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Inference of field reversed configuration topology and dynamics during Alfvenic transients

Active control of field reversed configuration (FRC) devices requires a method to determine the flux surface geometry and dynamic properties of the plasma during both transient and steady-state conditions. The current tomography (CT) method uses Bayesian inference to determine the plasma current den...

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Autores principales: Romero, J. A., Dettrick, S. A., Granstedt, E., Roche, T., Mok, Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5814458/
https://www.ncbi.nlm.nih.gov/pubmed/29449547
http://dx.doi.org/10.1038/s41467-018-03110-5
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author Romero, J. A.
Dettrick, S. A.
Granstedt, E.
Roche, T.
Mok, Y.
author_facet Romero, J. A.
Dettrick, S. A.
Granstedt, E.
Roche, T.
Mok, Y.
author_sort Romero, J. A.
collection PubMed
description Active control of field reversed configuration (FRC) devices requires a method to determine the flux surface geometry and dynamic properties of the plasma during both transient and steady-state conditions. The current tomography (CT) method uses Bayesian inference to determine the plasma current density distribution using both the information from magnetic measurements and a physics model in the prior. Here we show that, from the inferred current sources, the FRC topology and its axial stability properties are readily obtained. When Gaussian process priors are used and the forward model is linear, the CT solution involves non-iterative matrix operations and is then ideally suited for deterministic real-time applications. Because no equilibrium assumptions are used in this case, inference of plasma topology and dynamics up to Alfvenic frequencies then becomes possible. Inference results for the C-2U device exhibit self-consistency of motions and forces during Alfvenic transients, as well as good agreement with plasma imaging diagnostics.
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spelling pubmed-58144582018-02-20 Inference of field reversed configuration topology and dynamics during Alfvenic transients Romero, J. A. Dettrick, S. A. Granstedt, E. Roche, T. Mok, Y. Nat Commun Article Active control of field reversed configuration (FRC) devices requires a method to determine the flux surface geometry and dynamic properties of the plasma during both transient and steady-state conditions. The current tomography (CT) method uses Bayesian inference to determine the plasma current density distribution using both the information from magnetic measurements and a physics model in the prior. Here we show that, from the inferred current sources, the FRC topology and its axial stability properties are readily obtained. When Gaussian process priors are used and the forward model is linear, the CT solution involves non-iterative matrix operations and is then ideally suited for deterministic real-time applications. Because no equilibrium assumptions are used in this case, inference of plasma topology and dynamics up to Alfvenic frequencies then becomes possible. Inference results for the C-2U device exhibit self-consistency of motions and forces during Alfvenic transients, as well as good agreement with plasma imaging diagnostics. Nature Publishing Group UK 2018-02-15 /pmc/articles/PMC5814458/ /pubmed/29449547 http://dx.doi.org/10.1038/s41467-018-03110-5 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Romero, J. A.
Dettrick, S. A.
Granstedt, E.
Roche, T.
Mok, Y.
Inference of field reversed configuration topology and dynamics during Alfvenic transients
title Inference of field reversed configuration topology and dynamics during Alfvenic transients
title_full Inference of field reversed configuration topology and dynamics during Alfvenic transients
title_fullStr Inference of field reversed configuration topology and dynamics during Alfvenic transients
title_full_unstemmed Inference of field reversed configuration topology and dynamics during Alfvenic transients
title_short Inference of field reversed configuration topology and dynamics during Alfvenic transients
title_sort inference of field reversed configuration topology and dynamics during alfvenic transients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5814458/
https://www.ncbi.nlm.nih.gov/pubmed/29449547
http://dx.doi.org/10.1038/s41467-018-03110-5
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