Variational inference of effective range parameters for 3He-4He scattering
Journal article, 2025

We use two different methods, Monte Carlo sampling and variational inference (VI), to perform a Bayesian calibration of the effective-range parameters in 3He-4He elastic scattering. The parameters are calibrated to data from a recent set of 3He-4He elastic scattering differential cross section measurements. Analysis of these data for Elab <= 4.3 MeV yields a unimodal posterior for which both methods obtain the same structure. However, the effective-range expansion amplitude does not account for the 7/2- state of 7Be so, even after calibration, the description of data at the upper end of this energy range is poor. The data up to Elab = 2.6 MeV can be well described, but calibration to this lower-energy subset of the data yields a bimodal posterior. After adapting VI to treat such a multi-modal posterior we find good agreement between the VI results and those obtained with parallel-tempered Monte Carlo sampling.

uncertainty quantification

nuclear reaction

effective field theory

Author

Andrius Burnelis

Ohio University

Vojtech Kejzlar

Skidmore College

Daniel Phillips

Chalmers, Physics, Subatomic, High Energy and Plasma Physics

Journal of Physics G: Nuclear and Particle Physics

0954-3899 (ISSN) 13616471 (eISSN)

Vol. 52 1 015109

Subject Categories (SSIF 2011)

Subatomic Physics

DOI

10.1088/1361-6471/ad9296

More information

Latest update

1/10/2025