Model-based RL delivered energy savings comparable to MPC in an occupied residence (~22% vs ~20% vs PID), with lower recurring engineering effort, but MPC had better comfort-normalized efficiency and comfort.
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Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC
Model-based RL delivered energy savings comparable to MPC in an occupied residence (~22% vs ~20% vs PID), with lower recurring engineering effort, but MPC had better comfort-normalized efficiency and comfort.