Patent ID: 11859847
Assignee: JOHNSON CONTROLS TYCO IP HOLDINGS LLP
Field: Control (Instruments)
Classification: CPC F  G | IPC F  G

Claim 18:
19. One or more non-transitory computer readable storage media having instructions stored thereon that, when executed by one or more processors, cause the one or more processors to:
generate simulated experience data for a building system using a dynamics model of a building in which the building system operates, wherein the dynamics model include a simulation model and a surrogate model of the building system;
train a deep reinforcement learning (DRL) model for the building system using the simulated experience data;
send one or more control instructions to the building system based on an output of the DRL model;
generate real experience data using information received from the building system under operation influenced by the one or more control instructions; and
retrain the DRL model using the real experience data and the simulated experience data.