The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 20, 2022

Filed:

Dec. 23, 2019
Applicant:

Johnson Controls Tyco Ip Holdings Llp, Milwaukee, WI (US);

Inventors:

Young M. Lee, Old Westbury, NY (US);

Zhanhong Jiang, Milwaukee, WI (US);

Kirk Drees, Cedarburg, WI (US);

Michael Risbeck, Madison, WI (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 13/02 (2006.01); G05B 13/04 (2006.01); G06N 3/08 (2006.01); F24F 11/30 (2018.01); F24F 11/64 (2018.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G05B 13/027 (2013.01); F24F 11/30 (2018.01); F24F 11/64 (2018.01); G05B 13/042 (2013.01); G05B 13/048 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01);
Abstract

Systems and methods for training a surrogate model for predicting system states for a building management system based on generated data from a simulation model are disclosed herein. The simulation model is calibrated for a building of interest. The building of interest includes building equipment operable to control a variable state of the building. The simulated data of system states are generated using the calibrated simulation model. A surrogate model is trained based on the simulated data of system states from the calibrated simulation model. System state predictions are generated using the surrogate model. The surrogate model is re-trained based on updated operational data. An updated series of system state predictions is generated using the re-trained surrogate model.


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