Nonlinear methods for inverse problems

The general inverse problem is formulated as a nonlinear operator equation. The solution of this via the Newton-Kantorovich method is outlined. Fréchet differentiability of the operator is given by the implicit function theorem. We also consider questions such as uniqueness, stability and regulariza...

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Main Author: Connolly, T. John
Language:en
Published: University of Canterbury. Mathematics 2013
Online Access:http://hdl.handle.net/10092/8563
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spelling ndltd-canterbury.ac.nz-oai-ir.canterbury.ac.nz-10092-85632015-03-30T15:29:45ZNonlinear methods for inverse problemsConnolly, T. JohnThe general inverse problem is formulated as a nonlinear operator equation. The solution of this via the Newton-Kantorovich method is outlined. Fréchet differentiability of the operator is given by the implicit function theorem. We also consider questions such as uniqueness, stability and regularization of the inverse problem. This general theory is then applied to a number of different inverse problems. The Newton-Kantorovich method is derived for each example and Fréchet differentiability examined. In some cases numerical results are provided, for others our work provides a theoretical basis for results obtained by different authors. The problems considered include an interior measurement inverse problem from steady-state diffusion, and a boundary measurement problem for electrical conductivity imaging. We also examine the determination of refractive indices and scattering boundaries for the Helmholtz equation from measurements of the farfield. In addition an inverse problem from geometric optics is investigated.University of Canterbury. Mathematics2013-11-06T23:40:34Z2013-11-06T23:40:34Z1989Electronic thesis or dissertationTexthttp://hdl.handle.net/10092/8563enNZCUCopyright T. John Connollyhttp://library.canterbury.ac.nz/thesis/etheses_copyright.shtml
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language en
sources NDLTD
description The general inverse problem is formulated as a nonlinear operator equation. The solution of this via the Newton-Kantorovich method is outlined. Fréchet differentiability of the operator is given by the implicit function theorem. We also consider questions such as uniqueness, stability and regularization of the inverse problem. This general theory is then applied to a number of different inverse problems. The Newton-Kantorovich method is derived for each example and Fréchet differentiability examined. In some cases numerical results are provided, for others our work provides a theoretical basis for results obtained by different authors. The problems considered include an interior measurement inverse problem from steady-state diffusion, and a boundary measurement problem for electrical conductivity imaging. We also examine the determination of refractive indices and scattering boundaries for the Helmholtz equation from measurements of the farfield. In addition an inverse problem from geometric optics is investigated.
author Connolly, T. John
spellingShingle Connolly, T. John
Nonlinear methods for inverse problems
author_facet Connolly, T. John
author_sort Connolly, T. John
title Nonlinear methods for inverse problems
title_short Nonlinear methods for inverse problems
title_full Nonlinear methods for inverse problems
title_fullStr Nonlinear methods for inverse problems
title_full_unstemmed Nonlinear methods for inverse problems
title_sort nonlinear methods for inverse problems
publisher University of Canterbury. Mathematics
publishDate 2013
url http://hdl.handle.net/10092/8563
work_keys_str_mv AT connollytjohn nonlinearmethodsforinverseproblems
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