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Analysis of coherence in turbulent stratified wakes using spectral proper orthogonal decomposition

Published online by Cambridge University Press:  14 January 2022

Sheel Nidhan
Affiliation:
Department of Mechanical and Aerospace Engineering, University of California San Diego, CA 92093, USA
Oliver T. Schmidt
Affiliation:
Department of Mechanical and Aerospace Engineering, University of California San Diego, CA 92093, USA
Sutanu Sarkar*
Affiliation:
Department of Mechanical and Aerospace Engineering, University of California San Diego, CA 92093, USA
*
Email address for correspondence: sarkar@ucsd.edu

Abstract

We use spectral proper orthogonal decomposition (SPOD) to extract and analyse coherent structures in the turbulent wake of a disk at Reynolds number $ {\textit {Re}} = 5 \times 10^{4}$ and Froude numbers $ {\textit {Fr}} = 2$, 10. We find that the SPOD eigenspectra of both wakes exhibit a low-rank behaviour and the relative contribution of low-rank modes to total fluctuation energy increases with $x/D$. The vortex shedding (VS) mechanism, which corresponds to $ {\textit {St}} \approx 0.11 - 0.13$ in both wakes, is active and dominant throughout the domain in both wakes. The continual downstream decay of the SPOD eigenspectrum peak at the VS mode, which is a prominent feature of the unstratified wake, is inhibited by buoyancy, particularly for $ {\textit {Fr}} = 2$. The energy at and near the VS frequency is found to appear in the outer region of the wake when the downstream distance exceeds $Nt = Nx/U = 6 - 8$. Visualizations show that unsteady internal gravity waves (IGWs) emerge at the same $Nt = 6 - 8$. A causal link between the VS mechanism and the unsteady IGW generation is also established using the SPOD-based reconstruction and analysis of the pressure transport term. These IGWs are also picked up in SPOD analysis as a structural change in the shape of the leading SPOD eigenmode. The $ {\textit {Fr}} = 2$ wake shows layering in the wake core at $Nt > 15$ which is captured by the leading SPOD eigenmodes of the VS frequency at downstream locations $x/D > 30$. The VS mode of the $ {\textit {Fr}} = 2$ wake is streamwise coherent, consisting of $V$-shaped structures at $x/D \gtrsim 30$. Overall, we find that the coherence of wakes, initiated by the VS mode at the body, is prolonged by buoyancy to far downstream. Also, this coherence is spatially modified by buoyancy into horizontal layers and IGWs. Low-order truncations of SPOD modes are shown to efficiently reconstruct important second-order statistics.

Information

Type
JFM Papers
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.
Copyright
© The Author(s), 2022. Published by Cambridge University Press
Figure 0

Figure 1. Isosurfaces of instantaneous $Q$ criterion at $Q = 0.01$: (a,b) $ {\textit {Fr}} = 2$ and (c) $ {\textit {Fr}} = 10$. Streamwise domain is limited to $0 < x/D < 20$ for clarity.

Figure 1

Figure 2. Instantaneous snapshot of vertical vorticity at the central horizontal plane ($z = 0$): (a) $ {\textit {Fr}} = 2$ and (b) $ {\textit {Fr}}=10$.

Figure 2

Figure 3. Instantaneous snapshots of the fluctuating spanwise velocity $u'_{y}/U_{\infty }$ shown for $ {\textit {Fr}} = 2$ (ac) and $ {\textit {Fr}} = 10$ (df): (a,d) at $x/D = 10$, (b,e) at $x/D = 50$ and (c,f) at $x/D = 100$. Dashed close curve in white shows wake core.

Figure 3

Figure 4. Variation of the cumulative fraction of energy, $\xi (n)$, as a function of modal index $n$ for (a) $ {\textit {Fr}}= 2$ and (b) $ {\textit {Fr}} = 10$ wakes, shown till $n = 15$ SPOD modes.

