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.

Patent No.:

US 11177996 B1

PDF
Full Text
Expired
Date of Patent:
Nov. 16, 2021

Filed:

Apr. 04, 2017
Applicant:

Telefonaktiebolaget Lm Ericsson (Publ), Stockholm, SE;

Inventors:

Vincent Huang, Sollentuna, SE;

Roberta Daidone, San Giuliano Terme, IT;

Tobias Ley, Täby, SE;

Martha Vlachou-Konchylaki, Stockholm, SE;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 15/173 (2006.01); H04L 12/24 (2006.01); G06N 20/00 (2019.01); G06N 7/00 (2006.01); H04L 12/46 (2006.01); H04L 29/08 (2006.01);
U.S. Cl.
CPC ...
H04L 41/046 (2013.01); G06N 7/005 (2013.01); G06N 20/00 (2019.01); H04L 12/4641 (2013.01); H04L 41/16 (2013.01); H04L 67/1095 (2013.01);
Abstract

A method for training a Software Agent to control a communication network is disclosed. The method comprises initialising a training network slice within the communication network, instantiating within the training network slice a cloned version of at least one Virtualised Network Function (VNF) comprised within a production network slice, mirroring traffic incoming to the VNFs of the production network slice and forwarding the mirrored traffic to the training network slice. The method further comprises causing a training instance of the Software Agent to execute a Reinforcement Learning algorithm on the training network slice, and transferring knowledge acquired by the training instance of the Software Agent to a production instance of the Software Agent. Also disclosed are an apparatus and a computer program configured to carry out methods for training a Software Agent to control a communication network.


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