TY - JOUR
T1 - Uncertainty quantification and propagation in nuclear density functional theory
AU - Schunck, N.
AU - McDonnell, J. D.
AU - Higdon, D.
AU - Sarich, J.
AU - Wild, S. M.
N1 - Publisher Copyright:
© 2015, SIF, Springer-Verlag Berlin Heidelberg.
PY - 2015/12/1
Y1 - 2015/12/1
N2 - Nuclear density functional theory (DFT) is one of the main theoretical tools used to study the properties of heavy and superheavy elements, or to describe the structure of nuclei far from stability. While on-going efforts seek to better root nuclear DFT in the theory of nuclear forces (see Duguet et al., this Topical Issue), energy functionals remain semi-phenomenological constructions that depend on a set of parameters adjusted to experimental data in finite nuclei. In this paper, we review recent efforts to quantify the related uncertainties, and propagate them to model predictions. In particular, we cover the topics of parameter estimation for inverse problems, statistical analysis of model uncertainties and Bayesian inference methods. Illustrative examples are taken from the literature.
AB - Nuclear density functional theory (DFT) is one of the main theoretical tools used to study the properties of heavy and superheavy elements, or to describe the structure of nuclei far from stability. While on-going efforts seek to better root nuclear DFT in the theory of nuclear forces (see Duguet et al., this Topical Issue), energy functionals remain semi-phenomenological constructions that depend on a set of parameters adjusted to experimental data in finite nuclei. In this paper, we review recent efforts to quantify the related uncertainties, and propagate them to model predictions. In particular, we cover the topics of parameter estimation for inverse problems, statistical analysis of model uncertainties and Bayesian inference methods. Illustrative examples are taken from the literature.
UR - http://www.scopus.com/inward/record.url?scp=84951163677&partnerID=8YFLogxK
U2 - 10.1140/epja/i2015-15169-9
DO - 10.1140/epja/i2015-15169-9
M3 - Review article
AN - SCOPUS:84951163677
SN - 1434-6001
VL - 51
SP - 1
EP - 14
JO - European Physical Journal A
JF - European Physical Journal A
IS - 12
M1 - 169
ER -