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:
Jun. 25, 2024

Filed:

Mar. 25, 2021
Applicant:

Saudi Arabian Oil Company, Dhahran, SA;

Inventors:

Maan Abdullah Alhawi, Dammam, SA;

Marei Saeed Al-Garni, Dhahran, SA;

Mohammed Sabri Al Madani, Dhahran, SA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 30/27 (2020.01); E21B 41/00 (2006.01); E21B 49/00 (2006.01); G01V 20/00 (2024.01); G05B 13/02 (2006.01); G06N 3/045 (2023.01); G06N 3/086 (2023.01);
U.S. Cl.
CPC ...
G01V 20/00 (2024.01); E21B 41/00 (2013.01); E21B 49/00 (2013.01); G05B 13/027 (2013.01); G06F 30/27 (2020.01); G06N 3/045 (2023.01); G06N 3/086 (2013.01); E21B 2200/20 (2020.05); E21B 2200/22 (2020.05);
Abstract

A method for variogram modeling is disclosed. The method includes obtaining a synthetic well data and a well data for facies or petrophysical properties of interest in a targeted reservoir zone, training machine learning models using the synthetic well data as inputs and outputting a plurality of final variogram parameters predicted by using a plurality of machine learning models for the facies or petrophysical properties of interest in the targeted reservoir zone, wherein the well data for the facies or petrophysical properties of interest in the targeted reservoir zone is used as input.


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