公开(公告)号：US12284094B2

公开(公告)日：2025-04-22

申请号：US18147489

申请日：2022-12-28

Applicant: Juniper Networks, Inc.

Inventor： Ajit Krishna Patankar ,  Kaushik Adesh Agrawal ,  Kihwan Han ,  Monimoy Deb Purkayastha ,  Patrick John Melampy ,  Patrick Timmons

IPC: H04L43/04 ,  H04L41/16 ,  H04L43/062 ,  H04L43/0882 ,  H04L47/27 ,  H04N21/643

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.