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:
Feb. 24, 2026

Filed:

Oct. 16, 2023
Applicant:

T-mobile Usa, Inc., Bellevue, WA (US);

Inventor:

Jan Olav Opedal, Ellensburg, WA (US);

Assignee:

T-Mobile USA, Inc., Bellevue, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04W 24/10 (2009.01); H04L 41/16 (2022.01); H04L 43/0817 (2022.01); H04W 24/04 (2009.01); H04L 43/16 (2022.01);
U.S. Cl.
CPC ...
H04W 24/04 (2013.01); H04L 41/16 (2013.01); H04L 43/0817 (2013.01); H04W 24/10 (2013.01); H04L 43/16 (2013.01);
Abstract

A system uses a trained machine learning model to predict a likelihood of failure of telecommunications network equipment housed in equipment boxes. The model can be configured to receive, as input, (1) air temperature in an environment proximate to the equipment and (2) attributes of fans in the equipment boxes. The system monitors a set of equipment boxes using the model by processing the received measurements of air temperature and attributes of fans to predict likelihoods of failure of the monitored equipment boxes. Network performance associated with equipment housed in the monitored equipment boxes is observed. Upon detecting the observed network performance of telecommunications network equipment within a target equipment box is below a performance threshold and detecting the predicted likelihood of failure of the target equipment box is below a failure threshold, the model is retrained based on an error value associated with the predicted likelihood of failure.


Find Patent Forward Citations

Opedal, Jan. (2026). Predicting and mitigating failure of telecommunications network equipment (U.S. Patent No. 12563421). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12563421

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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