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<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>
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<article-meta>
<article-id pub-id-type="publisher-id">1383514</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2024.1383514</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>The inviscid incompressible limit of Kelvin&#x2013;Helmholtz instability for plasmas</article-title>
<alt-title alt-title-type="left-running-head">Briard 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.2024.1383514">10.3389/fphy.2024.1383514</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Briard</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ripoll</surname>
<given-names>J.-F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1027483/overview"/>
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<contrib contrib-type="author">
<name>
<surname>Michael</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1442020/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gr&#xe9;a</surname>
<given-names>B.-J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Peyrichon</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Cosmides</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2653348/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>El-Rabii</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2651817/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Faganello</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1062170/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Merkin</surname>
<given-names>V. G.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1182593/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Sorathia</surname>
<given-names>K. A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1440883/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ukhorskiy</surname>
<given-names>A. Y.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lyon</surname>
<given-names>J. G.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1186540/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Retino</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/762320/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Bouffetier</surname>
<given-names>V.</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ceurvorst</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sio</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hurricane</surname>
<given-names>O. A.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Smalyuk</surname>
<given-names>V. A.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Casner</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>CEA</institution>, <institution>DAM</institution>, <institution>DIF</institution>, <addr-line>Arpajon</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>UPS</institution>, <institution>CEA</institution>, <institution>LMCE</institution>, <addr-line>Bruy&#xe9;res-le-Ch&#xe2;tel</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>The Johns Hopkins University Applied Physics Laboratory</institution>, <addr-line>Laurel</addr-line>, <addr-line>MD</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Institut Pprime</institution>, <institution>UPR 3346 CNRS</institution>, <addr-line>Poitiers</addr-line>, <country>France</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Aix-Marseille University</institution>, <institution>CNRS</institution>, <institution>PIIM UMR</institution>, <addr-line>Marseille</addr-line>, <country>France</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Physics and Astronomy, Dartmouth College</institution>, <addr-line>Hanover</addr-line>, <addr-line>NH</addr-line>, <country>United States</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Laboratoire de Physique des Plasmas</institution>, <institution>Ecole Polytechnique</institution>, <institution>CNRS</institution>, <addr-line>Palaiseau Cedex</addr-line>, <country>France</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>CELLS&#x2014;ALBA Synchrotron Light Source</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Laboratory for Laser Energetics</institution>, <addr-line>Rochester</addr-line>, <addr-line>NY</addr-line>, <country>United States</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Lawrence Livermore National Laboratory</institution>, <addr-line>Livermore</addr-line>, <addr-line>CA</addr-line>, <country>United States</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/1536097/overview">Rui A. P. Perdig&#xe3;o</ext-link>, Meteoceanics Institute for Complex System Science, United States</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/1895276/overview">Ram Prasad Prajapati</ext-link>, Jawaharlal Nehru University, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/115887/overview">Robertus Erdelyi</ext-link>, The University of Sheffield, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: A. Briard, <email>antoine.briard@cea.fr</email>; J.-F. Ripoll, <email>jean-francois.ripoll@cea.fr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1383514</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Briard, Ripoll, Michael, Gr&#xe9;a, Peyrichon, Cosmides, El-Rabii, Faganello, Merkin, Sorathia, Ukhorskiy, Lyon, Retino, Bouffetier, Ceurvorst, Sio, Hurricane, Smalyuk and Casner.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Briard, Ripoll, Michael, Gr&#xe9;a, Peyrichon, Cosmides, El-Rabii, Faganello, Merkin, Sorathia, Ukhorskiy, Lyon, Retino, Bouffetier, Ceurvorst, Sio, Hurricane, Smalyuk and Casner</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>
