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Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model
Porous media and conduit coupled systems are heavily used in a variety of areas such as groundwater system, petroleum extraction, and biochemical transport. A coupled dual porosity Stokes model has been proposed to simulate the fluid flow in a dual-porosity media and conduits coupled system. Data as...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7304736/ http://dx.doi.org/10.1007/978-3-030-50433-5_6 |
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author | Hu, Xiukun Douglas, Craig C. |
author_facet | Hu, Xiukun Douglas, Craig C. |
author_sort | Hu, Xiukun |
collection | PubMed |
description | Porous media and conduit coupled systems are heavily used in a variety of areas such as groundwater system, petroleum extraction, and biochemical transport. A coupled dual porosity Stokes model has been proposed to simulate the fluid flow in a dual-porosity media and conduits coupled system. Data assimilation is the discipline that studies the combination of mathematical models and observations. It can improve the accuracy of mathematical models by incorporating data, but also brings challenges by increasing complexity and computational cost. In this paper, we study the application of data assimilation methods to the coupled dual porosity Stokes model. We give a brief introduction to the coupled model and examine the performance of different data assimilation methods on a finite element implementation of the coupled dual porosity Stokes system. We also study how observations on different variables of the system affect the data assimilation process. |
format | Online Article Text |
id | pubmed-7304736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-73047362020-06-22 Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model Hu, Xiukun Douglas, Craig C. Computational Science – ICCS 2020 Article Porous media and conduit coupled systems are heavily used in a variety of areas such as groundwater system, petroleum extraction, and biochemical transport. A coupled dual porosity Stokes model has been proposed to simulate the fluid flow in a dual-porosity media and conduits coupled system. Data assimilation is the discipline that studies the combination of mathematical models and observations. It can improve the accuracy of mathematical models by incorporating data, but also brings challenges by increasing complexity and computational cost. In this paper, we study the application of data assimilation methods to the coupled dual porosity Stokes model. We give a brief introduction to the coupled model and examine the performance of different data assimilation methods on a finite element implementation of the coupled dual porosity Stokes system. We also study how observations on different variables of the system affect the data assimilation process. 2020-05-25 /pmc/articles/PMC7304736/ http://dx.doi.org/10.1007/978-3-030-50433-5_6 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Hu, Xiukun Douglas, Craig C. Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title | Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title_full | Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title_fullStr | Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title_full_unstemmed | Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title_short | Applications of Data Assimilation Methods on a Coupled Dual Porosity Stokes Model |
title_sort | applications of data assimilation methods on a coupled dual porosity stokes model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7304736/ http://dx.doi.org/10.1007/978-3-030-50433-5_6 |
work_keys_str_mv | AT huxiukun applicationsofdataassimilationmethodsonacoupleddualporositystokesmodel AT douglascraigc applicationsofdataassimilationmethodsonacoupleddualporositystokesmodel |