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:
Jul. 21, 2026

Filed:

Aug. 02, 2024
Applicant:

Tata Consultancy Services Limited, Mumbai, IN;

Inventors:

Saurabh Sahu, Bangalore, IN;

Kriti Kumar, Bangalore, IN;

Achanna Anil Kumar, Bangalore, IN;

Mariswamy Girish Chandra, Bangalore, IN;

Angshul Majumdar, New Delhi, IN;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/22 (2006.01); G06N 3/0464 (2023.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/0464 (2023.01); G06F 11/2252 (2013.01); G06F 11/2257 (2013.01); G06N 5/04 (2013.01);
Abstract

Existing Convolutional Dictionary Learning (CDL) based machine fault classification do not utilize label information while learning the dictionary, hence the representation learned are not class-discriminative. Method and system disclosed herein provide a label-consistent convolutional dictionary learning approach for machine fault classification. The approach involves generating a training data for a classifier, wherein coefficients forming a plurality of class-discriminative features form the training data. The training data is then used to train a classifier, which is then used to perform machine fault classification for a given test data.


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