<bold>Introduction:</bold> The Kelvin&#x2013;Helmholtz Instability (KHI) is an interface instability that develops between two fluids or plasmas flowing with a common shear layer. KHI occurs in astrophysical jets, solar atmosphere, solar flows, cometary tails, planetary magnetospheres. Two applications of interest, encompassing both space and fusion applications, drive this study: KHI formation at the outer flanks of the Earth&#x2019;s magnetosphere and KHI growth from non-uniform laser heating in magnetized direct-drive implosion experiments. Here, we study 2D KHI with or without a magnetic field parallel to the flow. We use both the GAMERA code, which solves the compressible Euler equations, and the STRATOSPEC code, which solves the Navier-Stokes equations under the Boussinesq approximation, coupled with the magnetic field dynamics. GAMERA is a global three-dimensional MHD code with high-order reconstruction in arbitrary nonorthogonal curvilinear coordinates, which is developed for a large range of astrophysical applications. STRATOSPEC is a three-dimensional pseudo-spectral code with an accuracy of infinite order (no numerical diffusion). Magnetized KHI is a canonical case for benchmarking hydrocode simulations with extended MHD options.</p>
<p>
<bold>Methods:</bold> An objective is to assess whether or not, and under which conditions, the incompressibility hypothesis allows to describe a dynamic compressible system. For comparing both codes, we reach the inviscid incompressible regime, by decreasing the Mach number in GAMERA, and viscosity and diffusion in STRATOSPEC. Here, we specifically investigate both single-mode and multi-mode initial perturbations, either with or without magnetic field parallel to the flow. The method relies on comparisons of the density fields, 1D profiles of physical quantities averaged along the flow direction, and scale-by-scale spectral densities. We also address the triggering, formation and damping of filamentary structures under varying Mach number or Atwood number, with or without a parallel magnetic field.</p>
<p>
<bold>Results:</bold> Comparisons show very satisfactory results between the two codes. The vortices dynamics is well reproduced, along with the breaking or damping of small-scale structures. We end with the extraction of growth rates of magnetized KHI from the compressible regime to the incompressible limit in the linear regime assessing the effects of compressibility under increasing magnetic field.</p>
<p>
<bold>Discussion:</bold> The observed differences between the two codes are explained either from diffusion or non-Boussinesq effects.</p>
</abstract>
<kwd-group>
<kwd>Kelvin&#x2013;Helmholtz instability</kwd>
<kwd>MHD</kwd>
<kwd>numerical simulations</kwd>
<kwd>scale-by-scale comparisons</kwd>
<kwd>growth rates</kwd>
</kwd-group>
<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>The Kelvin&#x2013;Helmholtz Instability (KHI) [<xref ref-type="bibr" rid="B1">1</xref>] develops between two fluids flowing passed one another, producing a shear layer. KHI is ubiquitous in the Universe, found to occur in distant astrophysical jets [<xref ref-type="bibr" rid="B2">2</xref>], solar system objects, e.g., solar atmosphere [<xref ref-type="bibr" rid="B3">3</xref>], cometary tails [<xref ref-type="bibr" rid="B4">4</xref>], planetary magnetospheres [<xref ref-type="bibr" rid="B5">5</xref>]), and geostrophic flows. In particular, evidences of KHI vortices have been observed in solar wind Coronal Mass Ejections [<xref ref-type="bibr" rid="B6">6</xref>] and at the outer flanks of the Earth&#x2019;s magnetosphere [<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>]. Global, three-dimensional (3D), high-resolution magnetohydrodynamic (MHD) simulations confirme that KHI is an important process governing magnetospheric dynamics [<xref ref-type="bibr" rid="B10">10</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>] and potentially within the shear layers of the propagating solar wind [<xref ref-type="bibr" rid="B13">13</xref>]. Hwang et al. [<xref ref-type="bibr" rid="B14">14</xref>] propose a 5 spacecraft mission to directly observe KHI-driven magnetopause dynamics. The missions would study the solar wind-magnetosphere coupling and the mechanisms responsible for how mass and energy are transported between the magnetopause flanks and the central plasma sheet region. KHI causes magnetic reconnection [<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>] and enhanced plasma turbulence [<xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>], all contributing to acceleration and injection of energetic particles into the near-Earth environment and threatening space assets. An extended review of theoretical and numerical studies devoted to KHI evolution in the Earth&#x2019;s magnetosphere and the nonlinear dynamics they drive is available in Faganello and Califano [<xref ref-type="bibr" rid="B21">21</xref>].</p>
