7 May 2019
Palaestra, Lund University, Sweden
Europe/Stockholm timezone

How to deal with a noisy zero – a simple Bayesian treatment for small angle neutron scattering

7 May 2019, 15:30
20m
Palaestra, Lund University, Sweden

Palaestra, Lund University, Sweden

Paradisgatan 4, 223 50 Lund, Sweden
Contributed talk Bayes@Lund 2019 Meeting Bayes@Lund 2019

Speaker

Alexander Holmes (European Spallation Source ERIC)

Description

Neutron scattering measurements are an ideal case for Bayesian analysis – statistics are limited, measurement time is expensive and there is often relevant background information.

I will present an example of small angle neutron scattering from superconducting vortex lattices. Most of the signal detected is irrelevant, and contributes nothing but noise to the final result. A Bayesian treatment of the results, allows a huge enhancement of the signal to noise ratio, and treats missing data sensibly.

I will further argue that Bayesian analysis offers a huge amount to the scattering community and would benefit significantly from more systematic support from institutions such as the ESS.

A. T. Holmes, Phys. Rev. B 90, 024514

Primary author

Alexander Holmes (European Spallation Source ERIC)

Presentation materials

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