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. 19, 2026

Filed:

Oct. 01, 2021
Applicant:

Seoul National University R&db Foundation, Seoul, KR;

Inventors:

Sun Uwe Kim, Seoul, KR;

Byeng Dong Youn, Seoul, KR;

Soo Ho Jo, Seoul, KR;

Jong Min Park, Seoul, KR;

Won Gon Kim, Seoul, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01N 33/28 (2006.01); G06N 3/084 (2023.01);
U.S. Cl.
CPC ...
G01N 33/2841 (2013.01); G06N 3/084 (2013.01);
Abstract

The present invention provides a transformer malfunction diagnostic device and a malfunction diagnosis method using same, wherein a rule-based learning method is combined with a deep-learning-based learning method based on artificial intelligence. The transformer malfunction diagnosis device according to an embodiment of the present invention comprises: a data scaling unit for scaling dissolved gas analysis data acquired from a transformer, a provisionally labeled data acquisition unit for converting unlabeled data, among the scaled dissolved gas analysis data, to provisionally labeled data and acquiring same; a prelearning unit for performing prelearning for the unlabeled data, among the scaled dissolved gas analysis data, and the provisionally labeled data; and a relearning unit for performing relearning for a labeled data through the transformer of parameters optimized by performing the prelearning.


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