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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1173521</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2023.1173521</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Droplet oscillations in a turbulent flow</article-title>
<alt-title alt-title-type="left-running-head">Roa et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphy.2023.1173521">10.3389/fphy.2023.1173521</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Roa</surname>
<given-names>Ignacio</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Renoult</surname>
<given-names>Marie-Charlotte</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dumouchel</surname>
<given-names>Christophe</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Br&#xe4;ndle de Motta</surname>
<given-names>Jorge C&#xe9;sar</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2221194/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>CORIA-UMR 6614 - Normandie Universit&#x00E9;, CNRS-Universit&#x00E9; and INSA de Rouen</institution>, <addr-line>Saint Etienne du Rouvray</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1905450/overview">Carole Planchette</ext-link>, Graz University of Technology, Austria</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2126736/overview">Marc Pradas</ext-link>, The Open University, United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/820133/overview">Michele La Rocca</ext-link>, Roma Tre University, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jorge C&#xe9;sar Br&#xe4;ndle de Motta, <email>jorge.brandle@coria.fr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1173521</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>02</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Roa, Renoult, Dumouchel and Br&#xe4;ndle de Motta.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Roa, Renoult, Dumouchel and Br&#xe4;ndle de Motta</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The oscillations of an initially unperturbed spherical droplet immersed in a homogeneous and isotropic turbulent background flow are investigated through spherical harmonic decomposition. As suggested in the literature, the shape oscillations under turbulent conditions are related to the frequency of droplets oscillating in a fluid without background flow. A series of direct numerical simulations (DNS) of droplets with single deformation modes in a fluid at rest are first performed. The frequency and damping rate are compared with weakly viscous linear theory. Then, a database of 220 droplets deformed under turbulent conditions for a single Weber and Reynolds number is generated with an identical numerical set-up. Each spherical harmonic coefficient shows an oscillatory motion with comparable frequency to the single deformation mode simulations. The power spectrum of the coefficients provides the amount of surface of each mode. After a transient regime, the surface area reaches a stationary saturation level. The saturation level of each mode is linked to the turbulence and the energy <italic>stored</italic> at the interface. Droplets after a high deformation are studied with and without background flow. As expected, the physics of relaxation is driven by capillary forces.</p>
</abstract>
<kwd-group>
<kwd>drops and bubbles</kwd>
<kwd>turbulence</kwd>
<kwd>two-phase flows</kwd>
<kwd>linear theory</kwd>
<kwd>CFD</kwd>
</kwd-group>
<contract-sponsor id="cn001">Agence Nationale de la Recherche<named-content content-type="fundref-id">10.13039/501100001665</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Interdisciplinary Physics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Droplet and bubble oscillations have been a subject of research for over a century due to their relevance in transport processes across the interface. As the droplet departs from its spherical equilibrium state, its surface increases, inducing gradients of velocity, temperature, and species mass concentration, influencing the transport of momentum, heat, and mass [<xref ref-type="bibr" rid="B1">1</xref>]. Droplet deformation and breakup are important phenomena in the atomization process due to their impact in the final droplet size distribution. Many authors attribute the breakup of droplets due to turbulence to their free oscillations, in particular for low turbulence levels as a result of a resonant mechanism [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>]. First studies of droplet oscillations are recorded from Lord Rayleigh [<xref ref-type="bibr" rid="B5">5</xref>], where he investigated the vibrations of a liquid mass about a spherical shape finding the well-known solutions of the fundamental modes of motion and calculated the corresponding frequencies. This work was later generalized by Lamb [<xref ref-type="bibr" rid="B6">6</xref>], adding the influence of the viscosity of the liquid sphere. Non-linear oscillations of inviscid drops and bubbles have been numerically studied for modes <italic>m</italic> &#x3d; 2, 3, 4 [<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B8">8</xref>], showing that finite viscosity has a strong effect on mode-coupling phenomena and demonstrating that a drop undergoing mode 2 oscillations spends a longer part of each period in a prolate form rather than in an oblate form. This conclusion was later reinforced through a weak stability analysis and numerical simulations of both the inviscid and viscous cases [<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B10">10</xref>], along with quantifying the effects of viscosity in the damping and its role in enhancing the coupling of different oscillation modes. A common idea in various models in the literature is the existence of a critical Weber number (the ratio between turbulent and surface tension forces) for breakup. The problem with this criterion is that it is not universal as it is not suitable for cases where the residence time of the drop is large compared to the period of its shape oscillations [<xref ref-type="bibr" rid="B11">11</xref>]. Direct numerical simulation (DNS) has been extensively used to study interface&#x2013;droplet/bubble turbulence interactions from the seminal works of Qian et al. [<xref ref-type="bibr" rid="B12">12</xref>] or Perlekar et al. [<xref ref-type="bibr" rid="B13">13</xref>] to the most recent works of Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>] or Vela-Mart&#xed;n and Avila [<xref ref-type="bibr" rid="B15">15</xref>]. Different numerical approaches have been used such as volume-of-fluid (VOF) [<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B16">16</xref>], level set [<xref ref-type="bibr" rid="B17">17</xref>,<xref ref-type="bibr" rid="B18">18</xref>], coupled level-set method and volume-of-fluid (CLSVOF) [<xref ref-type="bibr" rid="B19">19</xref>], and Lattice&#x2013;Boltzmann [<xref ref-type="bibr" rid="B13">13</xref>,<xref ref-type="bibr" rid="B20">20</xref>] approaches. A review of these methods can be found in Tryggvason et al. [<xref ref-type="bibr" rid="B21">21</xref>].</p>
<p>The current work is motivated by the previous literature, in which a spherical harmonic decomposition has been used as a mean to describe the deformed surface. The study of a liquid globe oscillating in a resting fluid [<xref ref-type="bibr" rid="B22">22</xref>,<xref ref-type="bibr" rid="B23">23</xref>] introduced the study of mode oscillations. Later on, the damping isolating the spherical harmonic coefficient for mode 2 was investigated [<xref ref-type="bibr" rid="B24">24</xref>], and the study of the signature of the modes of deformation in order to infer bubble dynamics in a turbulent flow was presented [<xref ref-type="bibr" rid="B3">3</xref>]. The development of a similar framework to describe bubble deformation [<xref ref-type="bibr" rid="B14">14</xref>] has also motivated this work. We wish to generalize the classical Lamb theory in order to account for more complex geometries that better represent realistic droplets with the introduction of spherical harmonics, being able to trace the oscillations not only in the azimuthal but also in the polar direction, as most of the literature assumes an axisymmetric behavior of the oscillations of droplets, which, in our case of study, is simply not realistic.</p>
