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:
Oct. 04, 2022

Filed:

Mar. 20, 2020
Applicant:

Saudi Arabian Oil Company, Dhahran, SA;

Inventors:

Hamad Kharaa, Dammam, SA;

Raed Alouhali, Dhahran, SA;

Arturo Magana-Mora, Dhahran, SA;

Mohammed Al-Duhailan, Dhahran, SA;

Mohammed Khalid Al-Arfaj, Dammam, SA;

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
E21B 49/00 (2006.01); G01V 5/10 (2006.01); G01V 5/12 (2006.01); E21B 47/07 (2012.01); E21B 21/08 (2006.01); E21B 45/00 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
E21B 49/003 (2013.01); G01V 5/10 (2013.01); G01V 5/12 (2013.01); G06N 20/00 (2019.01); E21B 21/08 (2013.01); E21B 45/00 (2013.01); E21B 47/07 (2020.05);
Abstract

Systems, processes, and computer-readable media for determining lithology porosity of a formation rock from surface drilling parameters using a lithology porosity machine learning model without the use of wireline logging. Lithology porosity at different depths in existing may be determined from the wireline logs. The lithology porosity may be shaly sand, tight sand, porous gas, or porous wet. The lithology porosity machine-learning model may be trained and calibrated using the data from a structured data set having surface drilling parameters from the existing wells and lithology porosity classifications from the wells. The lithology porosity machine learning model may then be used to determine a lithology porosity classification for a new well without the use of wireline logging.


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