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:
Feb. 10, 2026

Filed:

Jun. 05, 2024
Applicant:

Saudi Arabian Oil Company, Dhahran, SA;

Inventors:

James Ohioma Arukhe, Dhahran, SA;

Khalid A. Ghamdi, Dammam, SA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
E21B 37/06 (2006.01); C02F 5/08 (2023.01);
U.S. Cl.
CPC ...
E21B 37/06 (2013.01); C02F 5/08 (2013.01); C02F 2209/006 (2013.01); E21B 2200/22 (2020.05);
Abstract

A method includes obtaining well data of the well from a well control system and a water treatment system of a well. The method further includes obtaining a set of operation parameters for the well control system and the water treatment system, wherein the set of operation parameters define, at least in part, operation of the well control system and the water treatment system. The method further includes determining, with a machine learning (ML) model, a predicted scale formation based on the well data and determining, based on the predicted scale formation, a recommended treatment comprising a chemical injection using the water treatment system. The method further includes adjusting, with a well controller and a water treatment controller, the set of operation parameters based on, at least, the predicted scale formation, wherein adjusting the set of operation parameters executes the recommended treatment on the well.


Find Patent Forward Citations

Arukhe, James. (2026). Machine learning framework for treating and preventing scale formation (U.S. Patent No. 12546191). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12546191

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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