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:
Oct. 20, 2026

Filed:

Apr. 12, 2024
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventors:

Manoj Nambirajan, Hyderabad, IN;

Mohit Kumar Agarwal, Cyberjaya, MY;

Bijan Kumar Mohanty, Austin, TX (US);

Hung T. Dinh, Austin, TX (US);

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06F 11/07 (2006.01);
U.S. Cl.
CPC ...
G06F 11/0793 (2013.01);
Abstract

Methods, apparatus, and processor-readable storage media for predicting resource-related failures using multi-dimensional-based machine learning techniques are provided herein. An example computer-implemented method includes obtaining data pertaining to at least one resource-related activity involving at least one resource and one or more users; predicting one or more failures associated with the at least one resource-related activity by processing at least a portion of the obtained data using one or more machine learning techniques; predicting one or more reasons attributed to at least one of the one or more predicted failures by processing the at least a portion of the obtained data using the one or more machine learning techniques; and performing one or more automated actions based at least in part on at least a portion of the one or more predicted failures and at least a portion of the one or more predicted reasons.


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Nambirajan, Manoj. (2026). Predicting resource-related failures using multi-dimensional-based machine learning techniques (U.S. Patent No. 12769608). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12769608

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