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We study the inverse optimal control problem in social sciences: we aim at learning a user's true cost function from the observed temporal behavior. In contrast to traditional phenomenological works that aim to learn a generative model to…

Machine Learning · Computer Science 2018-05-23 Yichen Wang , Le Song , Hongyuan Zha

Peer-to-peer energy trading offers a promising solution for enhancing renewable energy utilization and economic benefits within interconnected microgrids. However, existing real-time P2P markets face two key challenges: high computational…

Systems and Control · Electrical Eng. & Systems 2025-10-06 Kaidi Huang , Lin Cheng , Yue Zhou , Fashun Shi , Yufei Xi , Yingrui Zhuang , Ning Qi

Peer-to-Peer (P2P) energy trading provides various benefits over conventional wholesale energy markets and makes renewable energy more accessible. This paper proposes a novel multi-layer P2P energy trading system for microgrids based on…

Networking and Internet Architecture · Computer Science 2022-10-13 Conor Mullaney , Adnan Aijaz , Nathan Sealey , Ben Holden

This work focuses on the electric power market, comparing the status quo with the recent trend towards the increase in distributed self-generation capabilities by prosumers. Starting from the existing tension between the intrinsically…

Physics and Society · Physics 2020-03-30 Luca Mazzola , Alexander Denzler , Ramon Christen

Wind power producers can benefit from forming coalitions to participate cooperatively in electricity markets. To support such collaboration, various profit allocation rules rooted in cooperative game theory have been proposed. However,…

Systems and Control · Electrical Eng. & Systems 2025-10-15 Honglin Wen , Pierre Pinson

After a century of relative stability of the electricity industry, extensive deployment of distributed energy resources and recent advances in computation and communication technologies have changed the nature of how we consume, trade, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-24 Wayes Tushar , Chau Yuen , Tapan Saha , Thomas Morstyn , Archie Chapman , M. Jan E Alam , Sarmad Hanif , H. Vincent Poor

This paper designs a market platform for Peer-to-Peer (P2P) energy trading in Transactive Energy (TE) systems, where prosumers and consumers actively participate in the market as seller or buyer to trade energy. An auction-based approach is…

Computer Science and Game Theory · Computer Science 2019-07-30 Mohsen Khorasany , Yateendra Mishra , Gerard Ledwich

The increasing uptake of distributed energy resources (DERs) in smart home prosumers calls for distributed energy management strategies, and the advances in information and communications technology enable peer-to-peer (P2P) energy trading…

Optimization and Control · Mathematics 2023-12-13 Zeyu Yang , Hao Wang

Dynamic pricing through bilevel programming is widely used for demand response but often assumes perfect knowledge of prosumer behavior, which is unrealistic in practical applications. This paper presents a novel framework that integrates…

Optimization and Control · Mathematics 2025-01-31 Bennevis Crowley , Jalal Kazempour , Lesia Mitridati , Mahnoosh Alizadeh

To achieve desired carbon emission reductions, integrating renewable generation and accelerating the adoption of peer-to-peer energy trading is crucial. This is especially important for energy-intensive farming, like dairy farming. However,…

Multiagent Systems · Computer Science 2024-09-21 Mian Ibad Ali Shah , Abdul Wahid , Enda Barrett , Karl Mason

As the share of renewable energy sources in the present electric energy mix rises, their intermittence proves to be the biggest challenge to carbon free electricity generation. To address this challenge, we propose an electricity pricing…

Signal Processing · Electrical Eng. & Systems 2020-03-11 Filip Tolovski

This paper proposes a differentially private energy trading mechanism for prosumers in peer-to-peer (P2P) markets, offering provable privacy guarantees while approaching the Nash equilibrium with nearly socially optimal efficiency. We first…

Computer Science and Game Theory · Computer Science 2024-10-22 Yuji Cao , Yue Chen

We consider the problem of optimal bidding for virtual trading in two-settlement electricity markets. A virtual trader aims to arbitrage on the differences between day-ahead and real-time market prices; both prices, however, are random and…

Computer Science and Game Theory · Computer Science 2018-08-02 Sevi Baltaoglu , Lang Tong , Qing Zhao

While peer-to-peer energy trading has the potential to harness the capabilities of small-scale energy resources, a peer-matching process often overlooks power grid conditions, yielding increased losses, line congestion, and voltage…

Systems and Control · Electrical Eng. & Systems 2025-01-28 Hyun Joong Kim , Yong Hyun Song , Jip Kim

Wireless networks are evolving from radio resource providers to complex systems that also involve computing, with the latter being distributed across edge and cloud facilities. Also, their optimization is shifting more and more from a…

Computer Science and Game Theory · Computer Science 2025-08-08 Mandar Datar , Mattia Merluzzi

Peer-to-peer (P2P) electricity markets enable prosumers to minimize their costs, which has been extensively studied in recent research. However, there are several challenges with P2P trading when physical network constraints are also…

Systems and Control · Electrical Eng. & Systems 2023-08-10 Hien Thanh Doan , Truong Hoang Bao Huy , Daehee Kim , Hongseok Kim

In this paper, we study inverse game theory (resp. inverse multiagent learning) in which the goal is to find parameters of a game's payoff functions for which the expected (resp. sampled) behavior is an equilibrium. We formulate these…

Computer Science and Game Theory · Computer Science 2025-02-21 Denizalp Goktas , Amy Greenwald , Sadie Zhao , Alec Koppel , Sumitra Ganesh

Peer-to-peer energy trading is emerging as a new paradigm that in the near future may disrupt conventional electricity markets and heavily affect energy exchanges in networks of microgrids. In this paper, a preference mechanism is…

Systems and Control · Electrical Eng. & Systems 2019-09-17 Li Bai , Dimitri Thomopulos , Emanuele Crisostomi

We propose in this paper an optimal control framework for renewable energy communities (RECs) equipped with controllable assets. Such RECs allow its members to exchange production surplus through an internal market. The objective is to…

Systems and Control · Electrical Eng. & Systems 2024-02-27 Samy Aittahar , Adrien Bolland , Guillaume Derval , Damien Ernst

The recent widespread adoption of rooftop solar backed by battery storage is enabling energy customers to both produce and consume electricity (i.e., prosumers of electricity). To facilitate prosumer participation in the electric grid, new…

Systems and Control · Electrical Eng. & Systems 2025-06-25 Zeinab Salehi , Yijun Chen , Ian R. Petersen , Guodong Shi , Duncan S. Callaway , Elizabeth L. Ratnam