Title :
Weakly Convex Discontinuity Adaptive Regularization for Microwave Imaging
Author :
Funing Bai ; Pizurica, Aleksandra ; Franchois, Ann ; Van Loocke, Sam ; De Zutter, Daniel ; Philips, Wilfried
Author_Institution :
Dept. of Telecommun. & Inf. Process. (IPI-TELIN-iMinds), Ghent Univ., Ghent, Belgium
Abstract :
Reconstruction of inhomogeneous dielectric objects from microwave scattering is a nonlinear and ill-posed inverse problem. In this communication, we develop a new class of weakly convex discontinuity adaptive (WCDA) models as a regularization for quantitative microwave tomography. We show that this class includes the Huber regularizer and we show how to combine these methods with electromagnetic solvers operating on the complex permittivity profile. 2D reconstructions of objects from the Institute Fresnel database and experimental data at a single frequency demonstrate the effectiveness of the proposed regularization even when employing far less transmitters and receivers than available in the database.
Keywords :
image reconstruction; microwave imaging; 2D reconstructions; Huber regularizer; Institute Fresnel database; electromagnetic solvers; inhomogeneous dielectric objects reconstruction; microwave imaging; microwave scattering; quantitative microwave tomography; receivers; transmitters; weakly convex discontinuity adaptive regularization; Adaptation models; Image reconstruction; Inverse problems; Microwave imaging; Microwave theory and techniques; Permittivity; Discontinuity adaptive regularization; electromagnetic scattering; inverse problem; microwave imaging;
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2013.2283603