Abstract
Dynamic mode decomposition (DMD) is an analysis technique for extracting flow patterns and their dynamics from experimental or simulated velocity fields. Here, DMD is applied to experimental data in the vertical center-plane of wakes generated by a towed grid in a stably stratified background, at varying values of the dimensionless Froude and Reynolds Number. The primary goal was to identify dynamically important patterns and reveal the influence of stratification on their initiation and evolution. It is demonstrated that DMD captures lee wave and vortical modes with different length scales successfully. Further, one can construct a mode energy spectrum which shows a clear dependence on Froude Number, with energy transfer to larger scales in the near wake, as the initial shear-triggered Kelvin–Helmholtz roll-ups diffuse and pair with neighbors. Finally, this paper serves as a detailed example of the application of DMD to time-resolved particle imaging velocimetry data for a stratified flow. The results confirm its utility in objective identification of dynamics at different scales of complex fluid flows.
Similar content being viewed by others
References
Berkooz G, Holmes P, Lumley JL (1993) The proper orthogonal decomposition in the analysis of turbulent flows. Ann Rev Fluid Mech 25(1):539–575
Billant P (2010) Zigzag instability of vortex pairs in stratified and rotating fluids. Part 1. General stability equations. J Fluid Mech 660:354–395
Billant P, Chomaz JM (2000) Experimental evidence for a new instability of a vertical columnar vortex pair in a strongly stratified fluid. J Fluid Mech 418:167–188
Billant P, Deloncle A, Chomaz JM, Otheguy P (2010) Zigzag instability of vortex pairs in stratified and rotating fluids. Part 2. Analytical and numerical analyses. J Fluid Mech 660:396–429
Bonnier M, Eiff O (2002) Experimental investigation of the collapse of a turbulent wake in a stably stratified fluid. Phys Fluids 14(2):791–801
Chen KK, Tu JH, Rowley CW (2012) Variants of dynamic mode decomposition: boundary condition, Koopman, and Fourier analyses. J Nonlinear Sci 22(6):887–915
Chomaz JM, Bonetton P, Hopfinger EJ (1993) The structure of the near wake of a sphere moving horizontally in a stratified fluid. J Fluid Mech 254:1–21
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(086):601
Diamessis PJ, Spedding GR, Domaradzki JA (2011) Similarity scaling and vorticity structure in high-Reynolds-number stably stratified turbulent wakes. J Fluid Mech 671:52–95
Gordeyev SV, Thomas FO (2000) Coherent structure in the turbulent planar jet. Part 1. Extraction of proper orthogonal decomposition eigenmodes and their self-similarity. J Fluid Mech 414:145–194
Gordeyev SV, Thomas FO (2002) Coherent structure in the turbulent planar jet. Part 2. Structural topology via POD eigenmode projection. J Fluid Mech 460:349–380
Gurka R, Liberzon A, Hetsroni G (2006) POD of vorticity fields: a method for spatial characterization of coherent structures. Int J Heat Fluid Flow 27(3):416–423
Hebert DA, de Bruyn Kops SM (2006) Predicting turbulence in flows with strong stable stratification. Phys Fluids 18(6):066602
Holmes P, Lumley JL, Berkooz G, Rowley CW (2012) Turbulence, coherent structures, dynamical systems and symmetry, 2nd edn. Cambridge University Press, Cambridge
Huang Z, Keffer JF (1996) Development of structure within the turbulent wake of a porous body. Part 1. The initial formation region. J Fluid Mech 329:103–115
Lawrence GA, Browand FK, Redekopp LG (1991) The stability of a sheared density interface. Phys Fluids 3(10):2360–2370
Lin Q, Lindberg WR, Boyer DL, Fernando HJS (1992) Stratified flow past a sphere. J Fluid Mech 240:315–354
Lumley JL (2007) Stochastic tools in turbulence. Courier Corporation
Meunier P, Diamessis PJ, Spedding GR (2006) Self-preservation in stratified momentum wakes. Phys Fluids 18:106601
Orr TS, Domaradzki JA, Spedding GR, Constantinescu GS (2015) Numerical simulations of the near wake of a sphere moving in a steady, horizontal motion through a linearly stratified fluid at Re = 1000. Phys Fluids 27(3):035113
Riley JJ, de Bruyn Kops SM (2003) Dynamics of turbulence strongly influenced by buoyancy. Phys Fluids 15:2047–2059
Rowley CW, Mezić I, Bagheri S, Schlatter P, Henningson DS (2009) Spectral analysis of nonlinear flows. J Fluid Mech 641:115–127
Schmid PJ (2010) Dynamic mode decomposition of numerical and experimental data. J Fluid Mech 656:5–28
Schmid PJ (2011) Application of the dynamic mode decomposition to experimental data. Exp Fluids 50(4):1123–1130
Schmid PJ, Henningson DS (2001) Stability and transition in shear flows, applied mathematical sciences, vol 142. Springer, New York
Schmid PJ, Violato D, Scarano F (2012) Decomposition of time-resolved tomographic piv. Exp Fluids 52(6):1567–1579
Smyth WD (2003) Secondary Kelvin–Helmholtz instability in weakly stratified shear flow. J Fluid Mech 497:67–98
Spedding GR (1997) The evolution of initially turbulent bluff-body wakes at high internal Froude number. J Fluid Mech 337:283–301
Spedding GR (2001) Anisotropy in turbulence profiles of stratified wakes. Phys Fluids 13(8):2361–2372
Spedding GR (2002) Vertical structure in stratified wakes with high initial Froude number. J Fluid Mech 454:71–112
Spedding GR (2014) Wake signature detection. Ann Rev Fluid Mech 46:273–302
Xiang X, Madison TJ, Sellappan P, Spedding GR (2015) The turbulent wake of a towed grid in a stratified fluid. J Fluid Mech 775:149–177
Acknowledgements
We most gratefully acknowledge the support of ONR Contract N00014-14-1-0422, under the management of Dr. R. Joslin. Kevin K. Chen was supported by the Viterbi Postdoctoral Fellowship through the Viterbi School of Engineering at the University of Southern California.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Xiang, X., Chen, K.K. & Spedding, G.R. Dynamic mode decomposition for estimating vortices and lee waves in a stratified wake. Exp Fluids 58, 56 (2017). https://doi.org/10.1007/s00348-017-2344-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00348-017-2344-8