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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

The problem of coordinated data collection is studied for a mobile crowdsensing (MCS) system. A mobile crowdsensing platform (MCSP) sequentially publishes sensing tasks to the available mobile units (MUs) that signal their willingness to…

社会与信息网络 · 计算机科学 2023-09-20 Bernd Simon , Andrea Ortiz , Walid Saad , Anja Klein

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

With the popularity of mobile devices and development of computationally intensive applications, researchers are focusing on offloading computation to Mobile Edge Computing (MEC) server due to its high computational efficiency and low…

分布式、并行与集群计算 · 计算机科学 2022-03-01 Yuwei Li , Bo Yang , Hao Wu , Qiaoni Han , Cailian Chen , Xinping Guan

The increasing use of electric vehicles (EVs) requires efficient route planning solutions that take into account the limited range of EVs and the associated charging times, as well as the different types of charging stations. In this work,…

系统与控制 · 电气工程与系统科学 2025-12-29 Dominik Köster , Florian Porkert , Klaus Volbert

This paper considers the problem of charging station pricing and plug-in electric vehicles (PEVs) station selection. When a PEV needs to be charged, it selects a charging station by considering the charging prices, waiting times, and travel…

计算机科学与博弈论 · 计算机科学 2015-12-01 Wei Yuan , Jianwei Huang , Ying Jun Zhang

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…

系统与控制 · 电气工程与系统科学 2023-03-21 Dongxiang Yan , Yue Chen

We study the problem of decentralized task offloading and load-balancing in a dense network with numerous devices and a set of edge servers. Solving this problem optimally is complicated due to the unknown network information and random…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Mariam Yahya , Alexander Conzelmann , Setareh Maghsudi

The increased uptake of electric vehicles (EVs) leads to increased demand for electricity, and sometimes pressure on power grids. Uncoordinated charging of EVs may result in stress on distribution networks, and often some form of…

系统与控制 · 电气工程与系统科学 2021-10-22 Hui Song , Chen Liu , Mahdi Jalili , Xinghuo Yu , Peter McTaggart

This paper examines the electrification of transportation as a response to environmental challenges caused by fossil fuels, exploring the potential of battery electric vehicles and hydrogen fuel cell vehicles as alternative solutions.…

最优化与控制 · 数学 2024-10-08 Farnaz Sohrabi , Mohammad Rohaninejad , Július Bemš , Zdeněk Hanzálek

Urban mobility systems are transitioning toward electric, on-demand services, creating operational challenges for fleet management under energy and service-quality constraints. The Electric Dial-a-Ride Problem (E-DARP) extends the classical…

系统与控制 · 电气工程与系统科学 2026-02-06 Sten Elling Tingstad Jacobsen , Attila Lischka , Balázs Kulcsár , Anders Lindman

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

The large-scale integration of plug-in electric vehicles (PEVs) to the power grid spurs the need for efficient charging coordination mechanisms. It can be shown that the optimal charging schedule smooths out the energy consumption over time…

数据结构与算法 · 计算机科学 2013-12-02 Wanrong Tang , Suzhi Bi , Ying Jun , Zhang

Competitive non-cooperative online decision-making agents whose actions increase congestion of scarce resources constitute a model for widespread modern large-scale applications. To ensure sustainable resource behavior, we introduce a novel…

最优化与控制 · 数学 2020-10-22 Ezra Tampubolon , Holger Boche

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…

系统与控制 · 计算机科学 2016-03-10 Bo Yang , Jingwei Li , Qiaoni Han , Tian He , Cailian Chen , Xinping Guan

The rapid adoption of electric vehicles (EVs) calls for the widespread installation of EV charging stations. To maximize the profitability of charging stations, intelligent controllers that provide both charging and electric grid services…

机器学习 · 计算机科学 2022-08-18 Zuzhao Ye , Yuanqi Gao , Nanpeng Yu

In this paper, we study how to alleviate highway traffic congestion by encouraging plug-in hybrid and electric vehicles to stop at a charging station around peak congestion times. Specifically, we design a pricing policy to make the…

系统与控制 · 电气工程与系统科学 2021-02-24 Carlo Cenedese , Michele Cucuzzella , Jacquelien M. A. Scherpen , Sergio Grammatico , Ming Cao

We study the problem of reducing test-time acquisition costs in classification systems. Our goal is to learn decision rules that adaptively select sensors for each example as necessary to make a confident prediction. We model our system as…

机器学习 · 统计学 2015-10-27 Joseph Wang , Kirill Trapeznikov , Venkatesh Saligrama

In this paper, we investigate a practical demand side management scenario where the selfish consumers compete to minimize their individual energy cost through scheduling their future energy consumption profiles. We propose an instantaneous…

最优化与控制 · 数学 2014-06-25 He Chen , Yonghui Li , Raymond H. Y. Louie , Branka Vucetic

This paper studies the routing and charging behaviors of electric vehicles in a competitive ride-hailing market. When the vehicles are idle, they can choose whether to continue cruising to search for passengers, or move a charging station…

系统与控制 · 电气工程与系统科学 2023-09-12 Kenan Zhang , John Lygeros