<p>The utility of the present framework comes from its ability to observe the effect of the different length scales on the liquid bulk by isolating each mode and allowing us to describe the droplet&#x2019;s oscillation frequency as an ensemble of the different mode frequencies present since we are able to monitor the oscillations in all directions.</p>
<p>This framework is used in a series of independent droplets immersed in a turbulent background flow generated by the DNS of the Navier&#x2013;Stokes equations. The in-house code Archer is chosen for its capabilities to reproduce Lamb theory oscillations [<xref ref-type="bibr" rid="B25">25</xref>,<xref ref-type="bibr" rid="B26">26</xref>] and the level-set implicit description that allows an accurate computation of the spherical harmonic coefficients [<xref ref-type="bibr" rid="B27">27</xref>]. In the following work, we consider carrier and disperse phases with similar density and viscosity as a particular case between droplets and bubbles. We consider neither mass exchange nor mixing between both fluids. In addition, DNS of the individual mode of deformations in a fluid initially at rest, initialized with amplitudes comparable to turbulent mode oscillations, has been performed in order to compare their corresponding frequencies with those obtained from the study under turbulence effects. A good agreement between the obtained results and both experimental and numerical literature is observed, particularly exhibiting a mode 2 deformation dominance throughout the droplet lifetime and a strong coupling between the even modes (i.e., 2, 4, and 6). Through a study of the decay following high-amplitude deformations in both turbulent and quiescent flows, it is confirmed that the oscillator is driven by capillary forces.</p>
<p>This paper is organized as follows: first, in section 1.1, a brief review of the existing theory of droplet oscillations is presented. <xref ref-type="sec" rid="s2">Section 2</xref> focuses on the different aspects of the methodology: the numerical solver, the generation of the turbulent flow, and the spherical harmonic framework. In <xref ref-type="sec" rid="s3">section 3</xref>, we focus on the analysis of the numerical results. First, we present different reference cases where initial droplets are deformed with a specific shape in a fluid at rest. Second, we analyze the evolution of the deformation of a droplet immersed in a turbulent background flow, showing the dominance of mode 2 in the deformation dynamics in agreement with the experimental and numerical literature. Then, attention is set on the initial exponential growth of the droplet deformation and this deformation saturation level. A specific subsection is carried out on the relaxation time after high deformation. Finally, in <xref ref-type="sec" rid="s4">section 4</xref>, we close our analysis with discussions and conclusions.</p>
<sec id="s1-1">
<title>1.1 Droplet oscillations in a resting fluid</title>
<p>The classical droplet oscillation theory considers the shape oscillations of an incompressible liquid drop of radius <italic>R</italic>
<sub>0</sub>, viscosity <italic>&#x3bc;</italic>
<sub>
<italic>l</italic>
</sub>, and density <italic>&#x3c1;</italic>
<sub>
<italic>l</italic>
</sub>. The drop is considered to be close to the spherical stable condition due to the surface tension <italic>&#x3c3;</italic>. The surrounding fluid is considered to be initially at rest, with density <italic>&#x3c1;</italic>
<sub>
<italic>g</italic>
</sub> and viscosity <italic>&#x3bc;</italic>
<sub>
<italic>g</italic>
</sub>. Both fluids are considered isothermal.</p>
<p>Any shape that is star-shaped (radially convex set) can be described in a spherical coordinate reference (see <xref ref-type="fig" rid="F1">Figure 1</xref>). Since the considered droplet is close to a sphere, this framework is used. Any function based on the spherical coordinates (<italic>&#x3b8;</italic>, <italic>&#x3c6;</italic>), where 0 &#x3c; <italic>&#x3b8;</italic> &#x3c; <italic>&#x3c0;</italic> is the polar angle (colatitude) and 0 &#x3c; <italic>&#x3c6;</italic> &#x3c; 2<italic>&#x3c0;</italic> is the azimuthal angle (longitude), can be expressed as an expansion of spherical harmonic functions. The distance from the center of the reference frame to the droplet interface can, thus, be described by the following equation:<disp-formula id="e1">
<mml:math id="m1">
<mml:mi>R</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:munderover>
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:munderover>
</mml:mstyle>
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:msubsup>
<mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub>(<italic>t</italic>) corresponds to the amplitude of the deformation expressed as a spherical harmonic coefficient and <inline-formula id="inf1">
<mml:math id="m2">
<mml:msubsup>
<mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> is the spherical harmonic function. Finally, <italic>m</italic> and <italic>l</italic> correspond to the spherical harmonic degree and order, respectively, with <italic>m</italic> &#x2265; 0 and &#x2212;<italic>m</italic> &#x2264; <italic>l</italic> &#x2264; <italic>m</italic>. Degrees (which are referred to in the literature as modes) describe the number of lobes in the polar coordinate. Order refers to the orientation of these lobes in the reference frame system. The spherical harmonic function is defined as follows:<disp-formula id="e2">
<mml:math id="m3">
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>!</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>!</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:msubsup>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:math>
<label>(2)</label>
</disp-formula>with <inline-formula id="inf2">
<mml:math id="m4">
<mml:msubsup>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> corresponding to the Legendre polynomials, <inline-formula id="inf3">
<mml:math id="m5">
<mml:mi>m</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mi mathvariant="double-struck">N</mml:mi>
</mml:math>
</inline-formula> and <italic>l</italic> &#x2208; [&#x2212;<italic>m</italic>, <italic>m</italic>]. Then, the real form of the spherical harmonics is given by the following equation:<disp-formula id="e3">
<mml:math id="m6">
<mml:msubsup>
<mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mfenced open="{" close="">
<mml:mrow>
<mml:mtable class="cases">
<mml:mtr>
<mml:mtd columnalign="left">
<mml:mfrac>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msup>
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mtext>if&#x2009;</mml:mtext>
<mml:mi>m</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mtext>if&#x2009;</mml:mtext>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:mfrac>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msup>
<mml:msubsup>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mtext>if&#x2009;</mml:mtext>
<mml:mi>m</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>.</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Drop deformation: sketch and definitions.</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g001.tif"/>
</fig>
<p>The equation of motion of the free surface can be obtained from the linearization of the Navier&#x2013;Stokes equations [<xref ref-type="bibr" rid="B28">28</xref>]. For the particular case, in which the surrounding fluid is of negligible dynamical effects, the evolution in time of the coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> are solutions of the independent second-order differential equation [<xref ref-type="bibr" rid="B24">24</xref>]:<disp-formula id="e4">
<mml:math id="m7">
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo>&#x308;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo>&#x307;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(4)</label>
</disp-formula>where <sup>&#x22c5;</sup> corresponds to the time derivative, <italic>&#x3b2;</italic>
<sub>
<italic>m</italic>0</sub> is the damping coefficient of mode <italic>m</italic>, and <italic>&#x3c9;</italic>
<sub>
<italic>m</italic>0</sub> is the angular frequency associated with mode <italic>m</italic>. It was shown that for this particular case, the angular frequency and damping rate are given by the following equations:<disp-formula id="e5">