<p>KHI can also be responsible for edge plasmas modes in tokamaks [<xref ref-type="bibr" rid="B22">22</xref>&#x2013;<xref ref-type="bibr" rid="B24">24</xref>]. In Inertial Fusion Confinement (ICF), KHI has been observed at the gold/gas interface in an indirect drive, causing deleterious gold/gas mixing [<xref ref-type="bibr" rid="B25">25</xref>]. KHI is studied from an experimental point of view in Hurricane et al. [<xref ref-type="bibr" rid="B26">26</xref>]; Harding et al. [<xref ref-type="bibr" rid="B27">27</xref>]; Smalyuk et al. [<xref ref-type="bibr" rid="B28">28</xref>], where baroclinic vorticity is deposited along the interface between two different density materials by the passage of a laser generated blast-wave, namely, a shock. The subsequent post-shock flow develops characteristic KHI roll-up structures that are analyzed with x-ray imaging. Recent simulations anticipate increased perturbation growth from non-uniform laser heating in magnetized direct-drive implosions [<xref ref-type="bibr" rid="B29">29</xref>]. The experimental designs are conceived to avoid radiative effects [<xref ref-type="bibr" rid="B30">30</xref>&#x2013;<xref ref-type="bibr" rid="B32">32</xref>] so that the High Energy Density (HED) system corresponds to a classical hydrodynamic description [<xref ref-type="bibr" rid="B33">33</xref>].</p>
<p>The stabilizing effect of a tangential magnetic field along the flow direction is well known since Chandrasekhar [<xref ref-type="bibr" rid="B1">1</xref>]. In 2D, when the equilibrium density and magnetic field are uniform, the KHI is completely stabilized if the parallel Alfv&#xe9;n Mach number, <inline-formula id="inf1">
<mml:math id="m1">
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>U</mml:mi>
<mml:mo>/</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>, is smaller than two [<xref ref-type="bibr" rid="B34">34</xref>]: here &#x394;<italic>U</italic> is the velocity jump across the shear layer, and <inline-formula id="inf2">
<mml:math id="m2">
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> the Alfv&#xe9;n velocity associated to the component of the magnetic field parallel to the flow. If <inline-formula id="inf3">
<mml:math id="m3">
<mml:mn>2</mml:mn>
<mml:mo>&#x3c;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>5</mml:mn>
</mml:math>
</inline-formula> the KHI is linearly unstable, but the resulting structures remain wavelike, due to the tension of magnetic field lines [<xref ref-type="bibr" rid="B35">35</xref>]. For <inline-formula id="inf4">
<mml:math id="m4">
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>5</mml:mn>
</mml:math>
</inline-formula>, vortices fold the interface between the two flowing plasmas and roll-up magnetic field lines, creating magnetic inversion layer in the 2D plane, where magnetic reconnection occurs as &#x201c;Type II Vortex Induced Reconnection&#x201d; (VIR) if some non-ideal MHD term is active [<xref ref-type="bibr" rid="B36">36</xref>,<xref ref-type="bibr" rid="B37">37</xref>].</p>
<p>Moreover, supersonic stabilization for non-magnetized KHI was conjectured by Landau in 1944, and a threshold of <italic>M</italic> &#x3d; &#x394;<italic>U</italic>/<italic>C</italic>
<sub>
<italic>s</italic>
</sub> &#x3d; 2, where <italic>M</italic> is the Mach number and <italic>C</italic>
<sub>
<italic>s</italic>
</sub> the sound speed of compressible waves, has been identified by Blumen [<xref ref-type="bibr" rid="B38">38</xref>], when vanishing solutions are imposed at the boundaries. Actually, if radiative boundaries are taken into account, the KH growth rate drops but does not vanish for <italic>M</italic> &#x3e; 2 [<xref ref-type="bibr" rid="B39">39</xref>,<xref ref-type="bibr" rid="B40">40</xref>]. In this case, the interaction between the supersonic flow and KH vortices, acting as obstacles, leads to the formation of shocks [<xref ref-type="bibr" rid="B41">41</xref>,<xref ref-type="bibr" rid="B42">42</xref>]. It is therefore worth investigating KHI mitigation mechanisms encompassing both space and fusion applications. Magnetized KHI is a canonical case for benchmarking hydrocode simulations with extended MHD options, as we will do in this study.</p>
<p>This paper is the start of a series of upcoming benchmark research studies. Here, we first address the limit of an inviscid incompressible (un)magnetized plasma, for which some theoretical results exist in canonical configurations of KHI. As we perform these benchmarks, we define a method to follow for identifying and quantifying differences in the numerical results. The method is based on the comparison of 2D profiles, 1D profiles averaged along the flow direction, and spectra.</p>
<p>The incompressible limit is discussed in the review of Soler and Ballester [<xref ref-type="bibr" rid="B43">43</xref>] on KHI for partially ionized plasma. This limit is useful for verification/validation of Hall magnetized turbulent flows within MHD models since the intrinsic complexity of the Hall MHD system is reduced to a more tractable incompressible Hall MHD system [<xref ref-type="bibr" rid="B44">44</xref>&#x2013;<xref ref-type="bibr" rid="B46">46</xref>]. Using a normal mode analysis for linear incompressible waves, Mart&#xed;nez-G&#xf3;mez et al. [<xref ref-type="bibr" rid="B47">47</xref>] explain whether or not turbulent flows in solar prominences with sub-Alfv&#xe9;nic flow velocities could be interpreted as consequences of KHI in partially ionized plasmas.</p>
