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
Link To Document :
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