<mml:math id="m8">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:mo>,</mml:mo>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m9">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>For the studied case of liquid&#x2013;liquid droplets, the solution given by Prosperetti [<xref ref-type="bibr" rid="B24">24</xref>] is considered. In the limit of weak viscous effects, this equation can then be simplified by estimations obtained from an asymptotic development [<xref ref-type="bibr" rid="B29">29</xref>], which draws the following solution for the angular frequency:<disp-formula id="e7">
<mml:math id="m10">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:munder>
<mml:mrow>
<mml:munder accentunder="false">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msqrt>
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>&#x23df;</mml:mo>
</mml:munder>
</mml:mrow>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:munder>
</mml:mrow>
</mml:mfenced>
<mml:mo>.</mml:mo>
</mml:math>
<label>(7)</label>
</disp-formula>Then, the expression for the damping rate is defined as follows:<disp-formula id="e8">
<mml:math id="m11">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>m</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo>&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:math>
<label>(8)</label>
</disp-formula>where <inline-formula id="inf4">
<mml:math id="m12">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula> is the density ratio and <inline-formula id="inf5">
<mml:math id="m13">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>. It should be noted that the subscripts <italic>m</italic> are used to describe the solution of these equations for the associated mode <italic>m</italic>. In the present paper, we consider the case where the density ratio between two phases is one.</p>
<p>The zeroth coefficient <italic>a</italic>
<sub>0,0</sub> evolves in time in order to ensure mass conservation [<xref ref-type="bibr" rid="B30">30</xref>]. According to these authors, the first mode should not report any oscillation. Since Eq. <xref ref-type="disp-formula" rid="e4">4</xref> is independent, the present theory does not consider any coupling between the coefficients.</p>
<p>A general review of the different theories can be found in [<xref ref-type="bibr" rid="B23">23</xref>]. More recent developments can be found in [<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B31">31</xref>].</p>
<p>For the sake of clarity, in the current paper, we use the frequency <italic>f</italic>
<sub>2</sub> &#x3d; 2<italic>&#x3c0;&#x3c9;</italic>
<sub>2</sub> computed from Eq. <xref ref-type="disp-formula" rid="e7">7</xref> to non-dimensionalize the time, considering that mode 2 is expected to dominate the deformation.</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methodology</title>
<sec id="s2-1">
<title>2.1 Archer solver</title>
<p>The in-house high-performance computing code Archer is used to perform all DNS presented in this work. Archer was one of the first codes undertaking the simulation of liquid-jet atomization under a realistic diesel injection configuration [<xref ref-type="bibr" rid="B32">32</xref>]. It solves on a staggered Cartesian mesh the one-fluid formulation of the incompressible Navier&#x2013;Stokes equation.<disp-formula id="e9">
<mml:math id="m14">
<mml:mi>&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mspace width="0.28em"/>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.28em"/>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(9)</label>
</disp-formula>
<disp-formula id="e10">
<mml:math id="m15">
<mml:msub>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mspace width="0.3333em" class="nbsp"/>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2297;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="0.28em"/>
<mml:mo>&#x3d;</mml:mo>
<mml:mspace width="0.28em"/>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>p</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi mathvariant="bold">D</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>&#x3ba;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(10)</label>
</disp-formula>where <italic>&#x3c1;</italic> s the density, <italic>p</italic> is the pressure field, <italic>&#x3bc;</italic> is the dynamic viscosity, <bold>D</bold> is the strain rate tensor, <inline-formula id="inf6">
<mml:math id="m16">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is a source term, <italic>&#x3c3;</italic> is the surface tension, <inline-formula id="inf7">
<mml:math id="m17">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the unit normal vector to the interface, <italic>&#x3ba;</italic> is its mean curvature, and <italic>&#x3b4;</italic>
<sub>
<italic>s</italic>
</sub> is the Dirac function characterizing the location of the interface. For solving Eq. <xref ref-type="disp-formula" rid="e10">10</xref>, the convective term is written in the conservative form and solved using the improved Rudman&#x2019;s technique [<xref ref-type="bibr" rid="B33">33</xref>] presented in [<xref ref-type="bibr" rid="B34">34</xref>]. The latter allows mass and momentum to be transported consistently, thereby enabling flows with large liquid/gas density ratios to be simulated accurately. The viscosity term is computed following the method presented by [<xref ref-type="bibr" rid="B35">35</xref>]. To ensure the incompressibility of the velocity field, a Poisson equation is solved. The latter accounts for the surface tension force and is solved using a multi-grid preconditioned conjugate gradient algorithm (MGCG) [<xref ref-type="bibr" rid="B36">36</xref>] coupled with the ghost fluid method [<xref ref-type="bibr" rid="B37">37</xref>].</p>
<p>For transporting the interface, a CLSVOF method is used, in which the level-set function accurately describes the geometric features of the interface (its normal and curvature) and the VOF function ensures mass conservation. The density is calculated from the VOF, <italic>&#x3c8;</italic>, as <italic>&#x3c1;</italic> &#x3d; <italic>&#x3c1;</italic>
<sub>
<italic>l</italic>
</sub>
<italic>&#x3c8;</italic> &#x2b; <italic>&#x3c1;</italic>
<sub>
<italic>g</italic>
</sub>(1 &#x2212; <italic>&#x3c8;</italic>), and the dynamic viscosity (<italic>&#x3bc;</italic>
<sub>
<italic>l</italic>
</sub> or <italic>&#x3bc;</italic>
<sub>
<italic>g</italic>
</sub>) depends on the sign of the level-set function. In cells containing both a liquid and gas phase, a specific treatment is performed to evaluate the dynamic viscosity, following the procedure of [<xref ref-type="bibr" rid="B35">35</xref>]. The code has been validated and tested in a variety of atomization conditions, such as high-density ratios and varying Weber and Reynolds numbers [<xref ref-type="bibr" rid="B32">32</xref>,<xref ref-type="bibr" rid="B34">34</xref>]. The case of an oscillating droplet has been previously validated for the Archer code [<xref ref-type="bibr" rid="B25">25</xref>,<xref ref-type="bibr" rid="B26">26</xref>], finding good agreement with the linear theory.</p>
</sec>
<sec id="s2-2">
<title>2.2 Turbulent flow generation</title>
<p>To produce a turbulent flow in a physical space-based code, linear forcing has been applied. This forcing was first developed for a single-phase flow by [<xref ref-type="bibr" rid="B38">38</xref>] and has been adapted to two-phase flows with particles [<xref ref-type="bibr" rid="B39">39</xref>] and interfacial flows [<xref ref-type="bibr" rid="B40">40</xref>,<xref ref-type="bibr" rid="B41">41</xref>]. This subsequent implementation is used in the present research. The linear forcing consists in introducing a volume force in the Navier&#x2013;Stokes equation proportional to the velocity fluctuations, <inline-formula id="inf8">
<mml:math id="m18">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>A</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:math>
</inline-formula>. Here, <inline-formula id="inf9">
<mml:math id="m19">
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mo>&#x20d7;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:math>
</inline-formula> is computed at the end of the prediction step, and the parameter <italic>A</italic> is updated each time step in order to obtain a target total energy. Limited by the number of nodes, the present simulations are performed at a fixed turbulent Reynolds number, <inline-formula id="inf10">
<mml:math id="m20">
