• DocumentCode
    2472022
  • Title

    Classification of digital modulated signals based on time frequency representation

  • Author

    Haq, Khandker Nadya ; Mansour, Ali ; Nordholm, Sven

  • Author_Institution
    Electr. & Comput. Eng. Dept., Curtin Univ. of Technol., Bentley, WA, Australia
  • fYear
    2010
  • fDate
    13-15 Dec. 2010
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This paper proposes a new method for classifying Digital Modulations, including the typical PSK (Phase Shift Keying), FSK (Frequency Shift Keying), ASK (Amplitude Shift Keying) as well as the present OFDM (Orthogonal Frequency Division Multiplex) modulation. The method is based on the analysis of the time frequency representation of the digitally modulated signals. At first, some experiments have been done to monitor the time frequency representation for different types of modulations. Then a statistical method has been applied and finally a peak detection technique has been employed to classify the modulation types. The method is capable to classify PSK, ASK, FSK 2, FSK 4, FSK 8, FSK16 and OFDM signals. Finally many simulations have been conducted and it is shown that, our method is capable to classify the right modulation against an SNR (Signal to Noise Ratio) of less than 5 dB. The classification rate is 100% for PSK and ASK signals, and 96.5% for OFDM signals. No explicit prior information is required for this method.
  • Keywords
    OFDM modulation; amplitude shift keying; frequency shift keying; phase shift keying; signal classification; statistical analysis; ASK; FSK; OFDM; PSK; amplitude shift keying; digital modulated signal classification; frequency shift keying; orthogonal frequency division multiplex modulation; phase shift keying; statistical method; time frequency representation; Amplitude shift keying; Frequency shift keying; OFDM; Phase shift keying; Time frequency analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communication Systems (ICSPCS), 2010 4th International Conference on
  • Conference_Location
    Gold Coast, QLD
  • Print_ISBN
    978-1-4244-7908-5
  • Electronic_ISBN
    978-1-4244-7906-1
  • Type

    conf

  • DOI
    10.1109/ICSPCS.2010.5709731
  • Filename
    5709731