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Utilizing distributed renewable and energy storage resources in local distribution networks via peer-to-peer (P2P) energy trading has long been touted as a solution to improve energy systems' resilience and sustainability. Consumers and…

Systems and Control · Electrical Eng. & Systems 2024-10-10 Chen Feng , Andrew L. Liu

The challenges of the uncertainties in renewable energy generation and the instability of the real-time market limit the effective utilization of clean energy in microgrid communities. Existing peer-to-peer (P2P) and microgrid coordination…

Multiagent Systems · Computer Science 2026-04-06 Junhao Ren , Honglin Gao , Sijie Wang , Lan Zhao , Qiyu Kang , Aniq Ashan , Yajuan Sun , Gaoxi Xiao

The integration of renewable energy resources in rural areas, such as dairy farming communities, enables decentralized energy management through Peer-to-Peer (P2P) energy trading. This research highlights the role of P2P trading in…

Artificial Intelligence · Computer Science 2025-12-01 Mian Ibad Ali Shah , Marcos Eduardo Cruz Victorio , Maeve Duffy , Enda Barrett , Karl Mason

This paper presents a problem in power networks that creates an exciting and yet challenging real-world scenario for application of multi-agent reinforcement learning (MARL). The emerging trend of decarbonisation is placing excessive stress…

Machine Learning · Computer Science 2022-01-24 Jianhong Wang , Wangkun Xu , Yunjie Gu , Wenbin Song , Tim C. Green

Real-time peer-to-peer (P2P) electricity markets dynamically adapt to fluctuations in renewable energy and variations in demand, maximizing economic benefits through instantaneous price responses while enhancing grid flexibility. However,…

Multiagent Systems · Computer Science 2026-04-21 Chengwei Lou , Zekai Jin , Wei Tang , Guangfei Geng , Jin Yang , Lu Zhang

The ongoing shift towards decentralization of the electric energy sector, driven by the growing electrification across end-use sectors, and widespread adoption of distributed energy resources (DERs), necessitates their active participation…

Machine Learning · Computer Science 2026-04-23 Patrick Wilk , Ethan Cantor , Yikui Liu , Jie Li

Multi-Agent Reinforcement Learning (MARL) is a widely used technique for optimization in decentralised control problems. However, most applications of MARL are in static environments, and are not suitable when agent behaviour and…

Multiagent Systems · Computer Science 2014-09-17 Andrei Marinescu , Ivana Dusparic , Adam Taylor , Vinny Cahill , Siobhán Clarke

The rapidly changing architecture and functionality of electrical networks and the increasing penetration of renewable and distributed energy resources have resulted in various technological and managerial challenges. These have rendered…

Artificial Intelligence · Computer Science 2024-05-28 Sarah Keren , Chaimaa Essayeh , Stefano V. Albrecht , Thomas Morstyn

In peer-to-peer (P2P) energy trading, a secured infrastructure is required to manage trade and record monetary transactions. A central server/authority can be used for this. But there is a risk of central authority influencing the energy…

Computer Science and Game Theory · Computer Science 2022-09-19 Nitin Singha , V Shreyas , Sandeep Kumar

The transition to renewable energy is driving the rise of distributed multi-energy systems, in which individual energy hubs and prosumers (e.g., homes, industrial campuses) generate, store, and trade energy. Economic Model Predictive…

Systems and Control · Electrical Eng. & Systems 2025-04-09 Varsha Behrunani , Cara Koepele , Jared Miller , Ahmed Aboudonia , Philipp Heer , Roy S. Smith , John Lygeros

This paper introduces peer to peer (P2P) trading mechanisms based on decentralized Blockchain to facilitate retail electricity market for ever-increasing distributed energy resources (DERs). The Blockchain network supports fast and secure…

Systems and Control · Electrical Eng. & Systems 2024-03-12 Masoud H. Nazari , Antar Kumar Biswas

Effective energy management of electric vehicle (EV) charging stations is critical to supporting the transport sector's sustainable energy transition. This paper addresses the EV charging coordination by considering vehicle-to-vehicle (V2V)…

Systems and Control · Electrical Eng. & Systems 2023-08-29 Jiarong Fan , Hao Wang , Ariel Liebman

This paper studies the optimal clearing problem for prosumers in peer-to-peer (P2P) energy markets. It is proved that if no trade weights are enforced and the communication structure between successfully traded peers is connected, then the…

Systems and Control · Electrical Eng. & Systems 2020-09-02 Dinh Hoa Nguyen

Peer-to-Peer (P2P) energy trading can facilitate integration of a large number of small-scale producers and consumers into energy markets. Decentralized management of these new market participants is challenging in terms of market…

Cryptography and Security · Computer Science 2020-06-01 Mohsen Khorasany , Ali Dorri , Reza Razzaghi , Raja Jurdak

Uncertainties in renewable generation and demand dynamics challenge day-ahead scheduling. To enhance renewable penetration and maintain intra-day balance, we develop a multi-agent reinforcement learning framework for self-interested…

Multiagent Systems · Computer Science 2026-04-13 Junhao Ren , Honglin Gao , Lan Zhao , Qiyu Kang , Gaoxi Xiao , Yajuan Sun

Modern renewables-based power systems need to tap on the flexibility of Distributed Energy Resources (DERs) connected to distribution networks. It is important, however, that DER owners/users remain in control of their assets, decisions,…

Systems and Control · Electrical Eng. & Systems 2025-04-30 Costas Mylonas , Emmanouel Varvarigos , Georgios Tsaousoglou

This paper presents a decentralized Multi-Agent Reinforcement Learning (MARL) approach to an incentive-based Demand Response (DR) program, which aims to maintain the capacity limits of the electricity grid and prevent grid congestion by…

Systems and Control · Electrical Eng. & Systems 2023-04-11 Jasper van Tilburg , Luciano C. Siebert , Jochen L. Cremer

As distributed energy resources (DERs) grow, the electricity grid faces increased net load variability at the grid edge, impacting operability and reliability. Transactive energy, facilitated through local energy markets, offers a…

Systems and Control · Electrical Eng. & Systems 2024-11-18 Daniel May , Matthew Taylor , Petr Musilek

We develop a clearance and settlement model for Peer-to-Peer (P2P) energy trading in low-voltage networks. The model enables direct transactions between parties within an open and distributed system and integrates unused capacity while…

Optimization and Control · Mathematics 2024-08-01 Diana Vieira Fernandes , Nicolas Christin , Soummya Kar

The increase in renewable energy on the consumer side gives place to new dynamics in the energy grids. Participants in a microgrid can produce energy and trade it with their peers (peer-to-peer) with the permission of the energy provider.…

Machine Learning · Computer Science 2022-10-26 Nicolas Avila , Shahad Hardan , Elnura Zhalieva , Moayad Aloqaily , Mohsen Guizani
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