Figure 4

Figure 5. Variation of the cumulative fraction of energy, $\xi ( {\textit {St}})$, as a function of $ {\textit {St}}$ for (a) $ {\textit {Fr}}= 2$ and (b) $ {\textit {Fr}} = 10$. The plots are shown for $0 \leqslant {\textit {St}} \leqslant 1$ for both cases. Inset plots show zoomed-in variation of $\xi ( {\textit {St}})$ for $0 \leqslant {\textit {St}} \leqslant 0.2$.

Figure 5

Figure 6. Spectral POD eigenspectra of the 25 most energetic modes, $\lambda ^{(1)}$ to $\lambda ^{(25)}$, for the $ {\textit {Fr}} = 2$ (a,c,e,g) and $ {\textit {Fr}} = 10$ (b,d,f,h) wakes at four streamwise locations: (a,b) $x/D = 20$, (c,d) $x/D = 40$, (e,f) $x/D =80$ and (g,h) $x/D = 100$. Dark to light shade corresponds to increasing model index $i$ in $\lambda ^{(i)}$.

Figure 6

Figure 7. Fraction of energy (at a given $ {\textit {St}}$) accounted by each SPOD mode as a function of frequency at $x/D = 50$ for (a) $ {\textit {Fr}} = 2$ and (b) $ {\textit {Fr}} = 10$ wakes. The solid and dashed white lines indicate the number of SPOD modes required to retain 75 % and 50 % of the total fluctuation energy respectively at each frequency.

Figure 7

Figure 8. Contour maps, $x/D- {\textit {St}}$, showing the variation of total energy in the leading 15 SPOD modes: (a) $ {\textit {Fr}} = 2$, (b) $ {\textit {Fr}} =10$, (c) $ {\textit {Fr}} = \infty$, $m=1$ (vortex shedding) mode, and (d) $ {\textit {Fr}} = \infty$, $m=2$ (double helix) mode. The contour level of each plot is set between zero and the maximum value of the energy over all $(x/D, {\textit {St}})$ pairs in that plot. Results for $ {\textit {Fr}} = \infty$ wake are taken from Nidhan et al. (2020).

Figure 8

Figure 9. Evolution of the energy contained in the leading 15 SPOD modes at the VS frequency is shown for $ {\textit {Fr}} = 2, 10$ and $\infty$ wakes. The energy is normalized by its value at $x/D = 10$. Energy across $0.11 \leqslant {\textit {St}} \leqslant 0.15$ is summed for the $ {\textit {Fr}} = 2$ wake since it has a broader spectral peak (see figure 6).

Figure 9

Figure 10. Energy partition between wake core and outer wake: (a) wake core of $ {\textit {Fr}}=2$, (b) outer wake of $ {\textit {Fr}} =2$, (c) wake core of $ {\textit {Fr}} =10$ and (d) outer wake of $ {\textit {Fr}} = 10$. The first 15 SPOD modes are considered and the contour level of each plot is set between zero and the maximum value of the energy over all $(x/D, {\textit {St}})$ pairs in that plot.

Figure 10

Figure 11. Streamwise variation of $\chi _{core}$, $\chi _{outer}$ and $\chi _{core} + \chi _{outer}$: (a) $ {\textit {Fr}} = 2$, (b) $ {\textit {Fr}} =10$.

Figure 11

Figure 12. Contours of $\langle p'u'_r \rangle$ for the $ {\textit {Fr}} = 2$ wake obtained from (i) temporal averaging (ac), reconstruction using the leading 15 SPOD modes and (ii) $ {\textit {St}} \in [0.1, 0.2]$ (df) and (iii) $ {\textit {St}} \in [0.1,0.3]$ (gi). Three streamwise locations $x/D = 20$, 40 and $60$ (left to right column) are shown. Dashed closed curve in white shows wake core.

