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相关论文: Efficient Representation for Electric Vehicle Char…

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This paper presents the equilibrium analysis of a game composed of heterogeneous electric vehicles (EVs) and a power distribution system operator (DSO) as the players, and charging station operators (CSOs) and a transportation network…

计算机科学与博弈论 · 计算机科学 2023-01-27 Babak Ghaffarzadeh Bakhshayesh , Hamed Kebriaei

The optimal operation problem of electric vehicle aggregator (EVA) is considered. An EVA can participate in energy and regulation markets with its current and upcoming EVs, thus reducing its total cost of purchasing energy to fulfill EVs'…

系统与控制 · 电气工程与系统科学 2021-11-10 Liling Gong , Ye Guo , Hongbin Sun

We study optimal charging of large electric vehicle populations that are exposed to a single real-time imbalance price. The problem is naturally cast as a multistage stochastic linear programme (MSLP), which can be solved by algorithms such…

系统与控制 · 电气工程与系统科学 2025-12-23 Karan Mukhi , Licio Romao , Alessandro Abate

Efficient load balancing is crucial in cloud computing environments to ensure optimal resource utilization, minimize response times, and prevent server overload. Traditional load balancing algorithms, such as round-robin or least…

分布式、并行与集群计算 · 计算机科学 2024-09-10 Kavish Chawla

This paper presents a real time control strategy for energy storage systems integration in electric vehicles fast charging applications combined with generation from intermittent renewable energy sources. A two steps approach taking…

Reinforcement learning (RL) faces substantial challenges when applied to real-life problems, primarily stemming from the scarcity of available data due to limited interactions with the environment. This limitation is exacerbated by the fact…

神经与进化计算 · 计算机科学 2024-04-10 Cristiano Capone , Paolo Muratore

Along with the proliferation of electric vehicles (EVs), optimizing the use of EV charging space can significantly alleviate the growing load on intelligent transportation systems. As the foundation to achieve such an optimization, a…

机器学习 · 计算机科学 2024-10-28 Haohao Qu , Haoxuan Kuang , Jun Li , Linlin You

In the context of charging electric vehicles (EVs), the price-based demand response (PBDR) is becoming increasingly significant for charging load management. Such response usually encourages cost-sensitive customers to adjust their energy…

系统与控制 · 电气工程与系统科学 2024-04-17 Chengyang Gu , Yuxin Pan , Ruohong Liu , Yize Chen

With the growing adoption of electric vehicles (EVs), understanding user charging behavior has become critical for grid stability and transportation planning. This study investigates the behavioral heterogeneity of EV taxi drivers by…

人工智能 · 计算机科学 2026-03-03 Chuanlin Zhang , Junkang Feng , Chenggang Cui , Pengfeng Lin , Hui Chen , Yan Xu , A. M. Y. M. Ghias , Qianguang Ma , Pei Zhang

We approach the continuous-time mean-variance (MV) portfolio selection with reinforcement learning (RL). The problem is to achieve the best tradeoff between exploration and exploitation, and is formulated as an entropy-regularized, relaxed…

投资组合管理 · 定量金融 2019-05-07 Haoran Wang , Xun Yu Zhou

The smallest eigenvectors of the graph Laplacian are well-known to provide a succinct representation of the geometry of a weighted graph. In reinforcement learning (RL), where the weighted graph may be interpreted as the state transition…

机器学习 · 计算机科学 2018-10-11 Yifan Wu , George Tucker , Ofir Nachum

In this paper we describe an approach to the problem of finding optimal positions for charging stations (CS) in a warehouse, where a fleet of electrical industrial trucks/forklifts is employed. Our procedure is motivated by Googles…

最优化与控制 · 数学 2024-06-26 Hans-Georg Stark , Mustafa Jelibaghu , Katrin Tschirpke , Michael Eley

Hydrogen-based multi-energy systems (HMES) have emerged as a promising low-carbon and energy-efficient solution, as it can enable the coordinated operation of electricity, heating and cooling supply and demand to enhance operational…

机器学习 · 计算机科学 2026-02-03 Zhenyu Pu , Yu Yang , Lun Yang , Qing-Shan Jia , Xiaohong Guan , Costas J. Spanos

Optimal routing problems of electric vehicles (EVs) have attracted much attention in recent years, and installation of charging stations is an important issue for EVs. Hence, we focus on the joint optimization of the location of charging…

量子物理 · 物理学 2025-06-06 Akihisa Okada , Keisuke Otaki , Hiroaki Yoshida

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

A major challenge in modern reinforcement learning (RL) is efficient control of dynamical systems from high-dimensional sensory observations. Learning controllable embedding (LCE) is a promising approach that addresses this challenge by…

机器学习 · 计算机科学 2020-06-25 Brandon Cui , Yinlam Chow , Mohammad Ghavamzadeh

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

This paper addresses the critical challenge of optimizing electric vehicle charging station placement through a novel data-driven methodology employing causal discovery techniques. While traditional approaches prioritize economic factors or…

机器学习 · 计算机科学 2025-03-24 Julius Stephan Junker , Rong Hu , Ziyue Li , Wolfgang Ketter

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…

系统与控制 · 电气工程与系统科学 2022-03-15 Nathaniel Tucker , Gustavo Cezar , Mahnoosh Alizadeh

This work consists of a procedure to optimally select, among a group of candidate sites where gas stations were already located, a sufficient number of charging points in order to guarantee that an electric vehicle can make its journey…

最优化与控制 · 数学 2025-02-03 Ramón Piedra-de-la-Cuadra , Francisco Ortega