Open Research Newcastle
Browse

Probabilistic modelling and reconstruction of strain

Download (2.26 MB)
journal contribution
posted on 2025-05-08, 23:11 authored by Carl Jidling, Johannes Hendriks, Niklas Wahlström, Alexander Gregg, Thomas B. Schön, Christopher WensrichChristopher Wensrich, Adrian WillsAdrian Wills
This paper deals with modelling and reconstruction of strain fields, relying upon data generated from neutron Bragg-edge measurements. We propose a probabilistic approach in which the strain field is modelled as a Gaussian process, assigned a covariance structure customised by incorporation of the so-called equilibrium constraints. The computational complexity is significantly reduced by utilising an approximation scheme well suited for the problem. We illustrate the method on simulations and real data. The results indicate a high potential and can hopefully inspire the concept of probabilistic modelling to be used within other tomographic applications as well.

History

Journal title

Nuclear Instruments and Methods in Physics Research, Section B: Beam Interactions with Materials and Atoms

Volume

436

Issue

1 December 2018

Pagination

141-155

Publisher

Elsevier

Language

  • en, English

College/Research Centre

Faculty of Engineering and Built Environment

School

School of Engineering

Usage metrics

    Publications

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC