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Erschienen in: Journal of Visualization 3/2021

11.02.2021 | Regular Paper

Reduced-order representation of stratified wakes by proper orthogonal decomposition utilizing translational symmetry

verfasst von: Basem Halawa, Chengzhu Xu, Qi Zhou

Erschienen in: Journal of Visualization | Ausgabe 3/2021

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Abstract

Visualizations of reduced-order representations of stratified wakes of Reynolds number \(Re \in \{5,25,100\}\times 10^3\) are presented at a fixed internal Froude number. The reduced-order representations are constructed by applying proper orthogonal decomposition (POD) to numerical datasets that are high-resolution, three-dimensional and time-dependent. Due to the transient nature of the flow, the dynamics to be represented are highly non-stationary, posing a challenge for the effectiveness of POD. The translational symmetry inherent in the computational configuration is utilized for the POD analysis. This technique turns out to be effective in terms of improving the convergence of energy content represented by the POD modes and enhancing the interpretability of the temporal dynamics. Individual POD modes representing distinct dynamics of various scales are visualized. In the turbulent region, visualizations of the reconstructed vertical vorticity fields suggest that the dominant length scale of flow structures decreases with the modal index. For internal wave motions, visualizations of the reconstructed vertical velocity fields show the opposite trend, as the wavelength of internal waves observed in the wake’s ambient increases with the modal index. The temporal coefficients for a given mode are observed to vary minimally between \(Re = 2.5\times 10^4\) and \(10^5\), suggesting a potential asymptote of the large-scale temporal dynamics in terms of Reynolds number.

Graphical abstract

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Fußnoten
1
In a discrete numerical dataset, the optimal value of \(\lambda \) does not necessarily match an integer multiple of the grid spacing \(\varDelta x\). In order to increase accuracy, \(\lambda \) is computed as an integer multiple of \(0.25\varDelta x\) by interpolating v onto points between the grid points. The reader is referred to Halawa (2020) for details on how the shifts are implemented and how the interpolation is applied.
 
2
Four representative modes are chosen here to cover a wider range of modes; in-between modes that are not included show the same general trend.
 
