no code implementations • 31 Dec 2022 • Kingsley Nweye, Siva Sankaranarayanan, Zoltan Nagy
To restore reliability, grid-interactive efficient buildings can provide flexibility services to the grid through demand response.
no code implementations • 25 Nov 2021 • Kingsley Nweye, Bo Liu, Peter Stone, Zoltan Nagy
Building upon prior research that highlighted the need for standardizing environments for building control research, and inspired by recently introduced challenges for real life reinforcement learning control, here we propose a non-exhaustive set of nine real world challenges for reinforcement learning control in grid-interactive buildings.
Model Predictive Control Multi-agent Reinforcement Learning +2
no code implementations • 17 Oct 2021 • Kingsley Nweye, Zoltan Nagy
HVAC systems account for a significant portion of building energy use.