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:
May. 30, 2023

Filed:

Jun. 04, 2021
Applicant:

Virginia Tech Intellectual Properties, Inc., Blacksburg, VA (US);

Inventors:

Timothy James O'Shea, Arlington, VA (US);

Thomas Charles Clancy, III, Arlington, VA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04B 17/391 (2015.01); H04B 17/10 (2015.01); H04B 17/373 (2015.01); H04L 25/02 (2006.01); G06N 5/046 (2023.01); H04L 25/03 (2006.01); G06N 20/00 (2019.01); G06N 3/045 (2023.01); H04B 17/24 (2015.01);
U.S. Cl.
CPC ...
H04B 17/3912 (2015.01); G06N 3/045 (2023.01); G06N 5/046 (2013.01); G06N 20/00 (2019.01); H04B 17/101 (2015.01); H04B 17/373 (2015.01); H04B 17/3913 (2015.01); H04L 25/0252 (2013.01); H04L 25/03165 (2013.01); H04B 17/24 (2015.01); H04L 2025/03464 (2013.01);
Abstract

One or more processors control processing of radio frequency (RF) signals using a machine-learning network. The one or more processors receive as input, to a radio communications apparatus, a first representation of an RF signal, which is processed using one or more radio stages, providing a second representation of the RF signal. Observations about, and metrics of, the second representation of the RF signal are obtained. Past observations and metrics are accessed from storage. Using the observations, metrics and past observations and metrics, parameters of a machine-learning network, which implements policies to process RF signals, are adjusted by controlling the radio stages. In response to the adjustments, actions performed by one or more controllers of the radio stages are updated. A representation of a subsequent input RF signal is processed using the radio stages that are controlled based on actions including the updated one or more actions.


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