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:
May. 20, 2025

Filed:

Jan. 31, 2019
Applicant:

Landmark Graphics Corporation, Houston, TX (US);

Inventors:

Srinath Madasu, Houston, TX (US);

Keshava Prasad Rangarajan, Sugarland, TX (US);

Assignee:

Landmark Graphics Corporation, Houston, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
F04B 47/02 (2006.01); E21B 43/12 (2006.01); F04B 49/06 (2006.01); G05B 13/02 (2006.01); G06N 3/02 (2006.01);
U.S. Cl.
CPC ...
F04B 47/02 (2013.01); E21B 43/127 (2013.01); F04B 47/022 (2013.01); G05B 13/0265 (2013.01); G06N 3/02 (2013.01); F04B 49/065 (2013.01); F04B 2201/121 (2013.01); F04B 2207/01 (2013.01);
Abstract

The disclosed embodiments include pump systems and methods to improve pump load predictions of pumps. The method includes determining, in a neural network, a pump load of a wellbore pump based on a physics based model of the pump load of the wellbore pump. The method also includes obtaining a measured pump load of the wellbore pump. After initiation of a pump cycle of the wellbore pump, the method further includes predicting a pump load of the wellbore pump based on the physics based model, performing a Bayesian Optimization to reduce a difference between a predicted pump load and the measured pump load to less than a threshold value, and improving a prediction of the pump load based on the Bayesian Optimization.


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