Publication result detail

Support Vector Machine - Based Classification of Wireless Transceivers

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

Original Title

Support Vector Machine - Based Classification of Wireless Transceivers

English Title

Support Vector Machine - Based Classification of Wireless Transceivers

Type

Paper in proceedings (conference paper)

Original Abstract

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.

English abstract

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.

Keywords

RF transceivers; authentication; RE impairments; support vector machines

Key words in English

RF transceivers; authentication; RE impairments; support vector machines

Authors

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

RIV year

2022

Released

06.05.2021

Publisher

IEEE

Location

NEW YORK

ISBN

978-1-6654-1474-6

Book

2021 31ST INTERNATIONAL CONFERENCE RADIOELEKTRONIKA (RADIOELEKTRONIKA)

Pages from

1

Pages to

4

Pages count

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"
}