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>u</mml:mi>
<mml:mo>&#x2032;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2243;</mml:mo>
<mml:mn>45</mml:mn>
</mml:math>
</inline-formula>, where <italic>&#x3bb;</italic> is the Taylor length scale.</p>
<p>The impact of the forcing scheme is currently under study [<xref ref-type="bibr" rid="B42">42</xref>] and will be presented in a future communication.</p>
</sec>
<sec id="s2-3">
<title>2.3 Droplets in the turbulent flow database</title>
<p>A database of independent droplets immersed in a homogeneous and isotropic turbulent background flow was generated as a part of a previous study ([<xref ref-type="bibr" rid="B43">43</xref>,<xref ref-type="bibr" rid="B44">44</xref>]&#x2014;forthcoming). We consider the liquid&#x2013;liquid interaction to experience no mixing or mass exchange. The Weber number, defined as <inline-formula id="inf11">
<mml:math id="m21">
<mml:mi>W</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula>, remained constant over all cases (<italic>We</italic> &#x3d; 0.9). This Weber number was set to ensure the droplet would oscillate without experiencing an immediate breakup. The viscosity ratio (<italic>&#x3bc;</italic>
<sub>
<italic>l</italic>
</sub>/<italic>&#x3bc;</italic>
<sub>
<italic>g</italic>
</sub>) and density ratio (<italic>&#x3c1;</italic>
<sub>
<italic>l</italic>
</sub>/<italic>&#x3c1;</italic>
<sub>
<italic>g</italic>
</sub>) are set to 1. In order to focus on the interactions between the interface and the turbulence, it was decided to work with the same density and the same dynamic viscosity for both fluids [<xref ref-type="bibr" rid="B13">13</xref>]. Turbulence forcing can introduce additional problems, in particular when the density ratio is large [<xref ref-type="bibr" rid="B18">18</xref>]; therefore, by setting this parameter to unity, the influence of the density difference on the carrier turbulent flow is avoided. The numerical simulation was performed over a 64<sup>3</sup> grid. A ratio between the droplet radius and domain size of <inline-formula id="inf12">
<mml:math id="m22">
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.233</mml:mn>
</mml:math>
</inline-formula> and an Ohnesorge number <inline-formula id="inf13">
<mml:math id="m23">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mi>h</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> of 0.00465 were considered. Each droplet is generated in the following way: first, a single-phase isotropic and homogeneous turbulent flow is generated in the domain and run until it converges. After this, a spherical solid body is located inside the domain with the surrounding fluid to capture the non-slip condition. The background flow is then left to evolve around the sphere, and once convergence has been reached respecting the no-slip condition, the spherical solid body is changed for a liquid bulk. The numerical simulation was set to continue until the droplet experienced breakup. For the results presented in this article, over 220 droplets were analyzed. The database generation is fully presented in Deberne et al. (2023&#x2014;forthcoming).</p>
</sec>
<sec id="s2-4">
<title>2.4 Spherical harmonic decomposition</title>
<p>To study the shape evolution of a drop immersed in a turbulent flow, we introduce the spherical harmonic functions <inline-formula id="inf14">
<mml:math id="m24">
<mml:msubsup>
<mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> (Eq. <xref ref-type="disp-formula" rid="e2">2</xref>). The representation of the spherical harmonic function as a double series is a generalized Fourier series. Therefore, if normalized, it represents a complete orthonormal system of functions for all degrees <italic>m</italic> and orders <italic>l</italic>. Due to this property, we can then compute the spherical harmonic coefficients of a function with the integral:<disp-formula id="e11">
<mml:math id="m25">
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>R</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:msubsup>
<mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="0.17em"/>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(11)</label>
</disp-formula>where <italic>d</italic>&#x3a9; corresponds to the differential surface area on the unit sphere sin&#x2009;<italic>&#x3b8;d&#x3b8; d&#x3d5;</italic>.</p>
<p>The values of <italic>R</italic>(<italic>&#x3b8;</italic>, <italic>&#x3c6;</italic>) are obtained through a loop that computes the values of the radius across the interface (<xref ref-type="fig" rid="F2">Figure 2A</xref>), following the spherical coordinates reference frame over an array of angles, whose size is given by the maximum number of modes, <italic>M</italic>, we wish to evaluate. More specifically, the array (as shown in <xref ref-type="fig" rid="F2">Figure 2B</xref>) will be of shape 2(<italic>M</italic> &#x2b; 1) &#xd7; 2(<italic>M</italic> &#x2b; 1). The coefficients are then computed from this array with the help of pyshtools [<xref ref-type="bibr" rid="B45">45</xref>]. The numerical error for computing the radius <italic>R</italic>(<italic>&#x3b8;</italic>, <italic>&#x3c6;</italic>) is less than 0.1%. Similarly, the numerical error for computing the coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> is less than 0.1% for <italic>m</italic> &#x2264; 6. A detailed overview of the spherical harmonic expansion framework applied here has been determined as part of this research [<xref ref-type="bibr" rid="B27">27</xref>].</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Illustration of the interface mapping of a droplet deformed by a turbulent background flow for a spherical harmonic decomposition with <italic>M</italic> &#x3d;6. <bold>(A)</bold> Points are distributed around a revolution axis given by the reference frame. <bold>(B)</bold> Normalized distances between the center and the interface are stored in a grid. The colorbar corresponds in both figures to the values of the function <italic>R</italic>(<italic>&#x3b8;</italic>, <italic>&#x3c6;</italic>) normalized by the reference radius <italic>R</italic>
<sub>0</sub>.</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g002.tif"/>
</fig>
<p>For the studied case, we consider the computation of the spherical harmonic modes for <italic>m</italic> &#x2264; 6 as we observe a rapid decrease of the amplitude of the coefficient <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> with <italic>m</italic>. Since we aim to use this framework to characterize the deformation on the droplet surface, we are interested in reducing as much as possible the effect of mode 1 (<italic>a</italic>
<sub>1,<italic>l</italic>
</sub> &#x2248; 0) since it describes the translatory motion of the droplet. The center of mass was opted as the center of space after considering different approaches [<xref ref-type="bibr" rid="B27">27</xref>]. For the results shown here, 90% of the computed mode 1 coefficients are below 0.05. An exception to this rule occurs when the droplet is subject to high-amplitude deformation.</p>
<p>Our goal is to relate the spherical harmonic expansion with the surface deformation. We recall that the total energy <italic>stored</italic> at the interface is proportional to the total surface area <inline-formula id="inf15">
<mml:math id="m26">
<mml:msubsup>
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>. Parseval&#x2019;s theorem, also known as Rayleigh&#x2019;s energy theorem, relates the integral of the square of a function to the sum of the square of its transform. Due to the orthogonality properties of the spherical harmonic functions, this can be written as follows:<disp-formula id="e12">
<mml:math id="m27">
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b8;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="0.17em"/>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
</mml:math>
<label>(12)</label>
</disp-formula>where<disp-formula id="e13">
<mml:math id="m28">
<mml:msubsup>
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x221e;</mml:mi>
</mml:mrow>
</mml:munderover>
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:munderover>
</mml:mstyle>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>.</mml:mo>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>The power spectrum <inline-formula id="inf16">
<mml:math id="m29">
