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:
Aug. 31, 2021

Filed:

Dec. 18, 2017
Applicant:

Cisco Technology, Inc., San Jose, CA (US);

Inventors:

Pascal Thubert, La Colle sur Loup, FR;

Enzo Fenoglio, Issy-les-Moulineaux, FR;

Jean-Philippe Vasseur, Saint Martin d'uriage, FR;

Hugo Latapie, Long Beach, CA (US);

Assignee:

Cisco Technology, Inc., San Jose, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 15/173 (2006.01); H04L 12/751 (2013.01); H04L 12/725 (2013.01); H04L 12/24 (2006.01); H04L 12/851 (2013.01); H04L 12/707 (2013.01);
U.S. Cl.
CPC ...
H04L 45/08 (2013.01); H04L 41/147 (2013.01); H04L 41/16 (2013.01); H04L 45/22 (2013.01); H04L 45/302 (2013.01); H04L 47/2441 (2013.01);
Abstract

In one embodiment, a controller in a network trains a deep reinforcement learning-based agent to predict traffic flows in the network. The controller determines one or more resource requirements for the predicted traffic flows. The controller assigns, using the deep reinforcement learning-based agent, paths in the network to the flows based on the determined one or more resource requirements, to avoid fragmentation of a flow during transmission of the flow through the network. The controller sends, to nodes in the network, assignment instructions that cause the flows to traverse the network via their assigned paths.


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