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A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence

A simplified model to estimate nonlinear turbulent transport only by linear calculations is proposed, where the turbulent heat diffusivity in tokamak ion temperature gradient(ITG) driven turbulence is reproduced for a wide parameter range including near- and far-marginal ITG stability. The optimal n...

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Autores principales: Nakayama, Tomonari, Nakata, Motoki, Honda, Mitsuru, Narita, Emi, Nunami, Masanori, Matsuoka, Seikichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10020550/
https://www.ncbi.nlm.nih.gov/pubmed/36928442
http://dx.doi.org/10.1038/s41598-023-29168-w
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author Nakayama, Tomonari
Nakata, Motoki
Honda, Mitsuru
Narita, Emi
Nunami, Masanori
Matsuoka, Seikichi
author_facet Nakayama, Tomonari
Nakata, Motoki
Honda, Mitsuru
Narita, Emi
Nunami, Masanori
Matsuoka, Seikichi
author_sort Nakayama, Tomonari
collection PubMed
description A simplified model to estimate nonlinear turbulent transport only by linear calculations is proposed, where the turbulent heat diffusivity in tokamak ion temperature gradient(ITG) driven turbulence is reproduced for a wide parameter range including near- and far-marginal ITG stability. The optimal nonlinear functional relation(NFR) between the turbulent diffusivity, the turbulence intensity [Formula: see text] , and the zonal-flow intensity [Formula: see text] is determined by means of mathematical optimization methods. Then, an extended modeling for [Formula: see text] and [Formula: see text] to incorporate the turbulence suppression effects and the temperature gradient dependence is carried out. The simplified transport model is expressed as a modified nonlinear function composed of the linear growth rate and the linear zonal-flow decay time. Good accuracy and wide applicability of the model are demonstrated, where the regression error of [Formula: see text] indicates improvement by a factor of about 1/4 in comparison to that in the previous works.
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spelling pubmed-100205502023-03-18 A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence Nakayama, Tomonari Nakata, Motoki Honda, Mitsuru Narita, Emi Nunami, Masanori Matsuoka, Seikichi Sci Rep Article A simplified model to estimate nonlinear turbulent transport only by linear calculations is proposed, where the turbulent heat diffusivity in tokamak ion temperature gradient(ITG) driven turbulence is reproduced for a wide parameter range including near- and far-marginal ITG stability. The optimal nonlinear functional relation(NFR) between the turbulent diffusivity, the turbulence intensity [Formula: see text] , and the zonal-flow intensity [Formula: see text] is determined by means of mathematical optimization methods. Then, an extended modeling for [Formula: see text] and [Formula: see text] to incorporate the turbulence suppression effects and the temperature gradient dependence is carried out. The simplified transport model is expressed as a modified nonlinear function composed of the linear growth rate and the linear zonal-flow decay time. Good accuracy and wide applicability of the model are demonstrated, where the regression error of [Formula: see text] indicates improvement by a factor of about 1/4 in comparison to that in the previous works. Nature Publishing Group UK 2023-03-16 /pmc/articles/PMC10020550/ /pubmed/36928442 http://dx.doi.org/10.1038/s41598-023-29168-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Nakayama, Tomonari
Nakata, Motoki
Honda, Mitsuru
Narita, Emi
Nunami, Masanori
Matsuoka, Seikichi
A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title_full A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title_fullStr A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title_full_unstemmed A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title_short A simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
title_sort simplified model to estimate nonlinear turbulent transport by linear dynamics in plasma turbulence
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10020550/
https://www.ncbi.nlm.nih.gov/pubmed/36928442
http://dx.doi.org/10.1038/s41598-023-29168-w
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