Full-wave three-dimensional microwave imaging with a regularized gauss-newton method-theory and experiment

被引:127
作者
De Zaeytijd, Juergen [1 ]
Franchois, Ann
Eyraud, Christelle
Geffrin, Jean-Michel
机构
[1] Univ Ghent, Dept Informat Technol, INTEC IMEC, B-9000 Ghent, Belgium
[2] Univ Providence Aix Marseille 1, Univ Paul Cezanne Aix Marseille III, Ecole Gen Ingn Marseille, Inst Fresnel UMR CNRSTIC 6133, F-13392 Marseille, France
[3] Univ Grenoble 1, CNRS, Lab Planetol, F-38041 Grenoble, France
关键词
electromagnetic scattering; inverse problems; microwave imaging; optimization methods;
D O I
10.1109/TAP.2007.908824
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A reconstruction algorithm is detailed for three-dimensional full-vectorial microwave imaging based on Newton-type optimization. The goal is to reconstruct the three-dimensional complex permittivity of a scatterer in a homogeneous background from a number of time-harmonic scattered field measurements. The algorithm combines a modified Gauss-Newton optimization method with a computationally efficient forward solver, based on the fast Fourier transform method and the marching-on-in-source-position extrapolation procedure. A regularized cost function is proposed by applying a multiplicative-additive regularization to the least squares datafit. This approach mitigates the effect of measurement noise on the reconstruction and effectively deals with the non-linearity of the optimization problem. It is furthermore shown that the modified Gauss-Newton method converges much faster than the Broyden-Fletcher-Gold-farb-Shanno quasi-Newton method. Promising quantitative reconstructions from both simulated and experimental data are presented. The latter data are bi-static polarimetric free-space measurements provided by Institut Fresnel, Marseille, France.
引用
收藏
页码:3279 / 3292
页数:14
相关论文
共 36 条
[1]   The diagonalized contrast source approach: an inversion method beyond the Born approximation [J].
Abubakar, A ;
Habashy, TM ;
van den Berg, PM ;
Gisolf, D .
INVERSE PROBLEMS, 2005, 21 (02) :685-702
[2]   Imaging of biomedical data using a multiplicative regularized contrast source inversion method [J].
Abubakar, A ;
van den Berg, PM ;
Mallorqui, JJ .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2002, 50 (07) :1761-1771
[3]  
ABUBAKAR A, 2001, IEEE T IMAGE PROCESS, V10
[4]   Influence of multiple scattering on three-dimensional imagig with optical diffraction tomography [J].
Belkebir, K ;
Chaumet, PC ;
Sentenac, A .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2006, 23 (03) :586-595
[5]  
Belkebir K, 2005, INVERSE PROBL, V21, pS1
[6]   Three-dimensional microwave tomography. Theory and computer experiments in scalar approximation [J].
Bulyshev, AE ;
Souvorov, AE ;
Semenov, SY ;
Svenson, RH ;
Nazarov, AG ;
Sizov, YE ;
Tatsis, GP .
INVERSE PROBLEMS, 2000, 16 (03) :863-875
[7]   A computational technique based on a real-coded genetic algorithm for microwave imaging purposes [J].
Caorsi, S ;
Massa, A ;
Pastorino, M .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (04) :1697-1708
[8]  
CHEW WC, 1990, IEEE T MED IMAGING, V9
[9]  
Cui TJ, 2001, IEEE T GEOSCI REMOTE, V39, P339, DOI 10.1109/36.905242
[10]   The Parallel Iterative Methods (PIM) package for the solution of systems of linear equations on parallel computers [J].
daCunha, RD ;
Hopkins, T .
APPLIED NUMERICAL MATHEMATICS, 1995, 19 (1-2) :33-50