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Bayesian Determination of Parameters for Plasma-Wall Interactions
Within the Bayesian framework a non-intrusive uncertainty quantification is performed to assess the uncertainty of ion–solid interaction simulations. For this we employ a reduced-order spectral expansion approach which is capable of confining the number of model runs to a feasible size. Moreover, th...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514520/ http://dx.doi.org/10.3390/e21121175 |
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author | Preuss, Roland Arredondo, Rodrigo von Toussaint, Udo |
author_facet | Preuss, Roland Arredondo, Rodrigo von Toussaint, Udo |
author_sort | Preuss, Roland |
collection | PubMed |
description | Within the Bayesian framework a non-intrusive uncertainty quantification is performed to assess the uncertainty of ion–solid interaction simulations. For this we employ a reduced-order spectral expansion approach which is capable of confining the number of model runs to a feasible size. Moreover, the method facilitates sensitivity examinations regarding to input parameters of the model. It is applied to the ion–solid simulation program SDTrimSP with several uncertain but normally distributed input parameters, i.e., impact angle [Formula: see text] , projectile energy [Formula: see text] , and surface binding energy [Formula: see text]. Consequently, the otherwise hardly accessible model parameter [Formula: see text] can be estimated in combination with recently acquired experimental data. |
format | Online Article Text |
id | pubmed-7514520 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75145202020-11-09 Bayesian Determination of Parameters for Plasma-Wall Interactions Preuss, Roland Arredondo, Rodrigo von Toussaint, Udo Entropy (Basel) Article Within the Bayesian framework a non-intrusive uncertainty quantification is performed to assess the uncertainty of ion–solid interaction simulations. For this we employ a reduced-order spectral expansion approach which is capable of confining the number of model runs to a feasible size. Moreover, the method facilitates sensitivity examinations regarding to input parameters of the model. It is applied to the ion–solid simulation program SDTrimSP with several uncertain but normally distributed input parameters, i.e., impact angle [Formula: see text] , projectile energy [Formula: see text] , and surface binding energy [Formula: see text]. Consequently, the otherwise hardly accessible model parameter [Formula: see text] can be estimated in combination with recently acquired experimental data. MDPI 2019-11-29 /pmc/articles/PMC7514520/ http://dx.doi.org/10.3390/e21121175 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Preuss, Roland Arredondo, Rodrigo von Toussaint, Udo Bayesian Determination of Parameters for Plasma-Wall Interactions |
title | Bayesian Determination of Parameters for Plasma-Wall Interactions |
title_full | Bayesian Determination of Parameters for Plasma-Wall Interactions |
title_fullStr | Bayesian Determination of Parameters for Plasma-Wall Interactions |
title_full_unstemmed | Bayesian Determination of Parameters for Plasma-Wall Interactions |
title_short | Bayesian Determination of Parameters for Plasma-Wall Interactions |
title_sort | bayesian determination of parameters for plasma-wall interactions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514520/ http://dx.doi.org/10.3390/e21121175 |
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