Hybrid inverse problems and internal functionals
arXiv:1110.4733
Abstract
This paper reviews recent results on hybrid inverse problems, which are also called coupled-physics inverse problems of multi-wave inverse problems. Inverse problems tend to be most useful in, e.g., medical and geophysical imaging, when they combine high contrast with high resolution. In some settings, a single modality displays either high contrast or high resolution but not both. In favorable situations, physical effects couple one modality with high contrast with another modality with high resolution. The mathematical analysis of such couplings forms the class of hybrid inverse problems. Hybrid inverse problems typically involve two steps. In a first step, a well-posed problem involving the high-resolution low-contrast modality is solved from knowledge of boundary measurements. In a second step, a quantitative reconstruction of the parameters of interest is performed from knowledge of the point-wise, internal, functionals of the parameters reconstructed during the first step. This paper reviews mathematical techniques that have been developed in recent years to address the second step. Mathematically, many hybrid inverse problems find interpretations in terms of linear and nonlinear (systems of) equations. In the analysis of such equations, one often needs to verify that qualitative properties of solutions to elliptic linear equations are satisfied, for instance the absence of any critical points. This paper reviews several methods to prove that such qualitative properties hold, including the method based on the construction of complex geometric optics solutions.
36 pages. Review paper
References in corpus (1)
Cited by in corpus (27)
- Inverse anisotropic diffusion from power density measurements in two dimensions
- Multiwave imaging in an enclosure with variable wave speed
- Inverse anisotropic conductivity from internal current densities
- Infinite-dimensional inverse problems with finite measurements
- Disjoint sparsity for signal separation and applications to hybrid inverse problems in medical imaging
- Imaging Conductivity from Current Density Magnitude using Neural Networks
- Consistency of Bayesian inference with Gaussian process priors for a parabolic inverse problem
- Inverse Problems of Combined Photoacoustic and Optical Coherence Tomography
- On the Bernstein-Von Mises Theorem for High Dimensional Nonlinear Bayesian Inverse Problems
- On multiple frequency power density measurements II. The full Maxwell's equations
- Multi-frequency acousto-electromagnetic tomography
- Absence of Critical Points of Solutions to the Helmholtz Equation in 3D
- Combining the Runge approximation and the Whitney embedding theorem in hybrid imaging
- Explicit Reconstructions in QPAT, QTAT, TE, and MRE
- A global stability estimate for the photo-acoustic inverse problem in layered media
- Harmonic determinants and unique continuation
- Thermoacoustic tomography for an integro-differential wave equation modeling attenuation
- Reconstruct Lame parameters of linear isotropic elasticity system
- Stable determination of a Lamé coefficient by one internal measurement of displacement
- On diffusive scaling in acousto-optic imaging
- Jacobian of solutions to the conductivity equation in limited view
- Stability for Quantitative Photoacoustic Tomography with well chosen illuminations
- Reconstruction Formulas for a Single Scattering Model in Photoacoustic Imaging and Applications to Sectional Imaging
- Applications of CGO Solutions on Coupled-Physics Inverse Problems
- Semi-classical limit of an inverse problem for the Schrödinger equation
- A sparsity-based nonlinear reconstruction method for two-photon photoacoustic tomography
- Ultrasound Modulated Bioluminescence Tomography With A Single Optical Measurement