Detail publikačního výsledku

Support Vector Machine - Based Classification of Wireless Transceivers

MARŠÁLEK, R.; YOUSSEFOVÁ, K.; POSPÍŠIL, M.

Originální název

Support Vector Machine - Based Classification of Wireless Transceivers

Anglický název

Support Vector Machine - Based Classification of Wireless Transceivers

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

The wireless device authentication based on the impairments of radio frequency front-end is a promising method how to increase the physical layer security of future wireless networks. This paper is demonstrating the use of one of the most-used machine learning methods - Support Vector Machines in such an application. Besides sketching the multi-class authentication on an example of data from a set of software defined radios, we also evaluate how is the used classifier sensitive to changes of working temperature during the learning and testing phases.

Anglický abstrakt

The wireless device authentication based on the impairments of radio frequency front-end is a promising method how to increase the physical layer security of future wireless networks. This paper is demonstrating the use of one of the most-used machine learning methods - Support Vector Machines in such an application. Besides sketching the multi-class authentication on an example of data from a set of software defined radios, we also evaluate how is the used classifier sensitive to changes of working temperature during the learning and testing phases.

Klíčová slova

RF transceivers; authentication; RE impairments; support vector machines

Klíčová slova v angličtině

RF transceivers; authentication; RE impairments; support vector machines

Autoři

MARŠÁLEK, R.; YOUSSEFOVÁ, K.; POSPÍŠIL, M.

Rok RIV

2022

Vydáno

06.05.2021

Nakladatel

IEEE

Místo

NEW YORK

ISBN

978-1-6654-1474-6

Kniha

2021 31ST INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA)

Strany od

1

Strany do

4

Strany počet

4

URL

https://ieeexplore.ieee.org/document/9420191

BibTex

@inproceedings{BUT177253,
  author="Roman {Maršálek} and Kristina {Youssefová} and Martin {Pospíšil}",
  title="Support Vector Machine - Based Classification of Wireless Transceivers",
  booktitle="2021 31ST INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA)",
  year="2021",
  pages="1--4",
  publisher="IEEE",
  address="NEW YORK",
  doi="10.1109/RADIOELEKTRONIKA52220.2021.9420191",
  isbn="978-1-6654-1474-6",
  url="https://ieeexplore.ieee.org/document/9420191"
}