Hostname: page-component-74656f9884-npj9w Total loading time: 0 Render date: 2026-11-07T22:20:13.651Z Has data issue: false hasContentIssue false

A tractable mathematical model for rectified diffusion

Published online by Cambridge University Press:  03 November 2022

Warren R. Smith*
Affiliation:
School of Mathematics, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK
Qianxi Wang*
Affiliation:
School of Mathematics, University of Birmingham, Edgbaston, Birmingham B15 2TT, UK
*
†Email addresses for correspondence: w.smith@bham.ac.uk, q.x.wang@bham.ac.uk
†Email addresses for correspondence: w.smith@bham.ac.uk, q.x.wang@bham.ac.uk

Abstract

A core unresolved challenge in rectified diffusion is the lack of predictive models, which allow accurate modelling of the growth of bubbles over millions of cycles of oscillation. The spherically symmetric problem involves two asymptotic regions in space for the convection and diffusion of the dissolved gas in the liquid, an inner region adjacent to the bubble and an outer region. It also involves three time scales: the shortest time scale associated with the bubble oscillation, the intermediate and the longest time scales for the mass transport across the bubble interface and the outer region, respectively. The problem is analysed systematically using matched asymptotic expansions in space and multi-scales in time, the large parameter being the Péclet number for mass transfer. A tractable mathematical model is formulated for rectified diffusion. It comprises the Rayleigh–Plesset equation for the spherical oscillations of the bubble on the shortest time scale, an ordinary differential equation for the mass of gas in the bubble on the intermediate time scale and a diffusion equation on the longest time scale and the long length scale. Predictions of this simplified model have excellent agreement with experimental results for a single spherical bubble in the bulk over millions of cycles of oscillation. A parametric study is undertaken with several new phenomena/features observed for acoustic frequencies in the range 12 to 62 kHz, acoustic field $0.12$ to $0.22$ bar and the initial gas concentration in the liquid being $0.95$ to $1.0$ of the saturation concentration.

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, provided the original article is properly cited.
Copyright
© The Author(s), 2022. Published by Cambridge University Press
Figure 0

Figure 1. A schematic of the typical regimes involved in rectified diffusion as a function of the bubble volume (Young 1989). The spherically symmetric model is valid for bubble volumes less than the shape mode threshold. The shape mode threshold is typically on the microscale and it follows from (4.1).

Figure 1

Figure 2. A schematic of the spatial asymptotic structure. The bubble interface, $r=\hat {R}(\hat {t})$, oscillates on the shortest time scale and grows/dissolves due to the mass flux on the intermediate time scale. The concentration of gas in the inner region oscillates on the shortest time scale as governed by Henry's law and convects on the shortest time scale due to the bubble motion. The concentration of gas in the outer region convects on the shortest time scale due to the bubble motion, but diffusion of gas only takes place on the longest time scale.

Figure 2

Figure 3. Comparison of the time histories of the maximum bubble radius, $\bar {R}_{max}$, using two numerical solutions of the simplified model in subsection 4.1 and experimental results (Lee et al.2005). In this experiment, a bubble grows in air-saturated water subject to a standing acoustic wave at $22.35$ kHz. The numerical solution is shown for two values of the initial volume fraction of air in the bubble: $\phi _{air}=$$0.8$ and $0.9$. Other parameter values are $Re \approx 330$, $We \approx 45$, $p_{g0} \approx 1.0$, $p_a \approx 0.22$, $\nu _a \approx 0.073$, $Pe \approx 1.6 \times 10^{5}$, $d \approx 0.99$, $M \approx 9.2 \times 10^{-3}$ and $\kappa =1.4$.

Figure 3

Figure 4. The time histories of (a) the equilibrium bubble radius $\bar {R}_{eq}$ and (b) the dimensionless mass of gas in the bubble $m_0$. The numerical solutions are shown for two values of the initial volume fraction of air in the bubble corresponding to figure 3.

Figure 4

Figure 5. Short time periods of $10^{-4}$ s of the histories of the bubble radius $\bar {R}$ for (a) $\bar {t}=30$ s, (b) $\bar {t}=60$ s, (c) $\bar {t}=95$ s before the oscillation at approximately $40$ $\mathrm {\mu }$m, (d) $\bar {t}=105$ s after the oscillation at approximately $40$ $\mathrm {\mu }$m, (e) $\bar {t}=120$ s and ( f) $\bar {t}=150$ s. The equilibrium bubble radius is also shown for comparison. The volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3.