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> is computed by the following equation:<disp-formula id="e14">
<mml:math id="m30">
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:munderover>
</mml:mstyle>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>.</mml:mo>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Since the coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> of the same degree <italic>m</italic> are associated with the same oscillatory frequency, the power spectrum provides the energy contained in each mode and relates it to the total deformation. This parameter will always be positive by definition and independent of the orientation of the reference frame.</p>
<p>The spherical harmonic coefficients are dependent on the reference frame of the system. This means that the results from the expansion are directly affected by the center of the coordinate system and the reference frame in which we define the angles <italic>&#x3b8;</italic> and <italic>&#x3c6;</italic>. Due to the nature of the surrounding fluid in this study, the droplet will not remain static, but it will experience translation and rotation. In the present, an origin at the center of mass of the body is considered, with a reference frame aligned to the Cartesian mesh, except for the analysis conducted, as shown in <xref ref-type="sec" rid="s3-4">section 3.4</xref>.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Single-mode deformation droplets</title>
<p>In order to have a reference for the case studied in this article, a series of simulations without turbulence are performed with similar conditions and numerical resolution as for the turbulent case. The selected configuration is to investigate the oscillations of each isolated mode in a fluid initially at rest. Both the drop and the surrounding fluid are of equivalent characteristic values as those used for the generation of the database. Each simulation corresponds to the small-amplitude perturbation of degrees <italic>m</italic> &#x3d; 2&#x2013;6. The spherical harmonic coefficients <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> were chosen in accordance to the highest amplitude of the coefficients found in turbulent flow deformation (presented later in <xref ref-type="sec" rid="s3-2">section 3.2</xref>). The reference frame was selected so that we would follow the axisymmetric oscillations of the liquid drop (i.e., <italic>&#x3b8;</italic> is the angle respecting to the axisymmetric axis.). The temporal evolution of the coefficients and their initial shape are given in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Oscillations of a droplet initialized with a spherical harmonic mode coefficient m &#x3d; 2&#x2013;6. <bold>(A)</bold> <italic>a</italic>
<sub>2,0</sub>&#x3d;0.36<italic>R</italic>
<sub>0</sub>, <bold>(B)</bold> <italic>a</italic>
<sub>3,0</sub>&#x3d;0.035<italic>R</italic>
<sub>0</sub>, <bold>(C)</bold> <italic>a</italic>
<sub>4,0</sub>&#x3d;0.1<italic>R</italic>
<sub>0</sub>, <bold>(D)</bold> <italic>a</italic>
<sub>5,0</sub>&#x3d;0.04<italic>R</italic>
<sub>0</sub>, and <bold>(E)</bold> <italic>a</italic>
<sub>6,0</sub>&#x3d;0.016<italic>R</italic>
<sub>0</sub>. The coefficients <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> were selected in accordance to the highest amplitude of the coefficients found in turbulent flow deformation (presented in <xref ref-type="sec" rid="s3-2">section 3.2</xref>) (<xref ref-type="sec" rid="s10">Supplementary Videos S1&#x2013;S5</xref> and <xref ref-type="sec" rid="s10">Supplementary Data S1</xref>).</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g003.tif"/>
</fig>
<p>In the simulation, common results are observed. First, the oscillatory behavior is clearly seen. The amplitude reduces in time as expected by the theory. Second, it is noticeable that the droplet tends to spend more time in the prolate state for mode 2 as a known non-linear effect [<xref ref-type="bibr" rid="B46">46</xref>]. This can be seen comparing the time spent on positive (i.e., prolate) and negative (i.e., oblate) <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> when considering even modes (i.e. 2, 4, 6). For mode 2 oscillations, it is computed that the droplet spends 56.75% of the total time in the prolate state. This phenomenon has been analyzed in detail in the works of Foote [<xref ref-type="bibr" rid="B47">47</xref>]; Basaran [<xref ref-type="bibr" rid="B8">8</xref>]; Meradji et al. [<xref ref-type="bibr" rid="B48">48</xref>]; Zrni&#x107; et al. [<xref ref-type="bibr" rid="B10">10</xref>]. For modes 4 and 6, the oscillations appear to be more periodic, not having such a difference when comparing prolate to the oblate state. Finally, even if only a pure mode is initially perturbed, coupling between modes is observed. This is particularly seen for even modes (see <xref ref-type="fig" rid="F3">Figures 3A, C, E</xref>), as suggested by Foote [<xref ref-type="bibr" rid="B47">47</xref>] and Alonso [<xref ref-type="bibr" rid="B49">49</xref>]. The coupling between orders seems negligible in all the cases, except order <italic>l</italic> &#x3d; 4 that appears for modes <italic>m</italic> &#x3d; 4&#x2013;6. Indeed, this order is aligned with the Cartesian grid, and thus, numerical approximations affect this order.</p>
<p>The frequency and damping of each simulation are given in <xref ref-type="table" rid="T1">Table 1</xref>. The values of <italic>&#x3c9;</italic>
<sub>
<italic>m</italic>
</sub> and <italic>&#x3b2;</italic>
<sub>
<italic>m</italic>
</sub> were computed using a Levenberg&#x2013;Marquardt fitting algorithm. The covariance of the fitted results was below 0.5% for all cases. As predicted by the theory [<xref ref-type="bibr" rid="B6">6</xref>,<xref ref-type="bibr" rid="B28">28</xref>], these values increase with the degree. In other words, the deformations with smaller amplitude have larger frequency and are dissipated faster. The computed values differ from the theoretical predictions. This is due to different considerations. First, the selected mesh resolution has been chosen as small as possible in order to realize an extensive database. Second, the droplet is not in an infinite domain since the domain is considered as tri-periodic as in the database. Finally, the theory is applied for small perturbations (i.e., <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> &#x226A; <italic>R</italic>
<sub>0</sub>), assumption that is not verified in the current simulations. Nonetheless, these values will serve as a reference for the rest of the article.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of frequencies <italic>&#x3c9;</italic> and the damping ratio <italic>&#x3b2;</italic> normalized by <italic>&#x3c9;</italic>
<sub>20</sub>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Mode</th>
<th colspan="2" align="center">2</th>
<th colspan="2" align="center">3</th>
<th colspan="2" align="center">4</th>
<th colspan="2" align="center">5</th>
<th colspan="2" align="center">6</th>
</tr>
<tr>
<th align="center">
<italic>&#x3c9;</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>&#x3c9;</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>&#x3c9;</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>&#x3c9;</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>&#x3c9;</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Eqs <xref ref-type="disp-formula" rid="e5">5</xref>, <xref ref-type="disp-formula" rid="e6">6</xref>
</td>
<td align="center">1.00</td>
<td align="center">0.0106</td>
<td align="center">1.890</td>
<td align="center">0.0297</td>
<td align="center">2.89</td>
<td align="center">0.057</td>
<td align="center">3.99</td>
<td align="center">0.0933</td>
<td align="center">5.19</td>
<td align="center">0.138</td>
</tr>
<tr>
<td align="left">Eqs <xref ref-type="disp-formula" rid="e7">7</xref>, <xref ref-type="disp-formula" rid="e8">8</xref>
</td>
<td align="center">0.959</td>
<td align="center">0.0441</td>
<td align="center">1.81</td>
<td align="center">0.0849</td>
<td align="center">2.76</td>
<td align="center">0.135</td>
<td align="center">3.81</td>
<td align="center">0.195</td>
<td align="center">4.95</td>
<td align="center">0.264</td>
</tr>
<tr>
<td align="left">Individual modes (<xref ref-type="sec" rid="s3-1">section 3.1</xref>)</td>
<td align="center">0.738</td>
<td align="center">0.0841</td>
