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Fast & accurate emulation of two-body scattering observables without wave functions
- 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
- Subjects :
- Physics
Nuclear and High Energy Physics
Emulation
Condensed Matter - Materials Science
Nuclear Theory
QC1-999
High Energy Physics - Lattice (hep-lat)
CPU time
Materials Science (cond-mat.mtrl-sci)
FOS: Physical sciences
Observable
Function (mathematics)
Nuclear Theory (nucl-th)
High Energy Physics - Phenomenology
Variational method
High Energy Physics - Lattice
High Energy Physics - Phenomenology (hep-ph)
Statistical physics
Nuclear Experiment (nucl-ex)
Wave function
Nuclear Experiment
Eigenvalues and eigenvectors
Free parameter
Subjects
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