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. 24, 2022

Filed:

Jun. 02, 2020
Applicant:

Saudi Arabian Oil Company, Dhahran, SA;

Inventors:

Ammar Alali, Dhahran, SA;

Arturo Magana Mora, Dhahran, SA;

Timothy E. Moellendick, Dhahran, SA;

William Contreras Otalvora, Dhahran, SA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
E21B 44/00 (2006.01); E21B 21/08 (2006.01); E21B 44/06 (2006.01); E21B 45/00 (2006.01); E21B 49/00 (2006.01); G05B 13/02 (2006.01); G05B 13/04 (2006.01); E21B 44/02 (2006.01);
U.S. Cl.
CPC ...
E21B 44/00 (2013.01); E21B 21/08 (2013.01); E21B 44/02 (2013.01); E21B 44/06 (2013.01); E21B 45/00 (2013.01); E21B 49/00 (2013.01); G05B 13/0265 (2013.01); G05B 13/042 (2013.01); E21B 2200/20 (2020.05);
Abstract

A method of drilling includes obtaining historical data for historical wells in a field, determining a set of drilling parameters, and determining a set of hole section sizes defining a wellbore geometry. For each combination of a parameter in the set of parameters and a hole section size in the set of hole section sizes, historical wells having average values of the parameter exceeding a threshold for the hole section size from the historical surface drilling data are selected. An expected output for each of a model to be trained by each of the selected historical wells is derived based on a rate of penetration while drilling. A final model is trained with the selected historical wells and expected outputs. An operating envelope is determined for each of the parameters in the set of parameters from the trained model. The operating envelopes may be used to guide drilling of a well in the field.


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