Literatur
Zurück zum Zitat Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscip Rev Comput Stat 2(4):433–459CrossRef Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscip Rev Comput Stat 2(4):433–459CrossRef
Zurück zum Zitat Abdilghanie AM, Diamessis PJ (2013) The internal gravity wave field emitted by a stably stratified turbulent wake. J Fluid Mech 720:104–139CrossRef Abdilghanie AM, Diamessis PJ (2013) The internal gravity wave field emitted by a stably stratified turbulent wake. J Fluid Mech 720:104–139CrossRef
Zurück zum Zitat Berkooz G, Titi ES (1993) Galerkin projections and the proper orthogonal decomposition for equivariant equations. Phys Lett A 174:94–102MathSciNetCrossRef Berkooz G, Titi ES (1993) Galerkin projections and the proper orthogonal decomposition for equivariant equations. Phys Lett A 174:94–102MathSciNetCrossRef
Zurück zum Zitat Berkooz G, Holmes P, Lumley JL (1993) The proper orthogonal decomposition in the analysis of turbulent flows. Ann Rev Fluid Mech 25:539–575MathSciNetCrossRef Berkooz G, Holmes P, Lumley JL (1993) The proper orthogonal decomposition in the analysis of turbulent flows. Ann Rev Fluid Mech 25:539–575MathSciNetCrossRef
Zurück zum Zitat Brunton SL, Kutz JN (2019) Data-driven science and engineering: machine learning, dynamical systems, and control. Cambridge University Press, CambridgeCrossRef Brunton SL, Kutz JN (2019) Data-driven science and engineering: machine learning, dynamical systems, and control. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Clyne J, Rast M (2005) A prototype discovery environment for analyzing and visualizing terascale turbulent fluid flow simulations. Electron Imaging 2005:284–294 Clyne J, Rast M (2005) A prototype discovery environment for analyzing and visualizing terascale turbulent fluid flow simulations. Electron Imaging 2005:284–294
Zurück zum Zitat Clyne J, Mininni P, Norton A, Rast M (2007) Interactive desktop analysis of high resolution simulations: application to turbulent plume dynamics and current sheet formation. New J Phys 9:301CrossRef Clyne J, Mininni P, Norton A, Rast M (2007) Interactive desktop analysis of high resolution simulations: application to turbulent plume dynamics and current sheet formation. New J Phys 9:301CrossRef
Zurück zum Zitat Deusebio E, Caulfield CP, Taylor JR (2015) The intermittency boundary in stratified plane couette flow. J Fluid Mech 781:298–329MathSciNetCrossRef Deusebio E, Caulfield CP, Taylor JR (2015) The intermittency boundary in stratified plane couette flow. J Fluid Mech 781:298–329MathSciNetCrossRef
Zurück zum Zitat Diamessis PJ, Domaradzki JA, Hesthaven JS (2005) A spectral multidomain penalty method model for the simulation of high Reynolds number localized incompressible stratified turbulence. J Comput Phys 202:298–322MathSciNetCrossRef Diamessis PJ, Domaradzki JA, Hesthaven JS (2005) A spectral multidomain penalty method model for the simulation of high Reynolds number localized incompressible stratified turbulence. J Comput Phys 202:298–322MathSciNetCrossRef
Zurück zum Zitat Diamessis PJ, Gurka R, Liberzon A (2010) Spatial characterization of vortical structures and internal waves in a stratified turbulent wake using proper orthogonal decomposition. Phys Fluids 22(8):086601CrossRef Diamessis PJ, Gurka R, Liberzon A (2010) Spatial characterization of vortical structures and internal waves in a stratified turbulent wake using proper orthogonal decomposition. Phys Fluids 22(8):086601CrossRef
Zurück zum Zitat Diamessis PJ, Spedding GR, Domaradzki JA (2011) Similarity scaling and vorticity structure in high-Reynolds-number stably stratified turbulent wakes. J Fluid Mech 671:52–95MathSciNetCrossRef Diamessis PJ, Spedding GR, Domaradzki JA (2011) Similarity scaling and vorticity structure in high-Reynolds-number stably stratified turbulent wakes. J Fluid Mech 671:52–95MathSciNetCrossRef
Zurück zum Zitat Halawa B (2020) Three-dimensional visualization and reduced-order representation of stratied turbulent wakes at varying Reynolds number. Master’s thesis, University of Calgary Halawa B (2020) Three-dimensional visualization and reduced-order representation of stratied turbulent wakes at varying Reynolds number. Master’s thesis, University of Calgary
Zurück zum Zitat Halawa B, Merhi S, Tang C, Zhou Q (2020) Three-dimensional visualization of stratified turbulent wakes at varying Reynolds number. J Vis 23:437–447CrossRef Halawa B, Merhi S, Tang C, Zhou Q (2020) Three-dimensional visualization of stratified turbulent wakes at varying Reynolds number. J Vis 23:437–447CrossRef
Zurück zum Zitat He C, Liu Y (2017) Proper orthogonal decomposition of time-resolved LIF visualization: scalar mixing in a round jet. J Vis 20:789–815CrossRef He C, Liu Y (2017) Proper orthogonal decomposition of time-resolved LIF visualization: scalar mixing in a round jet. J Vis 20:789–815CrossRef
Zurück zum Zitat Kirby M, Armbruster D (1992) Reconstructing phase space from PDE simulations. Z Angew Math Phys 43(6):999–1022MathSciNetCrossRef Kirby M, Armbruster D (1992) Reconstructing phase space from PDE simulations. Z Angew Math Phys 43(6):999–1022MathSciNetCrossRef
Zurück zum Zitat Kundu PK, Cohen IM, Dowling DR (2012) Fluid mechanics, 5th edn. Academic Press, New YorkMATH Kundu PK, Cohen IM, Dowling DR (2012) Fluid mechanics, 5th edn. Academic Press, New YorkMATH
Zurück zum Zitat Lui HF, Wolf WR (2019) Construction of reduced-order models for fluid flows using deep feedforward neural networks. J Fluid Mech 872:963–994MathSciNetCrossRef Lui HF, Wolf WR (2019) Construction of reduced-order models for fluid flows using deep feedforward neural networks. J Fluid Mech 872:963–994MathSciNetCrossRef
