Polarimetric Neutron Tomography of Magnetic Fields: Uniqueness of Solution and Reconstruction

Naeem M. Desai, William R. B. Lionheart, Morten Sales, Markus Strobl, Søren Schmidt

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    Abstract

    We consider the problem of determination of a magnetic field from three dimensional polarimetric neutron tomography data. We see that this is an example of a non-Abelian ray transform and that the problem has a globally unique solution for smooth magnetic fields with compact support, and a locally unique solution for less smooth fields. We derive the linearization of the problem and note that the derivative is injective. We go on to show that the linearised problem about a zero magnetic field reduces to plane Radon transforms and suggest a modified Newton Kantarovich method (MNKM) type algorithm for the numerical solution of the non-linear problem, in which the forward problem is re-solved but the same derivative used each time. Numerical experiments demonstrate that MNKM works for small enough fields (or large enough velocities) and show an example where it fails to reconstruct a slice of the simulated data set. Lastly we show viewed as an optimization problem the inverse problem is non-convex so we expect gradient based methods may fail.
    Original languageEnglish
    JournalInverse Problems
    DOIs
    Publication statusPublished - 21 Feb 2020

    Keywords

    • polarimetric neutron tomography of magnetic fields
    • radon inversion
    • reconstruction algorithm
    • uniqueness of solution
    • non-Abelian ray transform

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