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:
Apr. 28, 2026

Filed:

Sep. 19, 2022
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Kingsuk Maitra, Fremont, CA (US);

Brendan Lee Bryant, Kirkland, WA (US);

Kence Anderson, Berkeley, CA (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
F24F 11/64 (2018.01); G05B 13/02 (2006.01); F24F 110/12 (2018.01); F24F 140/20 (2018.01);
U.S. Cl.
CPC ...
F24F 11/64 (2018.01); G05B 13/0265 (2013.01); F24F 2110/12 (2018.01); F24F 2140/20 (2018.01);
Abstract

The techniques disclosed herein enable utilizing a full range of setpoint values to control a mechanical system. A machine learning model is trained with states collected from the mechanical system. Some of the states may have little to no variation, limiting exploration of possible setpoint values when training the model. To enable a more thorough exploration of possible setpoint values, the states are augmented with a fluctuating delta value that is derived from a fixed setpoint value. For example, a delta outside air temperature may be computed by subtracting outside air temperature, which fluctuates, from a fixed chilled water setpoint. A method of moments computation converts delta values inferred by the model back into absolute values. The absolute values are used to compute a regression equation that is usable by the mechanical system to compute a setpoint action for a given set of input states.


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