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:
Jun. 27, 2023

Filed:

May. 27, 2021
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Tiago Bertoni Scarton, Sao Paulo, BR;

Thiago Bianchi, São Carlos, BR;

Eduardo Dias Felicio Junior, Sao Paulo, BR;

Tarcisio Pereira, Sao Paulo, BR;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06T 7/00 (2017.01); G06T 7/11 (2017.01); G06T 5/50 (2006.01); G06F 18/22 (2023.01);
U.S. Cl.
CPC ...
G06T 7/001 (2013.01); G06F 18/22 (2023.01); G06T 5/50 (2013.01); G06T 7/11 (2017.01); G06T 7/97 (2017.01); G06T 2207/10048 (2013.01); G06T 2207/20076 (2013.01); G06T 2207/20084 (2013.01);
Abstract

A method for predicting a time to a failure condition of an asset receives image pairs of a healthy condition asset and historical image pairs of the asset from inspections and at a failure condition of the asset. A first model is trained to rebuild input images to resemble a healthy condition asset. Similarity coefficients are generated for the historical image pairs of a regular and infrared image by use of the rebuilding of images by the first model as a similarity base and historical image pairs include a timestamp of image capture. A second model is trained to predict a time to an asset failure condition based on timestamps of image capture, timestamps of an asset failure condition, and similarity coefficients of the historical images. Responsive to receipt of a real-time image pair, the method computes a predicted time to a failure condition of the asset.


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