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:
Mar. 04, 2025

Filed:

Oct. 01, 2021
Applicant:

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

Inventors:

Gurunath Venkatarama Subrahmanya Gandikota, Bangalore, IN;

Shashwat Verma, Bengaluru, IN;

Geetha Gopakumar Nair, Katy, TX (US);

Pradyumna Singh Rathore, Bangalore, IN;

Janvi Nayan Acharya, Mumbai, IN;

Richa Choudhary, Samastipur, IN;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G05B 23/02 (2006.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G05B 23/0283 (2013.01); G06N 5/04 (2013.01);
Abstract

A method comprises receiving a time series of data values for a time window of each operational parameter of a number of operational parameters of equipment; calculating a time derivative feature that comprises a change of the data values of a first operational parameter of the number of operational parameters over the time window; and classifying, using a machine learning model and based on the time derivative feature, an operational mode of the equipment into different failure categories.


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