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Modulation of homogeneous and isotropic turbulence in emulsions

Published online by Cambridge University Press:  08 April 2022

Marco Crialesi-Esposito*
Affiliation:
FLOW Centre, KTH Royal Institute of Technology, Stockholm, Sweden
Marco Edoardo Rosti
Affiliation:
Complex Fluids and Flows Unit, Okinawa Institute of Science and Technology Graduate University, 1919-1 Tancha, Onna-son, Okinawa 904-0495, Japan
Sergio Chibbaro
Affiliation:
Institute Jean le Rond ∂’Alembert, Sorbonne Universite, Paris, France
Luca Brandt
Affiliation:
FLOW Centre, KTH Royal Institute of Technology, Stockholm, Sweden Department of Energy and Process Engineering, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
*
†Email address for correspondence: marcoce@kth.se

Abstract

We present a numerical study of emulsions in homogeneous and isotropic turbulence (HIT) at $Re_\lambda =137$. The problem is addressed via direct numerical simulations, where the volume of fluid is used to represent the complex features of the liquid–liquid interface. We consider a mixture of two iso-density fluids, where fluid properties are varied with the goal of understanding their role in turbulence modulation, in particular the volume fraction ($0.03<\alpha <0.5$), viscosity ratio ($0.01<\mu _d/\mu _c<100$) and large-scale Weber number ($10.6< We_\mathcal {L}<106.5$). The analysis, performed by studying integral quantities and spectral scale-by-scale analysis, reveals that energy is transported consistently from large to small scales by the interface, and no inverse cascade is observed. Furthermore, the total surface is found to be directly proportional to the amount of energy transported, while viscosity and surface tension alter the dynamic that regulates energy transport. We also observe the $-10/3$ and $-3/2$ scaling on droplet size distributions, suggesting that the dimensional arguments that led to their derivation are verified in HIT conditions.

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 (https://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

Table 1. Parameter settings for the simulations considered in this study: number of grid points in each direction $N$, viscosity ratio $\mu _d/\mu _c$, Weber number $We_\mathcal {L}$, with surface tension $\sigma$, volume fraction $\alpha$ and integration time to reach statistical convergence $N_\mathcal {T}$. All simulations are performed with $\mu _c=0.006$ and the same ABC forcing. Each case is denoted by a letter indicating the parameter that is varied: V for viscosity ratio, C for volume fraction, and W for Weber number. SP are the single-phase flows, and BE are configurations that recur in different parametrizations (base emulsions).

Figure 1

Figure 1. Initial evolution of the emulsion flow (example reported for case BE1). The droplets are initialized at $t_0$ in a developed turbulent field. As turbulence is maintained, breakup and coalescence start occurring ($t_1$), and statistical convergence in the DSD is achieved after a few turnover times ($t_2$): (a) $t_0$, (b) $t_1=\mathcal {T}/4$, (c) $t_{2}=10\mathcal {T}$.

Figure 2

Figure 2. Render of the two-fluid interface (corresponding to the value of the VOF function $\phi =0.5$) for different values of the volume fraction $\alpha$: (a) $\alpha =0.06$, (b) $\alpha =0.2$, (c) $\alpha =0.5$. The vorticity fields are shown on the box faces on a planar view.

Figure 3

Figure 3. Taylor-scale Reynolds number $Re_\lambda$ versus the dispersed-phase volume fraction $\alpha$, for viscosity ratio $\mu =1$ and density ratio $\rho =1$. The inset shows the Taylor scale, $\lambda$, versus the different values of $\alpha$ under investigation.

Figure 4

Figure 4. (a,b) Contours of the ratio $k/\varepsilon$ with logarithmic scale in two planes. (c,d) Energy dissipation rate $\varepsilon$. (a,c) Results for the single-phase case SP2. (b,d) Results for case BE2 ($\alpha =0.1$). The white lines represent the VOF iso-contours for $\phi =0.5$.

Figure 5

Figure 5. Compensated energy spectra for simulations at different volume fractions $\alpha$; the dot-dashed line represents Taylor scale $\lambda$, while the dotted line represents the Hinze scale $d_H$.

Figure 6

Figure 6. Scale-by-scale energy budget for different volume fractions $\alpha$. (a) Full energy balance for the case BE2 with $\alpha =0.1$; (b) the energy transfer $T$ due to the nonlinear terms; (c) the energy transfer $\mathcal {S}_\sigma$ associated with the surface tension term; (d) energy dissipation rate $\mathcal {D}$.

