Deep learning for numerical solutions of Hesegawa-Wakatani system.
In this paper, we use high-order splitting method to discretize the scheme of 2D-Hesegawa-Wakatani system ,generate numerical solutions of this system by BOUT++ and use DNN neural network to train a model from row-zonally average electrical density and vorticity to its local flux.
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Format: | Final Year Project (FYP) |
Language: | English |
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Nanyang Technological University
2024
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Online Access: | https://hdl.handle.net/10356/175608 |
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author | He, Yutian |
author2 | Nicolas Privault |
author_facet | Nicolas Privault He, Yutian |
author_sort | He, Yutian |
collection | NTU |
description | In this paper, we use high-order splitting method to discretize the scheme of 2D-Hesegawa-Wakatani system ,generate numerical solutions of this system by BOUT++ and use DNN neural network to train a model from row-zonally average electrical density and vorticity to its local flux. |
first_indexed | 2024-10-01T05:09:46Z |
format | Final Year Project (FYP) |
id | ntu-10356/175608 |
institution | Nanyang Technological University |
language | English |
last_indexed | 2024-10-01T05:09:46Z |
publishDate | 2024 |
publisher | Nanyang Technological University |
record_format | dspace |
spelling | ntu-10356/1756082024-05-06T15:37:04Z Deep learning for numerical solutions of Hesegawa-Wakatani system. He, Yutian Nicolas Privault School of Physical and Mathematical Sciences NPRIVAULT@ntu.edu.sg Mathematical Sciences In this paper, we use high-order splitting method to discretize the scheme of 2D-Hesegawa-Wakatani system ,generate numerical solutions of this system by BOUT++ and use DNN neural network to train a model from row-zonally average electrical density and vorticity to its local flux. Bachelor's degree 2024-04-30T08:47:42Z 2024-04-30T08:47:42Z 2024 Final Year Project (FYP) He, Y. (2024). Deep learning for numerical solutions of Hesegawa-Wakatani system.. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175608 https://hdl.handle.net/10356/175608 en MATH/23/017 application/pdf Nanyang Technological University |
spellingShingle | Mathematical Sciences He, Yutian Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title | Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title_full | Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title_fullStr | Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title_full_unstemmed | Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title_short | Deep learning for numerical solutions of Hesegawa-Wakatani system. |
title_sort | deep learning for numerical solutions of hesegawa wakatani system |
topic | Mathematical Sciences |
url | https://hdl.handle.net/10356/175608 |
work_keys_str_mv | AT heyutian deeplearningfornumericalsolutionsofhesegawawakatanisystem |