Real-world validation of safe reinforcement learning, model predictive control and decision tree-based home energy management systems

Julian Ruddick, Glenn Ceusters, Gilles Van Kriekinge +4

Recent advancements in machine learning based energy management approaches, specifically reinforcement learning with a safety layer (OptLayerPolicy) and a metaheuristic algorithm g…