Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders
Numerical simulations of fluid flows can produce a huge amount of data and inadvertently important flow structures can be ignored, if a thorough analysis is not performed. The identification of these flow structures, mainly in transient situations, is a complex task, since such structures change in...
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oai:doaj.org-article:7ba5a9fa16fb4dddb50193611cdd81ee2021-11-25T17:31:30ZFlow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders10.3390/fluids61103842311-5521https://doaj.org/article/7ba5a9fa16fb4dddb50193611cdd81ee2021-10-01T00:00:00Zhttps://www.mdpi.com/2311-5521/6/11/384https://doaj.org/toc/2311-5521Numerical simulations of fluid flows can produce a huge amount of data and inadvertently important flow structures can be ignored, if a thorough analysis is not performed. The identification of these flow structures, mainly in transient situations, is a complex task, since such structures change in time and can move along the domain. With the decomposition of the entire data set into smaller sets, important structures present in the main flow and structures with periodic behaviour, like vortices, can be identified. Therefore, through the analysis of the frequency of each of these components and using a smaller number of components, we show that the Proper Orthogonal Decomposition can be used not only to reduce the amount of significant data, but also to obtain a better and global understanding of the flow (through the analysis of specific modes). In this work, the von Kármán vortex street is decomposed into a generator base and analysed through the Proper Orthogonal Decomposition for the 2D flow around a cylinder and the 2D flow around two cylinders with different radii. We consider a Newtonian fluid and two non-Newtonian power-law fluids, with <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>n</mi><mo>=</mo><mn>0.7</mn></mrow></semantics></math></inline-formula> and <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>n</mi><mo>=</mo><mn>1.3</mn></mrow></semantics></math></inline-formula>. Grouping specific modes, a reconstruction is made, allowing the identification of complex structures that otherwise would be impossible to identify using simple post-processing of the fluid flow.Ângela M. RibauNelson D. GonçalvesLuís L. FerrásAlexandre M. AfonsoMDPI AGarticleproper orthogonal decomposition (POD)Navier–Stokes equationscomputational fluid dynamics (CFD)von Kármán vortex streetThermodynamicsQC310.15-319Descriptive and experimental mechanicsQC120-168.85ENFluids, Vol 6, Iss 384, p 384 (2021) |
institution |
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DOAJ |
language |
EN |
topic |
proper orthogonal decomposition (POD) Navier–Stokes equations computational fluid dynamics (CFD) von Kármán vortex street Thermodynamics QC310.15-319 Descriptive and experimental mechanics QC120-168.85 |
spellingShingle |
proper orthogonal decomposition (POD) Navier–Stokes equations computational fluid dynamics (CFD) von Kármán vortex street Thermodynamics QC310.15-319 Descriptive and experimental mechanics QC120-168.85 Ângela M. Ribau Nelson D. Gonçalves Luís L. Ferrás Alexandre M. Afonso Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
description |
Numerical simulations of fluid flows can produce a huge amount of data and inadvertently important flow structures can be ignored, if a thorough analysis is not performed. The identification of these flow structures, mainly in transient situations, is a complex task, since such structures change in time and can move along the domain. With the decomposition of the entire data set into smaller sets, important structures present in the main flow and structures with periodic behaviour, like vortices, can be identified. Therefore, through the analysis of the frequency of each of these components and using a smaller number of components, we show that the Proper Orthogonal Decomposition can be used not only to reduce the amount of significant data, but also to obtain a better and global understanding of the flow (through the analysis of specific modes). In this work, the von Kármán vortex street is decomposed into a generator base and analysed through the Proper Orthogonal Decomposition for the 2D flow around a cylinder and the 2D flow around two cylinders with different radii. We consider a Newtonian fluid and two non-Newtonian power-law fluids, with <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>n</mi><mo>=</mo><mn>0.7</mn></mrow></semantics></math></inline-formula> and <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mi>n</mi><mo>=</mo><mn>1.3</mn></mrow></semantics></math></inline-formula>. Grouping specific modes, a reconstruction is made, allowing the identification of complex structures that otherwise would be impossible to identify using simple post-processing of the fluid flow. |
format |
article |
author |
Ângela M. Ribau Nelson D. Gonçalves Luís L. Ferrás Alexandre M. Afonso |
author_facet |
Ângela M. Ribau Nelson D. Gonçalves Luís L. Ferrás Alexandre M. Afonso |
author_sort |
Ângela M. Ribau |
title |
Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
title_short |
Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
title_full |
Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
title_fullStr |
Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
title_full_unstemmed |
Flow Structures Identification through Proper Orthogonal Decomposition: The Flow around Two Distinct Cylinders |
title_sort |
flow structures identification through proper orthogonal decomposition: the flow around two distinct cylinders |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/7ba5a9fa16fb4dddb50193611cdd81ee |
work_keys_str_mv |
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_version_ |
1718412232364130304 |