A Reinforcement Learning Approach to Dairy Farm Battery Management using Q Learning

arXiv:2403.09499v1 Announce Type: new
Abstract: 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 important for integrating renewable energy generation. Managing battery charging and discharging poses significant challenges because of fluctuations in electrical consumption, the intermittent nature of renewable energy generation, and fluctuations in energy prices. Artificial Intelligence (AI) has the potential to significantly improve the use of …

abstract agriculture arxiv battery challenge charging cs.ai cs.lg energy farming making management reinforcement reinforcement learning renewable sector type