3 papers
cs.AI2025
Peer-to-Peer Energy Trading in Dairy Farms using Multi-Agent Reinforcement Learning
Mian Ibad Ali Shah, Marcos Eduardo Cruz Victorio, Maeve Duffy +2
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.…
cs.AI2025
Uncertainty-Aware Knowledge Transformers for Peer-to-Peer Energy Trading with Multi-Agent Reinforcement Learning
Mian Ibad Ali Shah, Enda Barrett, Karl Mason
This paper presents a novel framework for Peer-to-Peer (P2P) energy trading that integrates uncertainty-aware prediction with multi-agent reinforcement learning (MARL), addressing…
cs.AI2024
Reinforcement Learning Enabled Peer-to-Peer Energy Trading for Dairy Farms
Mian Ibad Ali Shah, Enda Barrett, Karl Mason
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' depende…