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:
Apr. 21, 2025

Filed:

Dec. 27, 2022
Applicant:

Juniper Networks, Inc., Sunnyvale, CA (US);

Inventors:

Ajit Krishna Patankar, Fremont, CA (US);

Kaushik Adesh Agrawal, Chelmsford, MA (US);

Kihwan Han, Pleasanton, CA (US);

Monimoy Deb Purkayastha, Bangalore, IN;

Patrick John Melampy, Dunstable, MA (US);

Patrick Timmons, Natick, MA (US);

Assignee:

Juniper Networks, Inc., Sunnyvale, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 43/04 (2021.12); H04L 41/16 (2021.12); H04L 43/062 (2021.12); H04L 43/0882 (2021.12); H04L 47/27 (2021.12); H04N 21/643 (2010.12);
U.S. Cl.
CPC ...
H04L 43/04 (2012.12); H04L 41/16 (2012.12); H04L 43/062 (2012.12); H04L 43/0882 (2012.12); H04L 47/27 (2012.12); H04N 21/643 (2012.12);
Abstract

A device may receive network traffic data that includes network traffic packet sizes, and may transform the network traffic data into transformed data. The device may process the transformed data, with a machine learning model, to generate an embedding, and may obtain a similarity metric for the embedding. The device may create a graph with nodes and edges based on the embedding and the similarity metric, and may process the graph, with a community detection model, to identify network traffic categories for the network traffic data. The device may perform one or more actions based on the network traffic categories.


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