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.:
Date of Patent:
Aug. 20, 2024
Filed:
Apr. 21, 2020
Caci, Inc.—federal, Arlington, VA (US);
Stanley Vitebsky, Millburn, NJ (US);
Marc J. Beacken, Randolph, NJ (US);
CACI, Inc.—Federal, Reston, VA (US);
Abstract
The present application describes a method for training a neural network via deep reinforcement learning (DRL) in a RF network. The method includes a step of receiving, via the neural network, a policy from a third party. The method also includes a step of receiving, via the neural network, features of plural telecommunication groups located in an RF network. The method also includes a step of observing, via the neural network, a graphical representation of the received features of the plural telecommunication groups in the RF network. The method further includes a step of assigning, based on the observation, one of the plural telecommunication groups to one of plural channels in the RF network. The method even further includes a step of determining, via the neural network, a change in throughput of the RF network based on the assignment. The method yet even further incudes as step of adjusting, based on the determined change in throughput, the policy received from the third party.