<td align="center">1.861</td>
<td align="center">0.214</td>
<td align="center">2.544</td>
<td align="center">0.288</td>
<td align="center">3.70</td>
<td align="center">0.374</td>
<td align="center">4.79</td>
<td align="center">0.440</td>
</tr>
<tr>
<td align="left">Turbulent flow (<xref ref-type="sec" rid="s3-2">section 3.2</xref>)</td>
<td align="center">1.11</td>
<td align="center">-</td>
<td align="center">1.96</td>
<td align="center">-</td>
<td align="center">2.29</td>
<td align="center">-</td>
<td align="center">2.88</td>
<td align="center">-</td>
<td align="center">3.34</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Quiescent flow (<xref ref-type="sec" rid="s3-4">section 3.4</xref>, <xref ref-type="fig" rid="F7">Figure 7</xref>)</td>
<td align="center">0.853</td>
<td align="center">0.107</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">1.76</td>
<td align="center">0.336</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Oscillations of droplets immersed in a turbulent flow</title>
<p>We investigate the oscillations by computing the coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> for each droplet of the database in order to correlate their oscillations with deformation. Since the frequency of each coefficient <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> for the same <italic>m</italic> is homologous, we make use of the power spectrum coefficient <inline-formula id="inf17">
<mml:math id="m31">
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> (Eq. <xref ref-type="disp-formula" rid="e14">14</xref>), which corresponds to the surface energy contained in each mode <italic>m</italic> Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>]. The evolution of <inline-formula id="inf18">
<mml:math id="m32">
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:msqrt>
</mml:math>
</inline-formula> as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub> for a single droplet is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The choice of plotting <italic>a</italic>
<sub>
<italic>m</italic>
</sub> instead of <inline-formula id="inf19">
<mml:math id="m33">
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> is carried out to highlight the coupling between modes. The amplitude of the coefficient <italic>a</italic>
<sub>1</sub> is close to zero for most of the duration of the droplet&#x2019;s run due to the choice of the center of the reference frame, except when we observe high-amplitude deformations. In these extreme cases, the droplet becomes highly elongated with a complex geometry. We can observe a dominance of mode <italic>m</italic> &#x3d; 2 in the surface energy deformation, in agreement with the previous literature in bubble dynamics [<xref ref-type="bibr" rid="B3">3</xref>,<xref ref-type="bibr" rid="B14">14</xref>,<xref ref-type="bibr" rid="B50">50</xref>], which have reported this phenomenon. To a lesser extent, the mode <italic>m</italic> &#x3d; 4 also contributes to the global deformation and seems to be coupled with the mode <italic>m</italic> &#x3d; 2 deformations. Considering the first peak at <italic>tf</italic>
<sub>2</sub> &#x3d; 5, the total amount of energy <italic>stored</italic> at mode <italic>m</italic> &#x3d; 2 is equivalent to 10% of the surface energy of a perfect sphere, while the same quantity for mode <italic>m</italic> &#x3d; 4 does not reach 0.5%. The coefficients <italic>a</italic>
<sub>2,<italic>l</italic>
</sub> are also shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> are directly dependent on the reference frame. If a different initial reference frame had been chosen, different values for the coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub> would have been observed. However, a clear oscillation pattern is observed for each mode, and it is worth noting that the amplitudes of all the exposed coefficients are akin. The same behavior can be observed in the other modes, but with smaller amplitudes (not shown in the figure since larger degrees have too many orders to be plotted).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Top image shows the power spectrum of the spherical harmonic decomposition for modes <italic>m</italic> &#x3d;1 to <italic>m</italic> &#x3d;6 as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub> of one droplet from the database. In the bottom, coefficients <italic>a</italic>
<sub>2,<italic>l</italic>
</sub> as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub> of one droplet from the database for <italic>l</italic> &#x3d;&#x2212;2 to <italic>l</italic> &#x3d;2 are shown (<xref ref-type="sec" rid="s10">Supplementary Video S6</xref> and <xref ref-type="sec" rid="s10">Supplementary Data S2</xref>).</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g004.tif"/>
</fig>
<p>Due to the difficulty to extract a pure frequency from the amplitude coefficients <italic>a</italic>
<sub>
<italic>m</italic>,<italic>l</italic>
</sub>, the angular frequency of each couple (<italic>m</italic>, <italic>l</italic>) was obtained by computing the average oscillation period defined as the peak-to-peak interval time. The statistics were computed for <italic>tf</italic>
<sub>2</sub> &#x3e; 6, where the statistically converged regime is reached (see <xref ref-type="sec" rid="s3-3">section 3.3</xref>). The angular frequencies obtained are given in <xref ref-type="table" rid="T1">Table 1</xref>. The frequency observed for each mode is of the same order of magnitude as one for pure-deformed oscillations. This result broadens the conclusions of Risso and Fabre [<xref ref-type="bibr" rid="B3">3</xref>], which show for bubble in turbulence experiments that the power spectrum of the projected area is dominated by the natural frequencies of modes 2 and 4. These two frequencies appear here for the coefficient corresponding to modes 2 and 4, respectively. This proves that, as expected, the oscillatory frequency is related to the shape deformation given by the same mode. In addition, our results show that all the modes are concerned by these natural oscillations, not only even modes.</p>
<p>The shift between the computed frequency and the natural one is not clear: for mode 2, we observe an increase in the frequency, while for mode 6, we observe a decrease. The origin of these differences is difficult to identify here, but it could be due to the coupling of the interface with the turbulence and the coupling between modes. The seminal work of [<xref ref-type="bibr" rid="B51">51</xref>] for bubbles can provide the first answer of this problem. Nevertheless, the extension of this theoretical work to the liquid&#x2013;liquid case is out of the scope of this paper. Another way to understand the differences consists in considering that mode 2 has a characteristic length scale close to the radius, and in our case, close to the inertial length scale, while the mode 6 characteristic length scale is smaller and close to the Kolmogorov length scale. Thus, the turbulence level <italic>seen</italic> by each mode is not the same. The turbulence impact on the frequency at each scale should be explored in the future by studying different turbulent Reynolds numbers and different droplet sizes.</p>
</sec>
<sec id="s3-3">
<title>3.3 Initial growth and saturation regime</title>
<p>We compute the ensemble average deformation by analyzing the entirety of the droplet database. For each droplet, we perform the spherical harmonic decomposition analysis described previously to obtain the spectrum values. In <xref ref-type="fig" rid="F5">Figure 5</xref>, we show the temporal evolution of the spectrum of some realizations as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub>. The ensemble averages defined by <inline-formula id="inf20">
<mml:math id="m34">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="script">N</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:math>
</inline-formula> are described by the black dashed lines. The definition here differs from the definition of Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>] who computes the ensemble average as <inline-formula id="inf21">
<mml:math id="m35">
<mml:msub>
