English

A Simple Bayesian Method for Improved Analysis of Quasi-2D Scattering Data

Other Condensed Matter 2014-07-23 v2

Abstract

A new method is presented for the analysis of small angle neutron scattering data from quasi-2D systems such as flux lattices, Skyrmion lattices, and aligned liquid crystals. A significant increase in signal to noise ratio, and a natural application of the Lorentz factor can be achieved by taking advantage of the knowledge that all relevant scattering is centered on a plane in reciprocal space. The Bayesian form ensures that missing information is treated in a controlled way and can be subsequently included in the analysis. A simple algorithm based on Gaussian probability assumptions is provided which provides very satisfactory results. Finally, it is argued that a generalised model-independent Bayesian data analysis method would be highly advantageous for the processing of neutron and x-ray scattering data.

Keywords

Cite

@article{arxiv.1404.0833,
  title  = {A Simple Bayesian Method for Improved Analysis of Quasi-2D Scattering Data},
  author = {Alexander T. Holmes},
  journal= {arXiv preprint arXiv:1404.0833},
  year   = {2014}
}
R2 v1 2026-06-22T03:42:00.556Z