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:
Sep. 29, 2026

Filed:

Nov. 08, 2022
Applicant:

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

Inventors:

Parminder Singh Sethi, Ludhiana, IN;

Lakshmi Saroja Nalam, Bangalore, IN;

Atishay Jain, Meerut, IN;

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G05B 19/41 (2006.01); G05B 19/418 (2006.01);
U.S. Cl.
CPC ...
G05B 19/4184 (2013.01); G05B 19/41845 (2013.01); G05B 19/41865 (2013.01);
Abstract

Techniques for state prediction and failure prevention are disclosed. For example, a method comprises receiving data corresponding to operation of a plurality of elements, wherein the plurality of elements comprise at least one of a plurality of devices and a plurality of device components. The data corresponding to the operation of the plurality of elements comprises one or more operational states for respective ones of the plurality of elements. Using one or more machine learning algorithms, a future operational state of one or more elements of the plurality of elements is predicted. The prediction is based, at least in part, on the data corresponding to the operation of the plurality of elements. Using the one or more machine learning algorithms, one or more actions to prevent the one or more elements from transitioning to the future operational state are identified.


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