Figure 12

Figure 13. Contour maps, $x/D- {\textit {St}}$, showing the variation of integrated $\langle p'u'_r\rangle$ in the outer wake region using (a) the leading 3 SPOD modes and (b) the leading 15 SPOD modes for the $ {\textit {Fr}} = 2$ wake.

Figure 13

Figure 14. Shape of the leading SPOD mode (real part corresponding to $\lambda ^{(1)}$) for spanwise velocity, $\varPhi ^{(1)}_{y}(y,z, {\textit {St}};x/D)$: (a) $x/D = 10, {\textit {Fr}} = 2, {\textit {St}} = 0.15$, (b) $x/D = 50, {\textit {Fr}} = 2, {\textit {St}} = 0.13$, (c) $x/D = 100, {\textit {Fr}} = 2, {\textit {St}} = 0.13$, (d) $x/D = 10, {\textit {Fr}} = 10, {\textit {St}} = 0.13$, (e) $x/D = 50, {\textit {Fr}} = 10, {\textit {St}} = 0.13$ and (f) $x/D = 100, {\textit {Fr}} = 10, {\textit {St}} = 0.13$. At each $x/D$, the shown mode corresponds to the peak in the eigenspectrum of $\lambda ^{(1)}$. Real part of each mode is shown. Dashed closed curve in white shows wake core.

Figure 14

Figure 15. Shape of the leading SPOD mode for spanwise velocity, $\varPhi ^{(1)}_{y}(x, z, {\textit {St}} \approx 0.13; y=0)$ in the centre-vertical plane for the $ {\textit {Fr}} = 2$ wake. Real part of the mode is shown in domain $z, x \in [-10, 10] \times [2, 100]$.

Figure 15

Figure 16. Shape of the fifteenth SPOD mode (real part corresponding to $\lambda ^{(15)}$) at $ {\textit {St}} = 0.40$ for spanwise velocity, $\varPhi ^{(15)}_{y}(y,z, {\textit {St}};x/D)$: (a) $x/D = 10, {\textit {Fr}} = 2$, (b) $x/D = 50, {\textit {Fr}} \!=\! 2$, (c) $x/D \!=\! 100, {\textit {Fr}} \!=\! 2$, (d) $x/D \!=\! 10, {\textit {Fr}} = 10$, (e) $x/D = 50, {\textit {Fr}} = 10$ and (f) $x/D = 100, {\textit {Fr}} = 10$. Dashed closed curve in white shows the wake core.

Figure 16

Figure 17. Contours of TKE for the $ {\textit {Fr}} = 2$ wake obtained from temporal averaging (a,d,g), reconstruction from R1 set of modes (b,e,h), and reconstruction from the R2 set of modes (c,f,i). Three streamwise locations $x/D = 20$, $50$ and $100$ are shown.

Figure 17

Figure 18. Contours of $\mathcal {P}_{xy}$ for the $ {\textit {Fr}} = 2$ wake obtained from temporal averaging (a,d,g), reconstruction from R1 set of modes (b,e,h), and reconstruction from R2 set of modes (c,f,i). Three streamwise locations $x/D = 20$, 50 and $100$ are shown.

Figure 18

Figure 19. Contours of $\mathcal {B}$ for the $ {\textit {Fr}} = 2$ wake obtained from temporal averaging (a,d,g), reconstruction from R1 set of modes (b,e,h), and reconstruction from R2 set of modes (c,f,i). Three streamwise locations $x/D = 20$, $50$ and $100$ are shown.

Figure 19

Figure 20. Streamwise variation of wake core TKE and $\mathcal {P}_{xy}$ reconstructed from R1 and R2 truncations: (a) TKE for $ {\textit {Fr}} = 2$, (b) TKE for $ {\textit {Fr}} = 10$, (c) $\mathcal {P}_{xy}$ for $ {\textit {Fr}} =2$ and (d) $\mathcal {P}_{xy}$ for $ {\textit {Fr}} = 10$. Here, $\int _{C} \ (.) \,\mathrm {d} C$ denotes the integration in the wake core.