Back to Search Start Over

Fast & accurate emulation of two-body scattering observables without wave functions

Authors :
A.J. Garcia
Richard Furnstahl
C. Drischler
J. A. Melendez
Xilin Zhang
Source :
Physics Letters, Physics Letters B, Vol 821, Iss, Pp 136608-(2021)
Publication Year :
2021
Publisher :
arXiv, 2021.

Abstract

We combine Newton's variational method with ideas from eigenvector continuation to construct a fast & accurate emulator for two-body scattering observables. The emulator will facilitate the application of rigorous statistical methods for interactions that depend smoothly on a set of free parameters. Our approach begins with a trial $K$ or $T$ matrix constructed from a small number of exact solutions to the Lippmann--Schwinger equation. Subsequent emulation only requires operations on small matrices. We provide several applications to short-range potentials with and without the Coulomb interaction and partial-wave coupling. It is shown that the emulator can accurately extrapolate far from the support of the training data. When used to emulate the neutron-proton cross section with a modern chiral interaction as a function of 26 free parameters, it reproduces the exact calculation with negligible error and provides an over 300x improvement in CPU time.<br />9 pages, 6 figures; minor updates, close to published version

Details

Database :
OpenAIRE
Journal :
Physics Letters, Physics Letters B, Vol 821, Iss, Pp 136608-(2021)
Accession number :
edsair.doi.dedup.....06c202b16dfa01224f5529cf2cc8eae8
Full Text :
https://doi.org/10.48550/arxiv.2106.15608