• DocumentCode
    1270365
  • Title

    Target identification with wave-based matched pursuits and hidden Markov models

  • Author

    Bharadwaj, Priya K. ; Runkle, Paul R. ; Carin, Lawrence

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Duke Univ., Durham, NC, USA
  • Volume
    47
  • Issue
    10
  • fYear
    1999
  • fDate
    10/1/1999 12:00:00 AM
  • Firstpage
    1543
  • Lastpage
    1554
  • Abstract
    The method of matched pursuits is an algorithm by which a waveform is parsed into its fundamental constituents here, in the context of short-pulse electromagnetic scattering, wavefronts, and resonances (constituting what we have called wave-based matched pursuits). The wave-based matched-pursuits algorithm is used to develop a codebook of features that are representative of time-domain scattering from a target of interest, accounting for the variability of such as a function of target-sensor orientation. This codebook is subsequently used in the context of a hidden Markov model (HMM) in which the probability of measuring a particular codebook element is quantified as a function of target-sensor orientation. We review the wave-based matched-pursuits algorithm and its use in the context of an HMM (for target identification). Finally, this new wave-based signal processing algorithm is demonstrated with simulated scattering data, with additive noise
  • Keywords
    electromagnetic wave scattering; feature extraction; hidden Markov models; image coding; image matching; inverse problems; noise; radar imaging; radar target recognition; resonance; signal processing; synthetic aperture radar; time-domain analysis; vector quantisation; 2D image domain; HMM; ISAR; SAR; VQ; additive noise; features codebook; hidden Markov models; probability; resonances; short-pulse electromagnetic scattering; simulated scattering data; target identification; target-sensor orientation; time-domain scattering; wave-based matched-pursuits algorithm; wave-based signal processing algorithm; wavefronts; Dictionaries; Electromagnetic scattering; Frequency dependence; Hidden Markov models; Pursuit algorithms; Radar scattering; Resonance; Resonant frequency; Signal processing algorithms; Wideband;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-926X
  • Type

    jour

  • DOI
    10.1109/8.805897
  • Filename
    805897