3 papers
cs.AI2026
Forecast Aware Deep Reinforcement Learning for Efficient Electricity Load Scheduling in Dairy Farms
Nawazish Ali, Rachael Shaw, 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 essentia…
cs.LG2024
A Deep Reinforcement Learning Approach to Battery Management in Dairy Farming via Proximal Policy Optimization
Nawazish Ali, Rachael Shaw, 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…
cs.LG2024
A Reinforcement Learning Approach to Dairy Farm Battery Management using Q Learning
Nawazish Ali, Abdul Wahid, Rachael Shaw +1
Dairy farming consumes a significant amount of energy, making it an energy-intensive sector within agriculture. Integrating renewable energy generation into dairy farming could hel…