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:
Aug. 30, 2022

Filed:

Jul. 11, 2019
Applicant:

Halliburton Energy Services, Inc., Houston, TX (US);

Inventors:

Jianlei Sun, Katy, TX (US);

Youli Mao, Houston, TX (US);

Dwight Fulton, Cypress, TX (US);

Jianfu Ma, Pearland, TX (US);

Peng Zhang, Houston, TX (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
E21B 41/00 (2006.01); G06Q 10/06 (2012.01); G06N 3/08 (2006.01); G06N 20/00 (2019.01); G06Q 50/02 (2012.01);
U.S. Cl.
CPC ...
E21B 41/0092 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06Q 10/06315 (2013.01); G06Q 50/02 (2013.01);
Abstract

Disclosed are systems and methods for obtaining an input sequence of input data features associated with a well for at least one time stamp during a period of time including well production rates for the well and well operation constraints for the well, dividing the input data features into a training data subset, a validation data subset, and a test data subset, building a well production model for the well using machine learning based on the training data subset, the validation data subset, and the test data subset, and generating a forecast for the well for a future period of time using the well production model, the forecast comprising a future well production rate for the well including at least one of an oil rate, a gas rate, and a water rate.


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