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The availability of charging infrastructure is essential for large-scale adoption of electric vehicles (EV). Charging patterns and the utilization of infrastructure have consequences not only for the energy demand, loading local power grids…

This paper proposes an incentive-based aggregator for electric vehicles (EVs) in workplace parking lots to participate in the energy and regulation markets. With the implementation of seasonal Autoregressive Integrated Moving Average…

Systems and Control · Electrical Eng. & Systems 2020-08-18 Zhongyang Zhao , Caisheng Wang

This dissertation is to study the interplay between large-scale electric vehicle (EV) charging and the power system. We address three important issues pertaining to EV charging and integration into the power system: (1) charging station…

Econometrics · Economics 2018-08-20 Chao Luo

In this paper, we design a pricing framework for online electric vehicle (EV) parking assignment and charge scheduling. Here, users with electric vehicles want to park and charge at electric-vehicle-supply-equipment (EVSEs) at different…

Multiagent Systems · Computer Science 2019-05-17 Nathaniel Tucker , Bryce Ferguson , Mahnoosh Alizadeh

We study a real-time smart charging algorithm for electric vehicles (EVs) at a workplace parking lot in order to minimize electricity cost from time-of-use electricity rates and demand charges while ensuring that the owners of the EVs…

Systems and Control · Electrical Eng. & Systems 2022-03-15 Nathaniel Tucker , Gustavo Cezar , Mahnoosh Alizadeh

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…

Information about the spatio-temporal pattern of electricity energy carried by EVs, instead of EVs themselves, is crucial for EVs to establish more effective and intelligent interactions with the smart grid. In this paper, we propose a…

Machine Learning · Computer Science 2018-02-15 Qinglong Wang

In a scenario of growing usage of park-and-ride facilities, understanding and predicting car park occupancy is becoming increasingly important. This study presents a model that effectively captures the occupancy patterns of park-and-ride…

Applications · Statistics 2025-10-14 Andreas Kaltenbrunner , Josep Ferrer , David Moreno , Vicenç Gómez

The increasing number of Electric Vehicles (EVs) have led to rising energy demands which aggregates the burden on grid supply. A few solutions have been proposed to reduce grid load, for example, using storage systems for storing surplus…

Systems and Control · Electrical Eng. & Systems 2023-12-14 Ferheen Ayaz , Maziar Nekovee

As the popularity of electric vehicles increases, the demand for more power can increase more rapidly than our ability to install additional generating capacity. In the long term we expect that the supply and demand will become balanced.…

Networking and Internet Architecture · Computer Science 2016-11-15 Yingjie Zhou , Nicholas Maxemchuk , Xiangying Qian , Chen Wang

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

This paper presents an optimized logistic regression machine learning model that predicts the occupancy of an Electric Vehicle (EV) charging station given the occupancy of neighboring stations. The model was optimized for the time of day.…

Machine Learning · Computer Science 2022-05-02 Sayan Shaw , Keaton Chia , Jan Kleissl

In the paper, we consider delay-optimal charging scheduling of the electric vehicles (EVs) at a charging station with multiple charge points. The charging station is equipped with renewable energy generation devices and can also buy energy…

Optimization and Control · Mathematics 2013-01-14 Tian Zhang , Wei Chen , Zhu Han , Zhigang Cao

To support the adoption of electric transport systems, public charging opportunities are becoming increasingly important. In this dynamic environment, a central challenge for route planning and charging scheduling is forecasting…

Systems and Control · Electrical Eng. & Systems 2026-05-27 Joas Kahlert , Ruiting Wang , Jonas Mårtensson

The widespread diffusion of electric mobility requires a contextual expansion of the charging infrastructure. An extended collection and processing of information regarding charging of electric vehicles may turn each electric vehicle…

Machine Learning · Computer Science 2021-04-27 Francesca Soldan , Enea Bionda , Giuseppe Mauri , Silvia Celaschi

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

Accurate forecasting of electric vehicle (EV) charging demand is critical for grid stability, infrastructure planning, and real-time charging optimization. In this work, we study the problem of early prediction of charging demand, where the…

Machine Learning · Computer Science 2026-05-07 Vasilis Perifanis , Foteini Nikolaidou , Nikolaos Pavlidis , Panagiotis Thomakos , Andreas Sendros

Rapid electric vehicle (EV) expansion necessitates optimized charging infrastructure to bridge the persistent gaps between vehicle growth and charger availability. This study develops a demand-driven framework for city-scale EV charging…

General Physics · Physics 2026-05-21 Yiwu Hao , Hong Yuan , Nan Zhou , Minda Ma

Large parking lots in public and commercial buildings are increasingly installing the required infrastructure for serving Electric Vehicles (EVs). Utilizing charging and discharging flexibility of parked EVs has the potential to…

Physics and Society · Physics 2020-05-07 Pedro Moura , Greta K. W. Yu , Shubham Sarkar , Javad Mohammadi

With the increasing penetration of electric vehicles (EVs) into the automotive market, the electricity peak demand would increase significantly due to home-EV-charging. This paper tackles this problem by defining an 'ideal' EV consumption…

Systems and Control · Electrical Eng. & Systems 2024-12-20 Qun Zhang , Gururaghav Raman , Jimmy Chih-Hsien Peng