Imaging of Moving Targets With Multi-Static SAR Using an Overcomplete Dictionary
This paper presents a method for imaging of moving targets using multi-static radar by treating the problem as one of joint spatial reflectivity signal inversion with respect to an overcomplete dictionary of target velocities. Existing approaches to dealing with moving targets in SAR solve the nonli...
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Published in | IEEE journal of selected topics in signal processing Vol. 4; no. 1; pp. 164 - 176 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.02.2010
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
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Abstract | This paper presents a method for imaging of moving targets using multi-static radar by treating the problem as one of joint spatial reflectivity signal inversion with respect to an overcomplete dictionary of target velocities. Existing approaches to dealing with moving targets in SAR solve the nonlinear problem of target scattering and motion estimation typically through decoupled matched filtering. In contrast, by using an overcomplete dictionary approach we effectively linearize the forward model and solve the moving target problem as a larger, unified regularized inversion problem subject to sparsity constraints. This unified framework allows estimation of scatter motion and reflectivity to be done in an optimal and global way. We show examples of the potential of the new method for sensing configurations with transmitters and receivers randomly dispersed in a multi-static geometry within a narrow forward cone around the scene of interest. |
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AbstractList | This paper presents a method for imaging of moving targets using multi-static radar by treating the problem as one of joint spatial reflectivity signal inversion with respect to an overcomplete dictionary of target velocities. Existing approaches to dealing with moving targets in SAR solve the nonlinear problem of target scattering and motion estimation typically through decoupled matched filtering. In contrast, by using an overcomplete dictionary approach we effectively linearize the forward model and solve the moving target problem as a larger, unified regularized inversion problem subject to sparsity constraints. This unified framework allows estimation of scatter motion and reflectivity to be done in an optimal and global way. We show examples of the potential of the new method for sensing configurations with transmitters and receivers randomly dispersed in a multi-static geometry within a narrow forward cone around the scene of interest. |
Author | Stojanovic, I. Karl, W.C. |
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References | ref35 ref13 ref34 ref12 ref15 ref14 ref31 ref30 ref11 ref32 ref10 ref17 ref16 stojanovic (ref33) 2009; 7337 ref19 ref18 minardi (ref2) 2005; 5808 ref24 ref23 ref26 ref25 ref20 ref22 ref21 ref28 ref27 ref29 ref8 ref7 ref3 ref5 himed (ref9) 2001; 4540 jakowatz (ref1) 1998; 3370 klemm (ref6) 1998 jao (ref4) 2001; 39 |
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SubjectTerms | Dictionaries Filtering Geometry Imaging Inversions Layout Matched filters Mathematical models Motion estimation Moving targets multi-static radar overcomplete dictionary Radar imaging Radar scattering Reflectivity sparsity Synthetic aperture radar Transmitters |
Title | Imaging of Moving Targets With Multi-Static SAR Using an Overcomplete Dictionary |
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