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This work is concerned with the application of game theoretic principles to model competition between demand response aggregators for selling excess energy stored in electrochemical storage devices directly to other aggregators in a power…

系统与控制 · 计算机科学 2016-12-05 Mahdi Motalleb , Reza Ghorbani

Peer-to-peer (P2P) energy trading has emerged as a next-generation energy management mechanism for the smart grid that enables each prosumer of the network to participate in energy trading with one another and the grid. This poses a…

信号处理 · 电气工程与系统科学 2018-08-01 Wayes Tushar , Chau Yuen , Hamed Mohsenian-Rad , Tapan Saha , H. Vincent Poor , Kristin L Wood

With the proliferation of distributed generations, traditional passive consumers in distribution networks are evolving into "prosumers", which can both produce and consume energy. Energy trading with the main grid or between prosumers is…

最优化与控制 · 数学 2022-10-06 Yongkai Xie , Zhaojian Wang , John Z. F. Pang , Bo Yang , Xinping Guan

Open data, as an essential element in the sustainable development of the digital economy, is highly valued by many relevant sectors in the implementation process. However, most studies suppose that there are only data providers and users in…

计算机科学与博弈论 · 计算机科学 2025-11-25 Qin Li , Bin Pi , Minyu Feng , Jürgen Kurths

Recent scholarly work has extensively examined the phenomenon of algorithmic collusion driven by AI-enabled pricing algorithms. However, online platforms commonly deploy recommender systems that influence how consumers discover and purchase…

人工智能 · 计算机科学 2024-12-17 Xingchen Xu , Stephanie Lee , Yong Tan

In this paper, the interactions and energy exchange decisions of a number of geographically distributed storage units are studied under decision-making involving end-users. In particular, a noncooperative game is formulated between…

计算机科学与博弈论 · 计算机科学 2014-03-06 Yunpeng Wang , Walid Saad , Narayan B. Mandayam , H. Vincent Poor

A smartphone user's personal hotspot (pH) allows him to share cellular connection to another (e.g., a traveler) in the vicinity, but such sharing consumes the limited data quota in his two-part tariff plan and may lead to overage charge.…

计算机科学与博弈论 · 计算机科学 2018-06-28 Feng Wang , Lingjie Duan , Jianwei Niu

Mobile data offloading is an emerging technology to avoid congestion in cellular networks and improve the level of user satisfaction. In this paper, we develop a distributed market framework to price the offloading service, and conduct a…

网络与互联网体系结构 · 计算机科学 2014-09-17 Kehao Wang , Francis C. M. Lau , Lin Chen , Robert Schober

The advent of intelligent agents who produce and consume energy by themselves has led the smart grid into the era of "prosumer", offering the energy system and customers a unique opportunity to revaluate/trade their spot energy via a…

最优化与控制 · 数学 2019-06-25 Yue Chen , Shengwei Mei , Wei Wei , Steven H. Low , Adam Wierman , Feng Liu

Imitation is widely observed in populations of decision-making agents. Using our recent convergence results for asynchronous imitation dynamics on networks, we consider how such networks can be efficiently driven to a desired equilibrium…

计算机科学与博弈论 · 计算机科学 2017-04-17 James Riehl , Pouria Ramazi , Ming Cao

In future distribution grids, prosumers (i.e., energy consumers with storage and/or production capabilities) will trade energy with each other and with the main grid. To ensure an efficient and safe operation of energy trading, in this…

系统与控制 · 电气工程与系统科学 2022-06-14 Giuseppe Belgioioso , Wicak Ananduta , Sergio Grammatico , Carlos Ocampo-Martinez

As electricity consumption grows, reducing peak demand--the maximum load on the grid--has become critical for preventing infrastructure strain and blackouts. Pricing mechanisms that incentivize consumers with flexible loads to shift…

计算机科学与博弈论 · 计算机科学 2025-11-17 Vade Shah , Jason R. Marden

Exchange of services and resources in, or over, networks is attracting nowadays renewed interest. However, despite the broad applicability and the extensive study of such models, e.g., in the context of P2P networks, many fundamental…

计算机科学与博弈论 · 计算机科学 2015-04-09 Leonidas Georgiadis , George Iosifidis , Leandros Tassiulas

Users can now give back energies to the grid using distributed resources. Proper incentive mechanisms are required for such users, also known as prosumers, in order to maximize the sell-back amount while maintaining the retailer's profit.…

最优化与控制 · 数学 2022-03-14 Diptangshu Sen , Arnob Ghosh

Recommender systems have emerged as a new weapon to help online firms to realize many of their strategic goals (e.g., to improve sales, revenue, customer experience etc.). However, many existing techniques commonly approach these goals by…

信息检索 · 计算机科学 2012-12-11 Shuang-Hong Yang

We study a game between two firms in which each provide a service based on machine learning. The firms are presented with the opportunity to purchase a new corpus of data, which will allow them to potentially improve the quality of their…

计算机科学与博弈论 · 计算机科学 2019-05-24 Jinshuo Dong , Hadi Elzayn , Shahin Jabbari , Michael Kearns , Zachary Schutzman

Demand response has been a promising solution for accommodating renewable energy in power systems. In this study, we consider a demand response scheme within a distribution network facing an energy supply deficit. The utility company…

系统与控制 · 电气工程与系统科学 2024-04-02 Xiupeng Chen , Jacquelien M. A. Scherpen , Nima Monshizadeh

Peer-to-peer (P2P) trading is seen as a viable solution to handle the growing number of distributed energy resources in distribution networks. However, when dealing with large-scale consumers, there are several challenges that must be…

系统与控制 · 电气工程与系统科学 2024-10-29 Cheng Feng , Kedi Zheng , Lanqing Shan , Hani Alers , Qixin Chen , Lampros Stergioulas , Hongye Guo

When doing private domain marketing with cloud services, the merchants usually have to purchase different machine learning models for the multiple marketing purposes, leading to a very high cost. We present a unified user-item matching…

信息检索 · 计算机科学 2023-07-20 Qifang Zhao , Tianyu Li , Meng Du , Yu Jiang , Qinghui Sun , Zhongyao Wang , Hong Liu , Huan Xu

As the number of prosumers with distributed energy resources (DERs) grows, the conventional centralized operation scheme may suffer from conflicting interests, privacy concerns, and incentive inadequacy. In this paper, we propose an energy…

计算机科学与博弈论 · 计算机科学 2022-06-29 Yue Chen , Changhong Zhao , Steven H. Low , Adam Wierman