Tikhonov regularization in Lp applied to inverse medium scattering
- 1. Center for Industrial Mathematics (ZeTeM), University of Bremen, Bibliothekstr. 1, D-28334 Bremen (Germany)
- 2. Department of Production Engineering, Foundation Institute of Materials Science (IWT), University of Bremen, Badgasteiner Str. 3, D-28359 Bremen (Germany)
Description
This paper presents Tikhonov- and iterated soft-shrinkage regularization methods for nonlinear inverse medium scattering problems. Motivated by recent sparsity-promoting reconstruction schemes for inverse problems, we assume that the contrast of the medium is supported within a small subdomain of a known search domain and minimize Tikhonov functionals with sparsity-promoting penalty terms based on Lp-norms. Analytically, this is based on scattering theory for the Helmholtz equation with the refractive index in Lp, 1 < p < ∞, and on crucial continuity and compactness properties of the contrast-to-measurement operator. Algorithmically, we use an iterated soft-shrinkage scheme combined with the differentiability of the forward operator in Lp to approximate the minimizer of the Tikhonov functional. The feasibility of this approach together with the quality of the obtained reconstructions is demonstrated via numerical examples. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/0266-5611/29/7/075003Additional details
Identifiers
Publishing Information
- Journal Title
- Inverse Problems
- Journal Volume
- 29
- Journal Issue
- 7
- Journal Page Range
- [19 p.]
- ISSN
- 0266-5611
- CODEN
- INVPET
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 45035483
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- APPROXIMATIONS; FUNCTIONALS; INVERSE SCATTERING PROBLEM; MATHEMATICAL OPERATORS; MATHEMATICAL SOLUTIONS; NONLINEAR PROBLEMS; NUMERICAL ANALYSIS; REFRACTIVE INDEX; SCATTERING
- Descriptors DEC
- CALCULATION METHODS; FUNCTIONS; MATHEMATICS; OPTICAL PROPERTIES; PHYSICAL PROPERTIES