• DocumentCode
    3091350
  • Title

    Classification of linear modulations by a combination of different orders cyclic cumulants

  • Author

    Marchand, Pierre ; Martret, Christophe Le ; Lacoume, Jean-Louis

  • Author_Institution
    TEAMLOG, Le Grand Sablon, La Tronche, France
  • fYear
    1997
  • fDate
    21-23 Jul 1997
  • Firstpage
    47
  • Lastpage
    51
  • Abstract
    The search for discriminating features is a crucial point when a modulation classification task is aimed. This paper introduces new features based on a combination of fourth- and second-order temporal cyclic cumulants. Such a combination enhances the theoretical discrimination that can be achieved by a single stationary cumulant, and moreover, the cyclic parameters become discriminating whereas it is not the case when they are considered at pure orders. As an application, we propose a process to classify 4-PSK vs. 16-QAM modulations. The classification is achieved by estimating the feature for the received signal, and comparing it with theoretical ones by a matched filter technique. Simulations show that though the cyclic parameters are a priori more discriminating than their stationary counterparts, the variance of their estimates may overcome this advantage
  • Keywords
    higher order statistics; parameter estimation; pattern classification; phase shift keying; quadrature amplitude modulation; signal processing; 16-QAM; 4-PSK; cyclic parameters; discriminating features; fourth-order temporal cyclic cumulants; linear modulations; matched filter; modulation classification; received signal; second-order temporal cyclic cumulants; stationary counterpart; variance; Digital modulation; Feature extraction; Information analysis; Matched filters; Parameter estimation; Quadrature phase shift keying; Signal analysis; Signal processing; Statistics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Higher-Order Statistics, 1997., Proceedings of the IEEE Signal Processing Workshop on
  • Conference_Location
    Banff, Alta.
  • Print_ISBN
    0-8186-8005-9
  • Type

    conf

  • DOI
    10.1109/HOST.1997.613485
  • Filename
    613485