Published June 2015 | Version v1
Report

Data evaluation and uncertainty estimates for calculated A+M data

  • 1. International Atomic Energy Agency, P.O. Box 100, Vienna (Austria)

Description

Full text: It is a big challenge to develop methods for estimating uncertainties of calculated atomic and molecular data that do not require huge additional computational effort. The present contribution concerns the Unified Monte Carlo (UMC) approach that is well established in the nuclear data community. UMC employs a Bayesian formalism: p(σ) = C × L(yE,VE | σ) × p0(σ | σC,VC) p0(σ | σC,VC) ~ exp{-(½)[(σ–σC)T • (VC)-1 • (σ–σC)]} L(yE,VE | σ) ~ exp{-(½)[(y–yE)T • (VE)-1 • (y–yE)]}, y=f(σ) Here p0 is a prior and p a posterior probability, L is a likelihood function for experimental data, yE and VE are measured quantities and their uncertainty matrix while σC and VC are model parameters and their uncertainty matrix; function f implements the model. Metropolis (Markov chain) sampling is used to sample model parameters σ from the probability p and then to obtain the quantities of interest and their estimated uncertainties including correlations. Note that this is very different than fitting a best estimate for the parameter vector σ. We discuss a possible application to the provision of uncertainties and their correlation structure for rovibrational molecular spectroscopy. Two key tools are taken for granted: a method to develop fitted potential energy surfaces (PES), for example, and a method to solve the nuclear Schrödinger equation. The PES is taken as the model prior and then the solution of the nuclear Schrödinger equation together with some accurate measured lines supply the posterior. (author)

Part of:
Atomic, Molecular and Plasma-Material Interaction Data for Fusion Science and Technology. Summary Report of Decennial IAEA Technical Meeting

Additional details

Publishing Information

Imprint Title
Atomic, Molecular and Plasma-Material Interaction Data for Fusion Science and Technology. Summary Report of Decennial IAEA Technical Meeting
Imprint Pagination
66 p.
Journal Page Range
p. 56
Report number
INDC(NDS)--0679

Conference

Title
Decennial IAEA Technical Meeting on Atomic, Molecular and Plasma-Material Interaction Data for Fusion Science and Technology
Dates
15-19 Dec 2014
Place
Daejeon (Korea, Republic of)

INIS

Country of Publication
International Atomic Energy Agency (IAEA)
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
51007142
Subject category
S70: PLASMA PHYSICS AND FUSION TECHNOLOGY;
Resource subtype / Literary indicator
Conference
Descriptors DEI
ATOM-MOLECULE COLLISIONS; COMPUTERIZED SIMULATION; EQUATIONS; MARKOV PROCESS; MATRICES; MONTE CARLO METHOD; POTENTIAL ENERGY; SPECTROSCOPY
Descriptors DEC
ATOM COLLISIONS; CALCULATION METHODS; COLLISIONS; ENERGY; MOLECULE COLLISIONS; SIMULATION; STOCHASTIC PROCESSES

Optional Information

Notes
Poster presentation; 4 refs. Imprint:Web site: http://www-nds.iaea.org/publications; E-mail: NDS.Contact-Point@iaea.org