<mml:mrow>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="script">N</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>. Our choice is motivated by the fact that the saturation level should be linked to the total surface. It has been observed that both expressions provide a similar behavior except for mode 6, where the strong short deformations increase the averaged value with our definition. The computed values of <inline-formula id="inf22">
<mml:math id="m36">
<mml:msub>
<mml:mrow>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="script">N</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula> are not presented in this article.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Evolution of the deformation for each individual spherical harmonic mode coefficient <italic>a</italic>
<sub>
<italic>m</italic>
</sub> as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub> (individual realizations from the database in solid lines) with its respective ensemble average <italic>&#x3b1;</italic>
<sub>
<italic>m</italic>
</sub> (dashed line) for <italic>We</italic> &#x3d;0.9. <bold>(B)</bold> Close up of the initial growth regime (<xref ref-type="sec" rid="s10">Supplementary Videos S7&#x2013;S12</xref> and <xref ref-type="sec" rid="s10">Supplementary Data S3</xref>).</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g005.tif"/>
</fig>
<p>If we take a closer look at the earlier time after the drop is left to evolve in the background flow, we observe an exponential growth for each mode. This growth differs from what is observed by Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>] where they noted a linear growth during the initial time of the evolution of the bubble in a similar experiment. The difference can be attributed to a different initialization routine. In their case, the bubble is initialized with a turbulent flow, even at the interface, while in our experiment, the droplet velocity is zero and a no-slip condition is ensured ([<xref ref-type="bibr" rid="B44">44</xref>]&#x2014;forthcoming).</p>
<p>Then, a saturation level is reached after a given time. The time to reach this saturation time reduces with the mode. For all the modes, we observe a first peak of the ensemble average that seems to be well repeatable and certainly related to the initial condition. The time to reach this peak is smaller for larger modes. After this peak, all the modes converge toward a saturation level.</p>
<p>The saturation level has been studied for modes 2&#x2013;4 by Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>]. In the present paper, we compute this value for modes 2&#x2013;6. The saturation level here is the ensemble and time average over the 220 droplets and after <italic>tf</italic>
<sub>2</sub> &#x3e; 6. The obtained average, defined by <inline-formula id="inf23">
<mml:math id="m37">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="script">N</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:math>
</inline-formula>, is {0.213, 0.0531, 0.0581, 0.0260, 0.0208}<italic>R</italic>
<sub>0</sub> for <italic>m</italic> &#x3d; 2&#x2013;6. As expected and observed by Perrard et al. [<xref ref-type="bibr" rid="B14">14</xref>], the saturation level decreases as the mode increases. That is due to two main phenomena. First, the natural damp rate increases with the mode, and thus, the deformations related to large modes reduce faster. Second, as the mode increases, the characteristic length decreases, and thus, the turbulent energy decreases. The relationship between these two phenomena is not clear, and the scaling of this saturation level has yet to be established. In particular, the difference between odd and even modes should be established. Future work, with different Weber and turbulent Reynolds numbers, will be really helpful in this direction.</p>
<p>After the analysis of regular oscillations, we now consider the study of large deformations.</p>
</sec>
<sec id="s3-4">
<title>3.4 Large deformations and damping factor</title>
<p>We have seen that droplet oscillations in a turbulent flow result in a series of non-axisymmetric oscillations, which are difficult to characterize with the linear stability theory. Large deformation events can be relaxed or can lead to breakup, as suggested by the model of [<xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B11">11</xref>] which provides a maximum deformation threshold. In the following, we analyze the oscillations following a high-amplitude deformation. In order to bring out axisymmetry as much as possible, we rotate the reference frame, in which the spherical harmonics were computed to the one that maximizes the amplitude of coefficient <italic>a</italic>
<sub>2,0</sub>. A minimization Broyden&#x2013;Fletcher&#x2013;Goldfarb&#x2013;Shanno algorithm is used to find the two Euler angles that maximize <italic>a</italic>
<sub>2,0</sub>. The corresponding reference frame is often close to the inertial tensor of the droplet (see [<xref ref-type="bibr" rid="B52">52</xref>]) that is here used as the initial condition for the minimization algorithm.</p>
<p>As seen in <xref ref-type="fig" rid="F4">Figure 4</xref>, the studied droplets reach high-amplitude deformation several times during their lifetime. A total of 694 of these instances were chosen under the criteria that they have a coefficient <italic>a</italic>
<sub>2</sub>(<italic>t</italic>
<sub>
<italic>peak</italic>
</sub>) &#x3e; 0.3<italic>R</italic>
<sub>0</sub> and do not experience breakup in the 4<italic>tf</italic>
<sub>2</sub> after this deformation. The threshold criteria were chosen to be 1.5 <italic>&#x3b1;</italic>
<sub>2,<italic>sat</italic>
</sub> and is close to the breakup limit proposed by Lalanne et al. [<xref ref-type="bibr" rid="B4">4</xref>] and confirmed in the current database ([<xref ref-type="bibr" rid="B44">44</xref>]&#x2014;forthcoming). In other words, these large deformations are often followed by breakup. In <xref ref-type="fig" rid="F6">Figure 6</xref>, the evolution in time of the deformation coefficient <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> following a high-amplitude deformation for individual realizations is plotted, along with the ensemble average of the chosen droplets.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Evolution of the spherical harmonic coefficients <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> following a high-amplitude deformation <italic>a</italic>
<sub>2</sub>&#x3e;0.3 (individual realizations from the database in solid lines) with its respective ensemble average <inline-formula id="inf24">
<mml:math id="m38">
<mml:msub>
<mml:mrow>
<mml:mfenced open="&#x27e8;" close="&#x27e9;">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="script">N</mml:mi>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula> (dashed line) (<xref ref-type="sec" rid="s10">Supplementary Video S13</xref> and <xref ref-type="sec" rid="s10">Supplementary Data S4</xref>).</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g006.tif"/>
</fig>
<p>First, the evolution of coefficient <italic>a</italic>
<sub>2,0</sub> provides an idea of the total deformation evolution. A rapid increase of the <italic>a</italic>
<sub>
<italic>m</italic>,0</sub> coefficients for <italic>m</italic> &#x3d; [2, 4] is followed by a contraction back to the previous mean level. In the particular case of mode 2 oscillations, when aligned to the maximum deformation, the fluctuation between growth and decay shows a timescale related to <italic>f</italic>
<sub>2</sub>. Similarly to the observations of [<xref ref-type="bibr" rid="B50">50</xref>], this decay can be related directly to the natural damp rate of the droplet.</p>
<p>The coupling between even modes can be also established. First, it is clearly seen that these high-deformation droplets also have an <italic>a</italic>
<sub>4,0</sub> component. In other words, the orientation of modes 2 and 4 deformations is aligned. The increase of coefficient <italic>a</italic>
<sub>6,0</sub> is also to notice and seems to <italic>recover</italic> the energy relaxed by modes 2 and 4. For modes 3 and 5, there is no clear evolution.</p>
<p>In order to confirm that the physics after a high-amplitude deformation is related to the capillary forces and not to the background flow, we study a given realization and set the velocity to zero, similarly to the work carried out by H&#xe5;kansson et al. [<xref ref-type="bibr" rid="B53">53</xref>] in the research for a breakup criterion. The selected droplet is present in <xref ref-type="fig" rid="F6">Figure 6</xref> (blue line), and its shape at <italic>t</italic> &#x2212; <italic>t</italic>