Zurück zum Zitat Mansfield D (1996) The use of potential vorticity as an operational forecast tool. Meteorol Appl 3:195–210CrossRef Mansfield D (1996) The use of potential vorticity as an operational forecast tool. Meteorol Appl 3:195–210CrossRef
Zurück zum Zitat Portwood GD, de Bruyn Kops SM, Taylor JR, Salehipour H, Caulfield CP (2016) Robust identification of dynamically distinct regions in stratified turbulence. J Fluid Mech 807:R2MathSciNetCrossRef Portwood GD, de Bruyn Kops SM, Taylor JR, Salehipour H, Caulfield CP (2016) Robust identification of dynamically distinct regions in stratified turbulence. J Fluid Mech 807:R2MathSciNetCrossRef
Zurück zum Zitat Riley JJ, Lelong MP (2000) Fluid motions in the presence of strong stable stratification. Ann Rev Fluid Mech 32:613–657MathSciNetCrossRef Riley JJ, Lelong MP (2000) Fluid motions in the presence of strong stable stratification. Ann Rev Fluid Mech 32:613–657MathSciNetCrossRef
Zurück zum Zitat Rotunno R, Grubišić V, Smolarkiewicz PK (1999) Vorticity and potential vorticity in mountain wakes. J Atmos Sci 36:2796–2810MathSciNetCrossRef Rotunno R, Grubišić V, Smolarkiewicz PK (1999) Vorticity and potential vorticity in mountain wakes. J Atmos Sci 36:2796–2810MathSciNetCrossRef
Zurück zum Zitat Rowe KL, Diamessis PJ, Zhou Q (2020) Internal gravity wave radiation from a stratified turbulent wake. J Fluid Mech 888:A25MathSciNetCrossRef Rowe KL, Diamessis PJ, Zhou Q (2020) Internal gravity wave radiation from a stratified turbulent wake. J Fluid Mech 888:A25MathSciNetCrossRef
Zurück zum Zitat Rowley CW, Marsden JE (2000) Reconstruction equations and the Karhunen–Loève expansion for systems with symmetry. Physica D 142:1–19MathSciNetCrossRef Rowley CW, Marsden JE (2000) Reconstruction equations and the Karhunen–Loève expansion for systems with symmetry. Physica D 142:1–19MathSciNetCrossRef
Zurück zum Zitat San O, Maulik R, Ahmed M (2019) An artificial neural network framework for reduced order modeling of transient flows. Commun Nonlinear Sci 77:271–287MathSciNetCrossRef San O, Maulik R, Ahmed M (2019) An artificial neural network framework for reduced order modeling of transient flows. Commun Nonlinear Sci 77:271–287MathSciNetCrossRef
Zurück zum Zitat Shaw J, Stastna M (2019) Feature identification in time-indexed model output. PLoS ONE 14(12):e0225439CrossRef Shaw J, Stastna M (2019) Feature identification in time-indexed model output. PLoS ONE 14(12):e0225439CrossRef
Zurück zum Zitat Spedding GR (1997) The evolution of initially turbulent bluff-body wakes at high internal Froude number. J Fluid Mech 337:283–301CrossRef Spedding GR (1997) The evolution of initially turbulent bluff-body wakes at high internal Froude number. J Fluid Mech 337:283–301CrossRef
Zurück zum Zitat Srinivasan P, Guastoni L, Azizpour H, Schlatter P, Vinuesa R (2019) Predictions of turbulent shear flows using deep neural networks. Phys Rev Fluids 4(5):054603CrossRef Srinivasan P, Guastoni L, Azizpour H, Schlatter P, Vinuesa R (2019) Predictions of turbulent shear flows using deep neural networks. Phys Rev Fluids 4(5):054603CrossRef
Zurück zum Zitat Taira K, Brunton SL, Dawson ST, Rowley CW, Colonius T, McKeon BJ, Schmidt OT, Gordeyev S, Theofilis V, Ukeiley LS (2017) Modal analysis of fluid flows: an overview. AAIA J 55:4013–4041CrossRef Taira K, Brunton SL, Dawson ST, Rowley CW, Colonius T, McKeon BJ, Schmidt OT, Gordeyev S, Theofilis V, Ukeiley LS (2017) Modal analysis of fluid flows: an overview. AAIA J 55:4013–4041CrossRef
Zurück zum Zitat Wang Y, Qian J, Song H, Pant K, Yang HQ, Li X, Grismer MJ, Camberos JA, Fahroo F (2014) Feature extraction from massive, dynamic computational data based on proper orthogonal decomposition and feature mining. J Vis 17:363–372CrossRef Wang Y, Qian J, Song H, Pant K, Yang HQ, Li X, Grismer MJ, Camberos JA, Fahroo F (2014) Feature extraction from massive, dynamic computational data based on proper orthogonal decomposition and feature mining. J Vis 17:363–372CrossRef
Zurück zum Zitat Zhou Q (2015) Far-field evolution of turbulence-emitted internal waves and Reynolds number effects on a localized stratified turbulent flow. Ph.d. thesis, Cornell University, Ithaca, New York Zhou Q (2015) Far-field evolution of turbulence-emitted internal waves and Reynolds number effects on a localized stratified turbulent flow. Ph.d. thesis, Cornell University, Ithaca, New York
Zurück zum Zitat Zhou Q, Diamessis PJ (2016) Surface manifestation of internal waves emitted by submerged localized stratified turbulence. J Fluid Mech 798:505–539MathSciNetCrossRef Zhou Q, Diamessis PJ (2016) Surface manifestation of internal waves emitted by submerged localized stratified turbulence. J Fluid Mech 798:505–539MathSciNetCrossRef
Zurück zum Zitat Zhou Q, Diamessis PJ (2019) Large-scale characteristics of stratified wake turbulence at varying Reynolds number. Phys Rev Fluids 4:084802CrossRef Zhou Q, Diamessis PJ (2019) Large-scale characteristics of stratified wake turbulence at varying Reynolds number. Phys Rev Fluids 4:084802CrossRef
Metadaten
Titel
Reduced-order representation of stratified wakes by proper orthogonal decomposition utilizing translational symmetry
verfasst von
Basem Halawa
Chengzhu Xu
Qi Zhou
Publikationsdatum
11.02.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Journal of Visualization / Ausgabe 3/2021
Print ISSN: 1343-8875
Elektronische ISSN: 1875-8975
DOI
https://doi.org/10.1007/s12650-020-00726-y

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