Figure 7

Figure 7. (a) Correlation between the maximum surface tension term, $\max (\sum _{|\kappa _i|<\kappa } \mathcal {S}_\sigma (\kappa ))$, and the total surface area $\mathcal {A}$ for the different volume fractions $\alpha$. The dashed black line is the linear fit to the data. (b) P.d.f. of the DSD for different values of $\alpha$. The dashed black line indicates the $d^{-3/2}$ law from Deane & Stokes (2002), the continuous black line the $d^{-10/3}$ law from Garrett et al. (2000), and the dotted black line the Hinze scale $d_H$. The droplet size is normalized by the Kolmogorov scale of simulation SP2, $\eta _{sp}$.

Figure 8

Figure 8. Phase-averaged energy balance versus the dispersed phase volume fraction $\alpha$; see (2.7). In each plot, coloured triangles represent the dispersed phase ($m=d$), while circles represent the carrier phase ($m=c$). Each term is normalized by the single-phase energy dissipation $\varepsilon _{sp}$ computed for case SP2. (a) Energy production $\mathcal {P}_m$ and energy dissipation $\varepsilon _m$; (b) viscous energy transport $\mathcal {T}^\nu _m$ and pressure energy transport $\mathcal {T}^p_m$.

Figure 9

Figure 9. P.d.f.s of (a) velocity fluctuations $u$, (b) vorticity $\omega$, and (c) dissipation $\varepsilon$. All quantities are normalized as standard score.

Figure 10

Figure 10. Render of the two-fluid interface (corresponding to the value of the VOF function $\phi =0.5$) for different values of the viscosity ratio $\mu _d / \mu _c$: (a) $0.01$, (b) $1$, (c) $100$. The vorticity fields are shown on the box faces on a planar view. All simulations are performed at $\alpha =0.03$ and $We_\mathcal {L}=42.6$.

Figure 11

Figure 11. Taylor-scale Reynolds number of the emulsion flows for the different viscosity ratios examined. $Re_\lambda$ is shown versus $\mu _d/\mu _c$. (a) Cases BE1 and V1x, with volume fraction $\alpha =0.03$; (b) cases BE2 and V2x, with $\alpha =0.1$. The insets show the evolution of $\lambda$ with the viscosity ratio.

Figure 12

Figure 12. Phase-averaged enstrophy $\omega ^2_m$ (normalized by its value in the single-phase case SP1) for different viscosity ratios $\mu _d/\mu _d$. Triangles indicate the dispersed phase ($m=d$), while circles indicate the carrier phase ($m=c$). (a) Results for $\alpha =0.03$; (b) results for $\alpha =0.1$.

Figure 13

Figure 13. One-dimensional compensated energy spectra for (a) $\alpha =0.03$, and (b) $\alpha =0.1$, and different values of the viscosity ratio $\mu _b/\mu _c$. The vertical dotted line indicates the Hinze scale wavelength, $\kappa _H$.

Figure 14

Figure 14. P.d.f.s of the DSD for different values of $\mu$, at (a) $\alpha =0.03$, and (b) $\alpha =0.1$. The dashed line represents the $d^{-3/2}$ scaling from Deane & Stokes (2002), while the continuous black line shows the $d^{-10/3}$ law from Garrett et al. (2000).

Figure 15

Figure 15. Scale-by-scale energy budget for different viscosity ratios $\mu _d/\mu _c$ at $\alpha =0.1$. (a) Complete energy balance for case V22 with $\mu _d/\mu _c=0.1$; (b) nonlinear energy transfer $T$; (c) the term $\mathcal {S}_\sigma$ associated with the surface tension; and (d) the energy dissipation transfer function $\mathcal {D}$.

Figure 16

Figure 16. Phase-averaged energy balance versus the emulsion viscosity ratio; see definitions of the terms in (2.7). Coloured triangles represent the dispersed phase ($m=d$), while circles are used for the carrier phase ($m=c$). Each term is normalized by the single-phase energy dissipation $\varepsilon _{sp}$ computed for case SP2. The energy production $\mathcal {P}_m$ and energy dissipation $\varepsilon _m$ are reported in (a), while viscous energy transport $\mathcal {T}^\nu _m$ and the pressure energy transport $\mathcal {T}^p_m$ are shown in (b).

Figure 17

Figure 17. P.d.f.s of (a) velocity fluctuations $u$, (b) vorticity $\omega$, and (c) energy dissipation. All quantities are normalized by their standard deviations. The data pertain to cases V2x in table 1, with $\alpha =0.1$.

Figure 18

Figure 18. Render of the two-fluid interface (corresponding to the value of the VOF function $\phi =0.5$) for different values of the Weber number $We_\mathcal {L}$: (a) $10.6$, (b) $42.6$, and (c) $106.5$. The vorticity fields are shown on the box faces on a planar view. All simulations are performed at $\alpha =0.03$ and $\mu _d/\mu _c=1$.

