion to study the control of congestion within a distribution electric grid network. The form of the mathematical optimization problem is a convex second order…

Optimization and Control · Mathematics 2018-10-04 Miroslav Gardlo , Ľuboš Buzna , Rui Carvalho , Richard Gibbens , Frank Kelly