Uncertainty analysis in 3D equilibrium reconstruction

Mark R. Cianciosa, James D. Hanson, David A. Maurer

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

Reconstruction is an inverse process where a parameter space is searched to locate a set of parameters with the highest probability of describing experimental observations. Due to systematic errors and uncertainty in experimental measurements, this optimal set of parameters will contain some associated uncertainty. This uncertainty in the optimal parameters leads to uncertainty in models derived using those parameters. V3FIT is a three-dimensional (3D) equilibrium reconstruction code that propagates uncertainty from the input signals, to the reconstructed parameters, and to the final model. In this work, we describe the methods used to propagate uncertainty in V3FIT. Using the results of whole shot 3D equilibrium reconstruction of the Compact Toroidal Hybrid, this propagated uncertainty is validated against the random variation in the resulting parameters. Two different model parameterizations demonstrate how the uncertainty propagation can indicate the quality of a reconstruction. As a proxy for random sampling, the whole shot reconstruction results in a time interval that will be used to validate the propagated uncertainty from a single time slice.

Original languageEnglish
Pages (from-to)1-12
Number of pages12
JournalFusion Science and Technology
Volume74
Issue number1-2
DOIs
StatePublished - Feb 17 2018

Funding

This material is based upon work supported by Auburn University and the U.S. Department of Energy (DOE), Office of Science, Office of Fusion Energy Sciences under awards DE-FG02-03ER54692 and DE-AC05-00OR22725. This work was made possible by the contributions by CTH students, graduate students, and staff personnel.

FundersFunder number
U.S. Department of Energy
Office of Science
Fusion Energy SciencesDE-AC05-00OR22725, DE-FG02-03ER54692
Auburn University

    Keywords

    • Bayesian inference
    • Equilibrium reconstruction

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