Figure 19

Figure 19. (a) $Re_\lambda$ versus the Taylor scale $\lambda$; the inset shows the global energy dissipation $\varepsilon$ (normalized by its single-phase value) as a function of $We_{\mathcal {L}}$. (b) Phase-averaged enstrophy versus the Weber number $We_{\mathcal {L}}$; coloured triangles represent the dispersed phase ($m=d$), while circles indicate data pertaining to the carrier phase ($m=c$).

Figure 20

Figure 20. (a) One-dimensional compensated energy spectra for different large-scale Weber numbers $We_\mathcal {L}$; the wavelengths corresponding to the Hinze scale of each spectra are plotted with vertical dotted lines of corresponding colours. (b) DSD for different $We_\mathcal {L}$; the Hinze scale $d_H$ is reported with dotted lines of corresponding colours. The continuous black line represents the region where the $-10/3$ power law applies.

Figure 21

Figure 21. Scale-by-scale energy budget for different large-scale Weber numbers $We_\mathcal {L}$. (a) Full energy balance for case W11, with $We_\mathcal {L}=10.6$; (b) energy transfer $T$ due to the nonlinear term; (c) energy flux $\mathcal {S}_\sigma$ associated with the surface tension term; (d) energy dissipation rate $\mathcal {D}$.

Figure 22

Figure 22. Phase-averaged energy balance versus the emulsion Weber number; see definitions of the terms in (2.7). Coloured triangles represent the dispersed phase ($m=d$), while circles indicate data pertaining to the carrier phase ($m=c$). Each term is normalized by the single-phase energy dissipation $\varepsilon _{sp}$ computed for case SP2. The energy production $\mathcal {P}_m$ and energy dissipation $\varepsilon _m$ are reported in (a), while viscous energy transport $\mathcal {T}^\nu _m$ and the pressure energy transport $\mathcal {T}^p_m$ are shown in (b).

Figure 23

Figure 23. P.d.f.s of (a) velocity fluctuations $u$, (b) vorticity $\omega$, and (c) energy dissipation. All quantities are normalized by their standard deviations. The data pertain to cases W1x, BE1 and SP1 in table 1.

Figure 24

Figure 24. Spectral analysis of single-phase HIT (cases SP1 and SP2) and grid-resolution analysis. (a) Spectra for single-phase simulation with $N=256$ (dashed line) and $N=512$ (dotted line) against the $-5/3$ law for the inertial subrange (dash-dotted black line). (b) Energy scale-by-scale cumulative balance for the single-phase simulations with $N=256$ and $N=512$ grid points.

Figure 25

Figure 25. Grid resolution study on spectral analysis of multiphase simulations (cases C14, C24 and C34 at $\alpha =0.5$, $We_\mathcal {L}=42.6$ and $\mu _d/\mu _c=1$). (a) Energy spectra for simulation with $256^3$ (dashed line), $512^3$ (dotted line) and $1024^3$ (continuous line) compared against the $-5/3$ law for the inertial subrange (dash-dotted line). (b) Energy scale-by-scale balance for multiphase simulations with grids $256^2$, $512^3$ and $1024^3$.

Figure 26

Figure 26. Effects of grid size on the DSD for (a) cases Cx4 at $\alpha =0.5$, $\mu _d/\mu _c=1$ and $We_\mathcal {L}=42.6$, panel, and (b) cases Wx3 at $\alpha =0.03$, $\mu _d/\mu _c=1$ and $We_\mathcal {L}=106.5$. Blacklines represent the $-3/2$ (dashed) and $-10/3$ (continuous) power-law scalings.

Figure 27

Figure 27. Scale-by-scale energy budget for different viscosity ratios $\mu _d/\mu _c$ at $\alpha =0.03$. (a) Complete energy balance for case V12 with $\mu _d/\mu _c=0.1$; (b) the nonlinear energy transfer $T$; (c) the term $\mathcal {S}_\sigma$ associated with the surface tension; and (d) the energy dissipation transfer function $\mathcal {D}$.

Figure 28

Figure 28. Phase-averaged energy balance versus the emulsion viscosity ratio; see definitions of the terms in (2.7). Coloured triangles represent the dispersed phase ($m=d$), while circles are used for the carrier phase ($m=c$). Each term is normalized by the single phase energy dissipation $\varepsilon _{sp}$, computed for case SP2. The energy production $\mathcal {P}_m$ and energy dissipation $\varepsilon _m$ are reported in (a), while viscous energy transport $\mathcal {T}^\nu _m$ and the pressure energy transport $\mathcal {T}^p_m$ are shown in (b).

Figure 29

Figure 29. P.d.f.s of (a) velocity fluctuations $u$, (b) vorticity $\omega$, and (c) energy dissipation. All quantities are normalized by their standard deviations. The data pertain to cases V2x, with $\alpha =0.03$.