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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,…

多智能体系统 · 计算机科学 2024-09-21 Mian Ibad Ali Shah , Abdul Wahid , Enda Barrett , Karl Mason

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…

人工智能 · 计算机科学 2025-12-01 Mian Ibad Ali Shah , Marcos Eduardo Cruz Victorio , Maeve Duffy , Enda Barrett , Karl Mason

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…

系统与控制 · 电气工程与系统科学 2024-10-10 Chen Feng , Andrew L. Liu

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…

多智能体系统 · 计算机科学 2026-04-13 Junhao Ren , Honglin Gao , Lan Zhao , Qiyu Kang , Gaoxi Xiao , Yajuan Sun

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.…

机器学习 · 计算机科学 2022-10-26 Nicolas Avila , Shahad Hardan , Elnura Zhalieva , Moayad Aloqaily , Mohsen Guizani

Distribution networks are transitioning from passive to active systems due to the growing integration of distributed energy resources (DERs). Peer to Peer (P2P) energy trading has emerged as a viable framework that enables local energy…

系统与控制 · 电气工程与系统科学 2026-05-21 Devangi , Ankit Singhal , Yashasvi Bansal

In replacing fossil fuels with renewable energy resources for carbon neutrality, the unbalanced resource production of intermittent wind and photovoltaic (PV) power is a critical issue for peer-to-peer (P2P) power trading. To address this…

机器学习 · 计算机科学 2023-01-03 Sangkeum Lee , Sarvar Hussain Nengroo , Hojun Jin , Taewook Heo , Yoonmee Doh , Chungho Lee , Dongsoo Har

Utilizing distributed renewable and energy storage resources via peer-to-peer (P2P) energy trading has long been touted as a solution to improve energy system's resilience and sustainability. Consumers and prosumers (those who have energy…

系统与控制 · 电气工程与系统科学 2023-01-02 Chen Feng , Andrew L. Lu , Yihsu Chen

Peer-to-peer (P2P) energy trading is becoming central to modern distribution systems as rooftop PV and home energy management systems become pervasive, yet most existing market and reinforcement learning designs emphasize efficiency or…

系统与控制 · 电气工程与系统科学 2025-08-27 Shrenik Jadhav , Birva Sevak , Srijita Das , Akhtar Hussain , Wencong Su , Van-Hai Bui

Dairy farming is an energy intensive sector that relies heavily on grid electricity. With increasing renewable energy integration, sustainable energy management has become essential for reducing grid dependence and supporting the United…

人工智能 · 计算机科学 2026-02-09 Nawazish Ali , Rachael Shaw , Karl Mason

Dairy farming consumes a significant amount of energy, making it an energy-intensive sector within agriculture. Integrating renewable energy generation into dairy farming could help address this challenge. Effective battery management is…

机器学习 · 计算机科学 2024-05-16 Nawazish Ali , Abdul Wahid , Rachael Shaw , 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…

信号处理 · 电气工程与系统科学 2020-03-11 Filip Tolovski

Integration of distributed energy resources (DERs) at a residential level has given way to the development of a self-sufficient energy-resilient system and peer-to-peer (P2P) energy trading at a community level. Several researchers have…

系统与控制 · 电气工程与系统科学 2022-12-06 Divyanshi Dwivedi , K. Victor Sam Moses Babu , Pradeep Kumar Yemula , Pratyush Chakraborty , Mayukha Pal

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,…

多智能体系统 · 计算机科学 2026-04-21 Chengwei Lou , Zekai Jin , Wei Tang , Guangfei Geng , Jin Yang , Lu Zhang

Distributed energy resources (DERs), such as rooftop solar panels, are growing rapidly and are reshaping power systems. To promote DERs, feed-in-tariff (FIT) is usually adopted by utilities to pay DER owners certain fixed rates for…

系统与控制 · 电气工程与系统科学 2020-02-24 Zibo Zhao , Andrew L. Liu

Peer-to-peer trading in energy networks is expected to be exclusively conducted by the prosumers of the network with negligible influence from the grid. This raises the critical question: how can enough prosumers be encouraged to…

计算机科学与博弈论 · 计算机科学 2019-03-12 Wayes Tushar , Tapan Kumar Saha , Chau Yuen , Thomas Morstyn , Malcolm D. McCulloch , H. Vincent Poor , Kristin L. Wood

Common approaches to control a data-center cooling system rely on approximated system/environment models that are built upon the knowledge of mechanical cooling and electrical and thermal management. These models are difficult to design and…

系统与控制 · 计算机科学 2018-08-31 Takao Moriyama , Giovanni De Magistris , Michiaki Tatsubori , Tu-Hoa Pham , Asim Munawar , Ryuki Tachibana

Peer-to-peer (P2P) energy trading and energy communities have garnered much attention over in recent years due to increasing investments in local energy generation and storage assets. However, the efficiency to be gained from P2P trading,…

系统与控制 · 电气工程与系统科学 2023-11-21 Ying Zhang , Valentin Robu , Sho Cremers , Sonam Norbu , Benoit Couraud , Merlinda Andoni , David Flynn , H. Vincent Poor

This paper studies the applicability of peer-to-peer (P2P) energy trading in a grid-tied network. The main objectives are to understand the impact of the financial P2P energy trading on the network operation, and thus demonstrate the…

系统与控制 · 电气工程与系统科学 2019-09-12 M Imran Azim , S. A. Pourmousavi , Wayes Tushar , Tapan K. Saha

Peer-to-peer (P2P) energy systems have recently emerged as a promising approach for integrating renewable and distributed energy resources into energy grids to reduce carbon emissions. However, market-clearing energy price and amounts,…

系统与控制 · 电气工程与系统科学 2021-11-03 Dinh Hoa Nguyen
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