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The increasing number of Distributed Energy Resources (DERs) in the emerging Smart Grid, has created an imminent need for intelligent multiagent frameworks able to utilize these assets efficiently. In this paper, we propose a novel DER…

人工智能 · 计算机科学 2023-07-18 Stavros Orfanoudakis , Georgios Chalkiadakis

Electric power generation, transmission, and distribution systems are attracting a large amount of interest from researchers with the development of the smart grid technologies. A smart grid aims at effective control and conditioning of the…

系统与控制 · 电气工程与系统科学 2020-09-01 Abhishek Tyagi , Ram Bhagat

While traditional optimization and scheduling schemes are designed to meet fixed, predefined system requirements, future systems are moving toward user-driven approaches and personalized services, aiming to achieve high…

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

This paper introduces an Electric Vehicle Charging Station (EVCS) model that incorporates real-world constraints, such as slot power limitations, contract threshold overruns penalties, or early disconnections of electric vehicles (EVs). We…

最优化与控制 · 数学 2024-11-14 Alban Puech , Tristan Rigaut , William Templier , Maud Tournoud

We propose a simple empirical scaling law that describes load forecasting accuracy at different levels of aggregation. The model is justified based on a simple decomposition of individual consumption patterns. We show that for different…

应用统计 · 统计学 2017-09-01 Raffi Sevlian , Ram Rajagopal

Rapid growth in electric-vehicle (EV) charging demand is placing increasing stress on distribution power networks (DPNs), whose hosting capacity is often limited and spatially uneven. Beyond demonstrating that coordination can help, this…

系统与控制 · 电气工程与系统科学 2026-04-15 Yi Ju , Lunlong Li , Jingchun Wang , Scott Moura

Efficient energy management in prosumer households is key to alleviating grid stress in an energy transition marked by electric vehicles (EV), renewable energies and battery storage. However, it is unclear how households optimize prosumer…

系统与控制 · 电气工程与系统科学 2025-05-28 Lennart Ullner , Alona Zharova , Felix Creutzig

Many city residents cannot install their private electric vehicle (EV) chargers due to the lack of dedicated parking spaces or insufficient grid capacity. This presents a significant barrier towards large-scale EV adoption. To address this…

最优化与控制 · 数学 2024-04-02 Zhijie Lai , Sen Li

The large adoption of EVs brings practical interest to the operation optimization of the charging station. The joint scheduling of pricing and charging control will achieve a win-win situation both for the charging station and EV drivers,…

系统与控制 · 电气工程与系统科学 2022-12-08 Qilong Huang , Qing-Shan Jia , Xiang Wu , Shengyuan Xu , Xiaohong Guan

In this work, we investigate the use of Large Language Models (LLMs) within a graph-based Retrieval Augmented Generation (RAG) architecture for Energy Efficiency (EE) Question Answering. First, the system automatically extracts a Knowledge…

We propose a forecasting technique based on multi-feature data fusion to enhance the accuracy of an electric vehicle (EV) charging station load forecasting deep-learning model. The proposed method uses multi-feature inputs based on…

系统与控制 · 电气工程与系统科学 2023-02-01 Prince Aduama , Zhibo Zhang , Ameena S. Al Sumaiti

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…

最优化与控制 · 数学 2018-10-04 Miroslav Gardlo , Ľuboš Buzna , Rui Carvalho , Richard Gibbens , Frank Kelly

In recent years, electric vehicle (EV) charging station has experienced an increasing supply-demand mismatch due to its fluctuating renewables and unpredictable charging demand. To reduce its operating cost, this paper proposes a…

最优化与控制 · 数学 2022-04-19 Dongxiang Yan , Yue Chen

This paper presents an online reinforcement learning based application which increases the revenue of one particular electric vehicles (EV) station, connected to a renewable source of energy. Moreover, the proposed application adapts to…

计算工程、金融与科学 · 计算机科学 2014-09-18 Stoyan Dimitrov , Redouane Lguensat

Electric vehicles (EVs) play a pivotal role in sustainable ride-hailing services primarily due to their potential in reducing carbon emissions and enhancing environmental protection. Despite their significance, current research in the realm…

最优化与控制 · 数学 2024-01-10 Xiaoming Li , Chun Wang , Xiao Huang

We study the interaction between a fleet of electric, self-driving vehicles servicing on-demand transportation requests (referred to as Autonomous Mobility-on-Demand, or AMoD, system) and the electric power network. We propose a model that…

系统与控制 · 计算机科学 2019-06-11 Federico Rossi , Ramon Iglesias , Mahnoosh Alizadeh , Marco Pavone

The rapid growth of electric vehicles (EVs) necessitates the strategic placement of charging stations to optimize resource utilization and minimize user inconvenience. Reinforcement learning (RL) offers an innovative approach to identifying…

机器学习 · 计算机科学 2025-11-04 Minh-Duc Nguyen , Dung D. Le , Phi Long Nguyen

Due to the increasing concern for greenhouse gas emissions and fossil fuel security, electric vehicles (EVs) have attracted much attention in recent years. EVs can aggregate together constituting the vehicle-to-grid system. Coordination of…

系统与控制 · 计算机科学 2017-04-26 James J. Q. Yu , Junhao Lin , Albert Y. S. Lam , Victor O. K. Li

Electric vehicles (EVs) are finally making their way onto the roads. However, the challenges concerning their long charging times and their impact on congestion of the power distribution grid are still waiting to be resolved. With…

系统与控制 · 电气工程与系统科学 2022-10-31 Emin Ucer , Mithat Kisacikoglu , Murat Yuksel , Ali C. Gurbuz