Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures

This article describes a proper-orthogonal-decomposition (POD) based methodology proposed for the identification and separation of coherent and turbulent velocity fluctuations. Typically, POD filtering requires assumptions to be made on the cumulative energy content of coherent modes and can therefo...

Full description

Bibliographic Details
Main Authors: Daniel Butcher, Adrian Spencer
Format: Article
Language:English
Published: MDPI AG 2019-07-01
Series:Fluids
Subjects:
PIV
Online Access:https://www.mdpi.com/2311-5521/4/3/134
id doaj-f012ead0151e42d49bd191e3c4b63978
record_format Article
spelling doaj-f012ead0151e42d49bd191e3c4b639782020-11-25T02:47:28ZengMDPI AGFluids2311-55212019-07-014313410.3390/fluids4030134fluids4030134Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent StructuresDaniel Butcher0Adrian Spencer1Department of Aeronautical and Automotive Engineering, Loughborough University, Loughborough LE11 3TU, Leicestershire, UKDepartment of Aeronautical and Automotive Engineering, Loughborough University, Loughborough LE11 3TU, Leicestershire, UKThis article describes a proper-orthogonal-decomposition (POD) based methodology proposed for the identification and separation of coherent and turbulent velocity fluctuations. Typically, POD filtering requires assumptions to be made on the cumulative energy content of coherent modes and can therefore exclude smaller, but important contributions from lower energy modes. This work introduces a suggested new metric to consider in the selection of POD modes to be included in a reconstruction of coherent and turbulent features. Cross-correlation of POD spatial modes derived from independent samples is used to identify modes descriptive of either coherent (high-correlation) or incoherent (low-correlation) features. The technique is demonstrated through application to a cylinder in cross-flow allowing appropriate analysis to be carried out on the coherent and turbulent velocity fields separately. This approach allows identification of coherent motions associated with cross-flow transport and vortex shedding, such as integral length scales. Turbulent flow characteristics may be analysed independently from the coherent motions, allowing for the extraction of properties such as turbulent length scale.https://www.mdpi.com/2311-5521/4/3/134proper orthogonal decompositioncoherent structuresturbulencevector flow fieldsPIV
collection DOAJ
language English
format Article
sources DOAJ
author Daniel Butcher
Adrian Spencer
spellingShingle Daniel Butcher
Adrian Spencer
Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
Fluids
proper orthogonal decomposition
coherent structures
turbulence
vector flow fields
PIV
author_facet Daniel Butcher
Adrian Spencer
author_sort Daniel Butcher
title Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
title_short Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
title_full Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
title_fullStr Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
title_full_unstemmed Cross-Correlation of POD Spatial Modes for the Separation of Stochastic Turbulence and Coherent Structures
title_sort cross-correlation of pod spatial modes for the separation of stochastic turbulence and coherent structures
publisher MDPI AG
series Fluids
issn 2311-5521
publishDate 2019-07-01
description This article describes a proper-orthogonal-decomposition (POD) based methodology proposed for the identification and separation of coherent and turbulent velocity fluctuations. Typically, POD filtering requires assumptions to be made on the cumulative energy content of coherent modes and can therefore exclude smaller, but important contributions from lower energy modes. This work introduces a suggested new metric to consider in the selection of POD modes to be included in a reconstruction of coherent and turbulent features. Cross-correlation of POD spatial modes derived from independent samples is used to identify modes descriptive of either coherent (high-correlation) or incoherent (low-correlation) features. The technique is demonstrated through application to a cylinder in cross-flow allowing appropriate analysis to be carried out on the coherent and turbulent velocity fields separately. This approach allows identification of coherent motions associated with cross-flow transport and vortex shedding, such as integral length scales. Turbulent flow characteristics may be analysed independently from the coherent motions, allowing for the extraction of properties such as turbulent length scale.
topic proper orthogonal decomposition
coherent structures
turbulence
vector flow fields
PIV
url https://www.mdpi.com/2311-5521/4/3/134
work_keys_str_mv AT danielbutcher crosscorrelationofpodspatialmodesfortheseparationofstochasticturbulenceandcoherentstructures
AT adrianspencer crosscorrelationofpodspatialmodesfortheseparationofstochasticturbulenceandcoherentstructures
_version_ 1724753284648927232