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相关论文: Peer-to-Peer Energy Trading in Dairy Farms using M…

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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…

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

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

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…

多智能体系统 · 计算机科学 2026-04-06 Junhao Ren , Honglin Gao , Sijie Wang , Lan Zhao , Qiyu Kang , Aniq Ashan , Yajuan Sun , Gaoxi Xiao

Farm businesses are increasingly adopting renewables to enhance energy efficiency and reduce reliance on fossil fuels and the grid. This shift aims to decrease dairy farms' dependence on traditional electricity grids by enabling the sale of…

人工智能 · 计算机科学 2024-05-22 Mian Ibad Ali Shah , Enda Barrett , Karl Mason

Dairy farms consume a significant amount of electricity for their operations, and this research focuses on enhancing energy efficiency and minimizing the impact on the environment in the sector by maximizing the utilization of renewable…

机器学习 · 计算机科学 2024-07-03 Nawazish Ali , Rachael Shaw , Karl Mason

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

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

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

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

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

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

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

Efforts to utilize 100% renewable energy in community microgrids require new approaches to energy markets and transactions to efficiently address periods of scarce energy supply. In this paper we contribute to the promising approach of…

最优化与控制 · 数学 2021-12-23 Jonathan Lee , Rodrigo Henriquez-Auba , Bala Kameshwar Poolla , Duncan S. Callaway

Dairy farming is a particularly energy-intensive part of the agriculture sector. Effective battery management is essential for renewable integration within the agriculture sector. However, controlling battery charging/discharging is a…

机器学习 · 计算机科学 2023-08-21 Nawazish Ali , Abdul Wahid , Rachael shaw , Karl Mason

This paper presents a Reinforcement Learning (RL) based energy market for a prosumer dominated microgrid. The proposed market model facilitates a real-time and demanddependent dynamic pricing environment, which reduces grid costs and…

系统与控制 · 电气工程与系统科学 2020-09-24 Arman Ghasemi , Amin Shojaeighadikolaei , Kailani Jones , Morteza Hashemi , Alexandru G. Bardas , Reza Ahmadi

This study investigates how Multi-Agent Reinforcement Learning (MARL) can improve dynamic pricing strategies in supply chains, particularly in contexts where traditional ERP systems rely on static, rule-based approaches that overlook…

机器学习 · 计算机科学 2025-07-04 Thomas Hazenberg , Yao Ma , Seyed Sahand Mohammadi Ziabari , Marijn van Rijswijk

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…

机器学习 · 计算机科学 2026-04-23 Patrick Wilk , Ethan Cantor , Yikui Liu , Jie Li

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

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…

系统与控制 · 电气工程与系统科学 2024-11-18 Daniel May , Matthew Taylor , Petr Musilek
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