Detail publikačního výsledku

Radar Signal Recognition Method Based on Gaussian Mixture Models

BALADA, R.

Originální název

Radar Signal Recognition Method Based on Gaussian Mixture Models

Anglický název

Radar Signal Recognition Method Based on Gaussian Mixture Models

Druh

Stať ve sborníku v databázi WoS či Scopus

Originální abstrakt

This paper describes an automatic recognition method of radar signals. The modern radar systems utilize many heterogeneous signals and corresponding number of various recognition methods exist. Nevertheless, this paper is focused on an automatic target recognition method based on calculation of the Gaussian Mixture Models because they can be widely used and theirs parameters are easy to change. These abilities predetermine the Gaussian Mixture Models recognition method to cover the most of the radar signals recognition tasks. The Gaussian Mixture Models were obtained for a wide range of heterogeneous radar signals. The Maximum-likelihood criterion was applied to these models and algorithm performance was examined.

Anglický abstrakt

This paper describes an automatic recognition method of radar signals. The modern radar systems utilize many heterogeneous signals and corresponding number of various recognition methods exist. Nevertheless, this paper is focused on an automatic target recognition method based on calculation of the Gaussian Mixture Models because they can be widely used and theirs parameters are easy to change. These abilities predetermine the Gaussian Mixture Models recognition method to cover the most of the radar signals recognition tasks. The Gaussian Mixture Models were obtained for a wide range of heterogeneous radar signals. The Maximum-likelihood criterion was applied to these models and algorithm performance was examined.

Klíčová slova

Gaussian Mixture Model; GMM; radar signal; recognition

Klíčová slova v angličtině

Gaussian Mixture Model; GMM; radar signal; recognition

Autoři

BALADA, R.

Rok RIV

2013

Vydáno

26.04.2012

ISBN

978-80-214-4462-1

Kniha

Proceedings of the 18th Conference STUDENT EEICT 2012 Volume 3

Edice

Volume 3

Strany od

54

Strany do

58

Strany počet

5

BibTex

@inproceedings{BUT91659,
  author="Radek {Balada}",
  title="Radar Signal Recognition Method Based on Gaussian Mixture Models",
  booktitle="Proceedings of the 18th Conference STUDENT EEICT 2012 Volume 3",
  year="2012",
  series="Volume 3",
  number="první",
  pages="54--58",
  isbn="978-80-214-4462-1"
}