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:
Jul. 28, 2026

Filed:

Dec. 17, 2021
Applicant:

Halliburton Energy Services, Inc., Houston, TX (US);

Inventors:

Mayir Mamtimin, Spring, TX (US);

Jeffrey James Crawford, Katy, TX (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
E21B 43/25 (2006.01); G06F 18/214 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
E21B 43/25 (2013.01); G06F 18/214 (2023.01); G06N 20/00 (2019.01);
Abstract

A unified framework has been designed to create and maintain a set of adaptable general models that can be deployed and efficiently trained to fit to various deployments. The unified framework incrementally fills the feature space of a high dimensionality training dataset with field observations to reduce sparseness, trains and retrains a model set with the changing global training dataset, and then deploys a selected adaptable general model for training/fitting to a specified deployment scenario. Data that is generated by deployment adapted models can be validated and then added to the global training dataset that is used to train and update the general models. With the increasing density of the global training dataset, the general models can more quickly converge for a deployment scenario.


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