US 11,943,003 B2
Wireless device classification apparatus and method
Abdurrahman Elmaghbub, Corvallis, OR (US); and Bechir Hamdaoui, Corvallis, OR (US)
Assigned to Oregon State University, Corvallis, OR (US)
Filed by Oregon State University, Corvallis, OR (US)
Filed on Oct. 8, 2021, as Appl. No. 17/497,550.
Claims priority of provisional application 63/090,687, filed on Oct. 12, 2020.
Prior Publication US 2022/0116130 A1, Apr. 14, 2022
Int. Cl. H04B 17/13 (2015.01); G06F 18/214 (2023.01); G06F 18/23 (2023.01); H04B 17/391 (2015.01); H04W 4/20 (2018.01)
CPC H04B 17/3913 (2015.01) [G06F 18/214 (2023.01); G06F 18/23 (2023.01); H04W 4/20 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A non-transitory machine-readable storage media having machine-readable instructions stored thereon, that when executed, cause one or more machines to perform a method comprising:
applying a neural network trained to classify a wireless device based on in-band and out-of-band information;
receiving a first in-band information and a first out-of-band information from a first wireless device; and
identifying whether the first wireless device is a valid or an invalid device based on applying the neural network and using the first in-band information and the first out-of-band information.