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. 11, 2023

Filed:

Oct. 28, 2020
Applicant:

Quantico Energy Solutions Llc;

Inventors:

Barry F. Zhang, Houston, TX (US);

Orlando De Jesus, Frisco, TX (US);

Tuna Altay Sansal, Pearland, TX (US);

Edward Tian, Houston, TX (US);

Assignee:

QUANTICO ENERGY SOLUTIONS LLC, Houston, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
E21B 49/00 (2006.01); G06N 20/00 (2019.01); E21B 44/02 (2006.01); G05B 13/02 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); E21B 44/02 (2013.01); E21B 49/00 (2013.01); G05B 13/0265 (2013.01); E21B 2200/20 (2020.05);
Abstract

Aspects of the present disclosure relate to confidence volumes for earth modeling using machine learning. A method includes receiving detected data, wherein the detected data includes formation attributes relating to one or more depth points along or near a wellbore. The method further includes providing inputs to a plurality of machine learning models based on the detected data. The method further includes receiving output values from the plurality of machine learning models based on the inputs. The method further includes determining a measure of variance among the output values. The method further includes generating a confidence indicator related to the output values based on the measure of variance.


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