Figure 5

Figure 6. The concentration of gas in the outer region $\bar {c}$ at $\bar {t}=50$ s, $\bar {t}=95$ s, $\bar {t}=105$ s and $\bar {t}=150$ s. The bubble interface corresponds to the equilibrium bubble radius. The numerical solutions are shown for an initial volume fraction of air in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3.

Figure 6

Figure 7. Comparison of the time histories of the equilibrium bubble radius, $\bar {R}_{eq}$, using three numerical solutions of the simplified model in subsection 4.1 and experimental results (Crum 1980). In this experiment, a bubble grows, dissolves or remains at a steady state depending on the initial equilibrium bubble radius $\bar {R}_{eqi}=35.6$, 24.7 or 29.4 $\mathrm {\mu }$m, respectively. The dissolving bubble uses an initial volume fraction of air in the bubble $\phi _{air}=0.99$ and the other two simulations use $\phi _{air}=0.9$. Other parameter values are $Re \approx 360$, $We \approx 52$, $p_{g0} \approx 1.0$, $p_a \approx 0.27$, $\nu _a \approx 0.079$, $Pe \approx 1.5 \times 10^{5}$, $d \approx 1.0$, $M \approx 7.9 \times 10^{-3}$ and $\kappa =1.4$.

Figure 7

Figure 8. The concentration of gas in the outer region $\bar {c}$ at $\bar {t}=43.1$ s for bubble growth and at $\bar {t}=41.0$ s for bubble dissolution. The bubble interface corresponds to the equilibrium bubble radius. The parameter values are the same as figure 7.

Figure 8

Figure 9. Convergence tests for the mesh in the outer region: (a) the dimensionless concentration of gas in the outer region $C_0$ at $\bar {t}=50$ s with $0< y< L$, (b) the time history of the maximum bubble radius $\bar {R}_{max}$, (c) the time history of the equilibrium bubble radius $\bar {R}_{eq}$ and (d) the time history of the dimensionless mass of gas in the bubble $m_0$. The volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3 with number of mesh points $250$, $500$ and $1000$.

Figure 9

Figure 10. Comparison of the time histories of the equilibrium bubble radius, $\bar {R}_{eq}$, for five values of the applied pressure frequency $\bar {\nu }_a$. The initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values, with the exception of $\bar {\nu }_a$, are the same as figure 3.

Figure 10

Figure 11. Short time periods of $10^{-4}$ s of the histories of the bubble radius $\bar {R}$ for (a) $\bar {t}=30$ s, (b) $\bar {t}=60$ s, (c) $\bar {t}=120$ s and (d) $\bar {t}=150$ s. The equilibrium bubble radius is also shown for comparison. The applied pressure frequency $\bar {\nu }_a=17$ kHz, the initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3.

Figure 11

Figure 12. Comparison of the time histories of the equilibrium bubble radius, $\bar {R}_{eq}$, for three values of the applied pressure amplitude $\bar {p}_a$. The initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values, with the exception of $\bar {p}_a$, are the same as figure 3.

Figure 12

Figure 13. Short time periods of $10^{-4}$ s of the histories of the bubble radius $\bar {R}$ for (a) $\bar {t}=30$ s, (b) $\bar {t}=60$ s, (c) $\bar {t}=120$ s and (d) $\bar {t}=150$ s. The equilibrium bubble radius is also shown for comparison. The applied pressure amplitude $\bar {p}_a=0.12$ bar, the initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3.

Figure 13

Figure 14. Comparison of the time histories of the equilibrium bubble radius, $\bar {R}_{eq}$, for three values of the initial uniform concentration of the gas in the liquid divided by the saturation concentration of the gas in the liquid $\bar {C}_i/\bar {C}_{sat}$. The initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values, with the exception of $\bar {C}_i$, are the same as figure 3.

Figure 14

Figure 15. Short time periods of $10^{-4}$ s of the histories of the bubble radius $\bar {R}$ for (a) $\bar {t}=30$ s, (b) $\bar {t}=60$ s, (c) $\bar {t}=120$ s and (d) $\bar {t}=150$ s. The equilibrium bubble radius is also shown for comparison. The initial uniform concentration of the gas in the liquid $\bar {C}_i/\bar {C}_{sat}=0.95$, the initial volume fraction of the gas in the bubble $\phi _{air}=0.8$ and the remaining parameter values are the same as figure 3.