<sub>
<italic>peak</italic>
</sub> is shown in <xref ref-type="fig" rid="F7">Figure 7A</xref>. The reference frame is set as before using the maximization of <italic>a</italic>
<sub>2,0</sub>. In <xref ref-type="fig" rid="F7">Figure 7B</xref>, the power spectrum evolution in time is given comparing the turbulent realization and the initial quiescent flow case. The initial decaying is clearly similar in both cases, then, for larger times, the turbulent case deviates from the perfect oscillator.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> Snapshot of the droplet in its maximum deformation time. <bold>(B)</bold> <italic>t</italic> &#x2212; <italic>t</italic>
<sub>
<italic>peak</italic>
</sub> spectrum coefficient <italic>a</italic>
<sub>
<italic>m</italic>
</sub> as a function of the dimensionless time <italic>tf</italic>
<sub>2</sub> of a realization transferred into a quiescent flow. <bold>(C)</bold> Evolution of the spherical harmonic coefficients <italic>a</italic>
<sub>2,<italic>l</italic>
</sub> after rotating the reference frame to maximize the coefficient <italic>a</italic>
<sub>2,0</sub>. <bold>(D)</bold> Evolution of the spherical harmonic coefficient <italic>a</italic>
<sub>4,<italic>l</italic>
</sub> in the same reference frame (<xref ref-type="sec" rid="s10">Supplementary Video S14</xref> and <xref ref-type="sec" rid="s10">Supplementary Data S5</xref>).</p>
</caption>
<graphic xlink:href="fphy-11-1173521-g007.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="F7">Figures 7C, D</xref>, the decomposition of modes 2 and 4 is given, respectively. The other modes are not given since their amplitude is negligible here. The same conclusion can be drawn: the damping and first oscillations after the large deformation are driven by the capillary.</p>
<p>The present droplet has a complex deformation and is not composed of a pure deformation, as shown in <xref ref-type="sec" rid="s3-1">section 3.1</xref>. Thus, the coupling between the modes can explain the differences observed between <xref ref-type="fig" rid="F7">Figures 7C, D</xref> and <xref ref-type="fig" rid="F3">Figures 3A&#x2013;C</xref>. The droplet, which is shown to undergo a high-amplitude mode 2 deformation, spends a slightly larger part of each period in the prolate state (59.15% of the total time). This phenomenon is in accordance with the linear stability analysis theory [<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B47">47</xref>]. The frequency and damp factor are given in 1 for mode <italic>a</italic>
<sub>2,0</sub> and <italic>a</italic>
<sub>4,0</sub>. Similarly to the individual mode case (3.1), <italic>&#x3c9;</italic>
<sub>
<italic>m</italic>
</sub> and <italic>&#x3b2;</italic>
<sub>
<italic>m</italic>
</sub> were computed by using a Levenberg&#x2013;Marquardt fitting algorithm. Due to the length of the first oscillation observed for mode 4 (<xref ref-type="fig" rid="F7">Figure 7D</xref>), the curve fit was computed from the <italic>a</italic>
<sub>4,0</sub> amplitude after its first period. The main difference when comparing the pure mode deformation with the complex shape here is on the mode 4 damping rate. This difference can be understood by looking at <xref ref-type="fig" rid="F7">Figure 7D</xref>. It is clearly seen that, in contrast to mode 2, mode 4 deformation is not perfectly aligned with the reference frame (<italic>a</italic>
<sub>4,2</sub> and <italic>a</italic>
<sub>4,&#x2212;1</sub> are not negligible). Thus, the coupling between orders <italic>l</italic> plays an important role, and the damping cannot be evaluated only from the time evolution of coefficient <italic>a</italic>
<sub>4,0</sub>.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>A droplet database generated by DNS was used to characterize the oscillations of droplets. A framework for droplet deformation using a spherical harmonic decomposition of the droplet surface has been presented.</p>
<p>As a reference case, droplets with single deformation modes are first considered. The oscillatory motion is consistent with the theoretical framework. The angular frequency and damping rate of the oscillator show a slight discrepancy compared to the linear theory. As expected, the droplets spend more time in the prolate state than in the oblate state, and the coupling between even modes seems to be important.</p>
<p>Droplets immersed in a turbulent background flow are studied. The present work is based on a database that is still being extended for different purposes, in particular to investigate the droplet breakup and the turbulent/interface interactions. This database considers many realizations with similar dimensionless numbers.</p>
<p>It is shown that mode 2 is dominant in the deformation of a droplet undergoing turbulence-driven deformation. Oscillations of each spherical harmonic coefficient are observed, and its frequency is close to the theoretical frequency obtained from the linear theory. These observations extend the existing literature which focuses only on the turbulence coupling with mode 2.</p>
<p>The total deformation is analyzed using the power spectrum. The ensemble average of the power spectrum, which can be seen as the energy <italic>stored</italic> at the interface for each mode, reaches a statistically converged level. This saturation level is related to the droplets natural damping rate and the turbulent cascade. The scaling of this saturation level has not yet been established.</p>
<p>Finally, a study of high-amplitude deformations is performed. The spherical harmonic reference frame is aligned with a large deformation axis, maximizing the <italic>a</italic>
<sub>2,0</sub> coefficient. For these deformations, the coupling between even modes is observed. The droplet relaxation is related to capillary forces, as shown by the simulation of the same droplet but without any initial velocity field. The damping rate is similar to the one obtained in the single-mode simulations.</p>
<p>Three main perspectives can be drawn and are being explored by different groups. First, it has been seen that the weakly viscous linear theory provides accurate information on how the droplets evolve. Two main questions can be answered by extending the existing theories: i. how modes are coupled in the case of complex shape droplets; and ii. how singular eddies excite each mode modifying the angular frequency oscillations. Second, new simulations with different Weber and Reynolds numbers should be performed in order to provide a more detailed picture of how the turbulence and interface interact at each length scale. From the authors&#x2019; point of view, it is the straight way to understand how the saturation level for each mode power spectrum scales with the turbulence. Finally, the extension of the present work to droplets in a gaseous environment and bubbles in a liquid, numerically and experimentally, will improve the understanding of turbulence&#x2013;interface interactions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Materials</xref>; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>All authors contributed to the conception and design of the study. IR wrote the first draft of the manuscript. IR and JB performed the simulations presented in this work. All authors contributed to the manuscript revision, and read and approved the submitted version. JB obtained the funding for the project. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work is performed under the auspices of the French National Research Agency (Agence Nationale de la Recherche ANR) under project ANR-20-CE46-0002.</p>
</sec>
<ack>
<p>The authors acknowledge F. Risso and F. Thiesset for the discussions and ideas they shared with them. This work was granted access to the HPC resources of IDRIS, TGCC, and CINES under the allocation A0132B1010 made by GENCI (Grand Equipement National de Calcul Intensif) and the CRIANN (Centre R&#xe9;gional Informatique et d&#x2019;Applications Num&#xe9;riques de Normandie) under the scientific project N. 2017 004.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphy.2023.1173521/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphy.2023.1173521/full#supplementary-material</ext-link>
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