DocumentCode :
85764
Title :
High-resolution range-Doppler processing by coherent block-sparse estimation
Author :
Demissie, Bruno ; Berger, Christian R.
Author_Institution :
Dept. for Sensor Data & Inf. Fusion, Fraunhofer FKIE, Wachtberg, Germany
Volume :
50
Issue :
2
fYear :
2014
fDate :
Apr-14
Firstpage :
843
Lastpage :
857
Abstract :
This work contemplates advanced signal processing techniques for narrow band pulsed radar systems. If we assume a sparse scene of point-like targets and formulate the data model for the received signal in Fourier space, we can produce a block sparse estimation problem for the range profile spectra in all relevant Doppler channels. The range profile spectra are jointly estimated by coherent versions of block matching pursuit and basis pursuit algorithms. Then, in each Doppler channel, we compute the delays using a parametric high-resolution method. The mixed sparse/parametric approach overcomes the disadvantages of matched filters concerning resolution and ambiguities and has less computational complexity than full two-dimensional sparse estimation methods. We show results from numerical simulations and experimental measurements recorded with a passive bistatic radar using Global System for Mobil Communications (GSM) base stations as illuminators of opportunity.
Keywords :
Doppler radar; compressed sensing; estimation theory; iterative methods; passive radar; radar resolution; time-frequency analysis; Doppler channels; Fourier space; GSM base stations; Global System for Mobil Communications; basis pursuit algorithms; block matching pursuit; coherent block-sparse estimation; high-resolution range-Doppler processing; matched filters; narrow band pulsed radar systems; parametric high-resolution method; passive bistatic radar; point-like targets; profile spectra; signal processing techniques; Data models; Dictionaries; Doppler effect; Estimation; Matching pursuit algorithms; Radar; Vectors;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/TAES.2013.120455
Filename :
6850186
Link To Document :
بازگشت