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:
Sep. 06, 2022

Filed:

May. 06, 2020
Applicant:

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

Inventors:

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

Zhanhong Jiang, Milwaukee, WI (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 3/04 (2006.01); G05B 13/02 (2006.01); F24F 11/64 (2018.01); F24F 11/58 (2018.01); F24F 11/54 (2018.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); F24F 11/54 (2018.01); F24F 11/58 (2018.01); F24F 11/64 (2018.01); G05B 13/027 (2013.01); G06N 3/0445 (2013.01);
Abstract

A method includes collecting a first dataset of input-output data for a first building, training a deep learning model using the first dataset, initializing parameters of a target model for a second building using parameters of the deep learning model, collecting a second dataset of input-output data for a second building, training the target model for the second building using the initialized parameters of the target model and the second dataset, and controlling building equipment using the target model. Controlling the building equipment affects a variable state or condition of the building.


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