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. 17, 2026

Filed:

May. 01, 2023
Applicant:

General Electric Technology Gmbh, Baden, CH;

Inventors:

Balakrishna Pamulaparthy, Hyderabad, IN;

Elm Costa I Bricha, Lisburn, GB;

Bryan Mckibbin, Glarryford, IE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01R 31/62 (2020.01); G01R 31/12 (2020.01); G01R 35/02 (2006.01); G05B 19/042 (2006.01); G06F 18/214 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G01R 31/62 (2020.01); G06N 20/00 (2019.01);
Abstract

The present application provides a method for monitoring a through fault current. The method may involve: detecting a through fault; calculating an electrical stress, peak current, and duration of the through fault; determining two sets of percentage state changes associated with the through fault; assigning a respective set of weights and criticalities to each set of percentage state changes; calculating a mechanical state change based on the first set of percentage state changes and the first set of weights and criticalities; calculating a thermal state change based on the second set of percentage state changes and the second set of weights and criticalities; calculating a cumulative state change based on the mechanical and thermal state changes; and training a machine learning model using the electrical stress, peak current, duration, two sets of percentage state changes, and mechanical, thermal, and cumulative state changes.


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