US 12,218,917 B2
Method and systems for dynamic spectrum sharing with a spectrum management firewall
John Arpee, Herndon, VA (US)
Assigned to RIVADA NETWORKS, LLC, Centerville, VA (US)
Filed by RIVADA NETWORKS, LLC, Centreville, VA (US)
Filed on Feb. 20, 2024, as Appl. No. 18/581,674.
Application 18/581,674 is a continuation of application No. 17/502,099, filed on Oct. 15, 2021.
Claims priority of provisional application 63/092,370, filed on Oct. 15, 2020.
Prior Publication US 2024/0195786 A1, Jun. 13, 2024
Int. Cl. H04L 9/40 (2022.01); G06N 3/045 (2023.01); H04W 16/14 (2009.01)
CPC H04L 63/029 (2013.01) [G06N 3/045 (2023.01); H04W 16/14 (2013.01)] 29 Claims
OG exemplary drawing
 
1. A computing device implementing a spectrum management firewall (SMF), comprising:
a processor configured to:
collect data related to an activity of one or more resources within a protected system;
label the collected activity data based on a system type associated with the activity of the one or more resources;
train a discriminator neural network with the labeled data, wherein the discriminator neural network is configured to evaluate and differentiate between genuine and simulated data related to the activity of the resource;
configure a Generative Adversarial Network (GAN) that includes the trained discriminator neural network and a generator neural network that is configured to generate data simulating fake systems related to the type of identified resource or protected system;
generate, by the GAN, fake systems related to each type of identified resource or the protected system;
determine a suitability of each generated fake system for use as a mask based on a credibility of the generated fake system and its ability to obscure real activity of the protected system; and
cause a suitable generated fake system to serve as a mask for the activity of a resource in the protected system.