• DocumentCode
    2785452
  • Title

    Analysis of measured radar data for Specific Emitter Identification

  • Author

    Conning, Mariëtte ; Potgieter, Ferdie

  • Author_Institution
    Defence, Peace, Safety & Security, Council for Sci. & Ind. Res., Tshwane, South Africa
  • fYear
    2010
  • fDate
    10-14 May 2010
  • Firstpage
    35
  • Lastpage
    38
  • Abstract
    Measured radar data assisted in the successful development and implementation of Specific Emitter Identification (SEI) signal processing algorithms. The aim of the algorithm is the identification of a specific emitter within a single class of emitters. The processes developed are pulse extraction, feature calculation, dimensionality reduction and classification. A pulse is detected whenever the phase changes from being random to being linear. Time domain features are then calculated from these extracted pulses to populate a feature vector. Some redundancy exists in the feature vector and a process of dimensionality reduction is followed to obtain the optimum set of features. A Fuzzy ARTMAP classifier completes the process of specific emitter identification to demonstrate the improvement in Correct Classification Decisions (CCD) using the reduced feature vector.
  • Keywords
    ART neural nets; fuzzy set theory; radar computing; radar signal processing; signal classification; correct classification decisions; dimensionality reduction; feature calculation; fuzzy ARTMAP classifier; measured radar data; pulse extraction; reduced feature vector; signal processing; specific emitter identification; time domain features; Data analysis; Data mining; Fractals; Frequency; Pulse measurements; Radar detection; Radar measurements; Radar signal processing; Signal analysis; Signal processing algorithms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Radar Conference, 2010 IEEE
  • Conference_Location
    Washington, DC
  • ISSN
    1097-5659
  • Print_ISBN
    978-1-4244-5811-0
  • Type

    conf

  • DOI
    10.1109/RADAR.2010.5494658
  • Filename
    5494658