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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…

最优化与控制 · 数学 2015-07-28 Wann-Jiun Ma , Vijay Gupta , Ufuk Topcu

A lowering in the cost of batteries and solar PV systems has led to a high uptake of solar battery home systems. In this work, we use the deep deterministic policy gradient algorithm to optimise the charging and discharging behaviour of a…

机器学习 · 计算机科学 2021-09-14 Alexander J. M. Kell , A. Stephen McGough , Matthew Forshaw

Initial DR studies mainly adopt model predictive control and thus require accurate models of the control problem (e.g., a customer behavior model), which are to a large extent uncertain for the EV scenario. Hence, model-free approaches,…

机器学习 · 计算机科学 2018-11-30 Nasrin Sadeghianpourhamami , Johannes Deleu , Chris Develder

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…

理论经济学 · 经济学 2026-03-18 Ruiwu Liu , Yangjian Zhu

Uncoordinated charging of a rapidly growing number of electric vehicles (EVs) and the uncertainty associated with renewable energy resources may constitute a critical issue for the electric mobility (E-Mobility) in the transportation system…

最优化与控制 · 数学 2020-06-30 Hwei-Ming Chung , Sabita Maharjan , Yan Zhang , Frank Eliassen

This paper presents a cost optimization framework for electric vehicle (EV) charging stations that leverages on-site photovoltaic (PV) generation and explicitly accounts for electricity price uncertainty through a Bertsimas--Sim robust…

系统与控制 · 电气工程与系统科学 2025-09-17 An Nguyen , Hung Pham , Cuong Do

The adoption of electric vehicles (EVs) is rapidly growing as a key solution to reducing greenhouse gas emissions. However, prolonged charging times remain a significant barrier to widespread EV usage, especially for individuals without…

系统与控制 · 电气工程与系统科学 2025-07-17 Jonathan Olivares , Tyler Depe , Rakeshkumar Mahto

We study Electric Vehicle (EV) charging from a scheduling perspective, aiming to minimize delays while respecting the grid constraints. A network of parking lots is considered, each with a given number of charging stations for electric…

最优化与控制 · 数学 2024-03-06 Emily van Huffelen , Roel Brouwer , Marjan van den Akker

With a growing share of electric vehicles (EVs) in our distribution grids, the need for smart charging becomes indispensable to minimise grid reinforcement. To circumvent the associated capacity limitations, this paper evaluates the…

系统与控制 · 电气工程与系统科学 2023-10-05 Flore Verbist , Nanda Kishor Panda , Pedro P. Vergara , Peter Palensky

The widespread adoption of photovoltaic (PV), electric vehicles (EVs), and stationary energy storage systems (ESS) in households increases system complexity while simultaneously offering new opportunities for energy regulation. However,…

系统与控制 · 电气工程与系统科学 2026-02-05 Meng Yuan , Ye Wang , Xinghuo Yu , Torsten Wik , Changfu Zou

The rapid adoption of electric vehicles (EVs) introduces major challenges for decentralized charging control. Existing decentralized approaches efficiently coordinate a large number of EVs to select charging stations while reducing energy…

多智能体系统 · 计算机科学 2025-11-27 Chuhao Qin , Alexandru Sorici , Andrei Olaru , Evangelos Pournaras , Adina Magda Florea

Economic and policy factors are driving the continuous increase in the adoption and usage of electrical vehicles (EVs). However, despite being a cleaner alternative to combustion engine vehicles, EVs have negative impacts on the lifespan of…

机器学习 · 计算机科学 2024-01-08 Viorica Rozina Chifu , Tudor Cioara , Cristina Bianca Pop , Horia Rusu , Ionut Anghel

With recent developments in vehicle and battery technologies, electric vehicles (EVs) are rapidly getting established as a sustainable alternative to traditional fossil-fuel vehicles. This has made the large-scale electrification of…

系统与控制 · 电气工程与系统科学 2023-02-27 Linji Chen , Homayoun Hamedmoghadam , Mahdi Jalili , Mohsen Ramezani

This paper studies control-theory-enabled intelligent charging management for battery systems in electric vehicles (EVs). Charging is crucial for the battery performance and life as well as a contributory factor to a user's confidence in or…

最优化与控制 · 数学 2022-09-27 Huazhen Fang , Yebin Wang

As the global focus on combating environmental pollution intensifies, the transition to sustainable energy sources, particularly in the form of electric vehicles (EVs), has become paramount. This paper addresses the pressing need for Smart…

Governments, regulatory bodies, and manufacturers are proposing plans to accelerate the adoption of electric vehicles (EVs), with the goal of reducing the impact of greenhouse gases and pollutants from internal combustion engines on human…

系统与控制 · 电气工程与系统科学 2023-09-22 Elisabetta Perotti , Ana M. Ospina , Gianluca Bianchin , Andrea Simonetto , Emiliano Dall'Anese

In this paper, a novel Energy Management System (EMS) algorithm to achieve optimal Electric Vehicle (EV) charging scheduling at the parking lots of electric railway stations is proposed. The proposed approach uncovers the potential of…

系统与控制 · 电气工程与系统科学 2024-04-12 G. Pierrou , C. Valero-De La Flor , G. Hug

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…

Replacing a portion of current light duty vehicles (LDV) with plug-in hybrid electric vehicles (PHEVs) offers the possibility to reduce the dependence on petroleum fuels together with environmental and economic benefits. The charging…

机器学习 · 计算机科学 2016-04-18 Marco Pellegrini , Farshad Rassaei

This paper presents a dynamic pricing and energy management framework for electric vehicle (EV) charging service providers. To set the charging prices, the service providers faces three uncertainties: the volatility of wholesale electricity…

信号处理 · 电气工程与系统科学 2018-01-10 Chao Luo , Yih-Fang Huang , Vijay Gupta