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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 language | English |
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Journal | Inverse Problems |
DOIs | |
Publication status | Published - 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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Dive into the research topics of 'Polarimetric Neutron Tomography of Magnetic Fields: Uniqueness of Solution and Reconstruction'. Together they form a unique fingerprint.Projects
- 2 Finished
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Tomographic Imaging CCPi
Withers, P. (PI), Lee, P. (CoI) & Lionheart, W. (CoI)
29/08/15 → 28/08/20
Project: Research
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Next Generation Multi-Dimensional X-ray Imaging
Withers, P. (PI), Burke, G. (CoI), Cernik, R. (CoI), Haigh, S. (CoI), Lee, P. (CoI) & Lionheart, W. (CoI)
1/02/15 → 31/01/20
Project: Research