arXiv:2007.03635·v4·Nuclear Theory
Efficient emulators for scattering using eigenvector continuation
R.J. Furnstahl🇺🇸 · A.J. Garcia🇺🇸 · P.J. Millican🇺🇸 · Xilin Zhang🇺🇸
Abstract
Eigenvector continuation EC has been shown to accurately and efficiently reproduce ground states for targeted sets of Hamiltonian parameters. It uses as variational basis vectors the corresponding ground-state eigensolutions from selected other sets of parameters. Here we extend the EC approach to scattering using the Kohn variational principle. We first test it using a model for S-wave nucleon-nucleon scattering and then demonstrate that it also works to give accurate predictions for non-local potentials, charged-particle scattering, complex optical potentials, and higher partial waves. These proofs-of-principle validate EC as an accurate emulator for applying Bayesian inference to parameter estimation constrained by scattering observables. The efficiency of such emulators is because the accuracy is achieved with a small number of variational basis elements and the central computations are just linear algebra calculations in the space spanned by this basis.
Comments: Typos in Eqs~(7) and (8) are corrected. Erratum will be submitted