<p>The questions we address in this article are the following: can incompressible arguments explain the damped density profile and interesting filamentary structures seen in the MHD case with strong magnetic field? Do we see the formation of secondary instabilities in the incompressible regime and, if so, what triggers their onset? What are the differences between single-mode and multi-mode KHI, and how do the modes interact in the multi-mode case? Answering these questions allows to address the more fundamental question about whether or not, and under which conditions, we can use an incompressibility hypothesis to describe the dynamics of a fully compressible system.</p>
<p>To this aim, we use the Grid Agnostic MHD for Extended Research Applications (<monospace>GAMERA</monospace>) code, a general purpose MHD code developed primarly for space physics applications, to explore the impact of a large range of varying parameters (including sonic and Alfv&#xe9;n Mach numbers, Atwood number, Reynolds number) on KHI stability. <monospace>GAMERA</monospace> is a reinvention of the Lyon&#x2013;Fedder&#x2013;Mobarry (LFM) code [<xref ref-type="bibr" rid="B48">48</xref>], initially developed for global simulations of the terrestrial magnetosphere and used for decades for magnetospheric research (see Merkin et al. [<xref ref-type="bibr" rid="B49">49</xref>] and references therein). <monospace>GAMERA</monospace> possesses high-order spatial reconstruction, geometric flexibility through the use of arbitrary nonorthogonal curvilinear grids, and a constrained transport scheme fulfilling the &#x2207; &#x22c5;<bold>
<italic>B</italic>
</bold> &#x3d; 0 condition to machine precision [<xref ref-type="bibr" rid="B50">50</xref>]. <monospace>GAMERA</monospace> has not been applied so far been in the Boussinesq limit for which the flow density is slightly varying around a reference value. In the hydrodynamic case, the <monospace>STRATOSPEC</monospace> code solves the incompressible Navier&#x2013;Stokes equations under the Boussinesq approximation (<monospace>SBO</monospace>) with a pseudo-spectral method and as such provides a reference solution of infinite order. The <monospace>SBO</monospace> version has been used to investigate turbulent mixing in the Faraday instability [<xref ref-type="bibr" rid="B51">51</xref>]. It has been recently extended to MHD for the turbulent mixing of plasmas within the Rayleigh&#x2013;Taylor instability [<xref ref-type="bibr" rid="B52">52</xref>,<xref ref-type="bibr" rid="B53">53</xref>]. Yet, no cross comparisons with results from a full-MHD code have been performed. The verification of <monospace>GAMERA</monospace> in the MHD case and its wide use for magnetized flows [<xref ref-type="bibr" rid="B50">50</xref>] will this time serve as reference, provided an agreement is obtained in the hydrodynamic incompressible limit.</p>
<p>The codes are run with conditions quite similar to those used by McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>], a reference study that compared 2D KHI within several other numerical codes. We, however, consider a smaller Atwood number (a smaller density contrast) to minimize the appearance of secondary small-scale vortices. This provides a well-resolved solution, which is essential as stressed in Lecoanet et al. [<xref ref-type="bibr" rid="B55">55</xref>]. Furthermore, we investigate the effects of a magnetic field upon the stabilization of the KH vortices by varying the magnetic field from 0 in the hydrodynamic limit to the value required for the stabilization of the KH wave.</p>
<p>The last aspect of the article is devoted to extracting the growth rates from the magnetized KHI simulations. Typical growth rates are derived in Soler et al. [<xref ref-type="bibr" rid="B56">56</xref>] for compressible/incompressible neutrals (no magnetic field) and for compressible/incompressible collisionless ion-electron fluid, following the formalism of the seminal stability curves of magnetized KHI in the linear regime obtained by Miura and Pritchett [<xref ref-type="bibr" rid="B57">57</xref>]. Today, the growth rate curves obtained by Miura and Pritchett for parallel and perpendicular magnetic fields, showing a typical bell-shaped dispersion (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="fig" rid="F4">Figure 4</xref> therein), remain the well-known reference for analyzing and understanding KHI development for compressible plasmas in a wide range of astrophysical studies [<xref ref-type="bibr" rid="B13">13</xref>,<xref ref-type="bibr" rid="B21">21</xref>]. Similarly, Ong and Roderick [<xref ref-type="bibr" rid="B58">58</xref>] derived stability diagrams from linear theory in the vicinity of the incompressible limit (magneto-acoustic Mach number below 0.1) applied to the equatorial magnetopause in the case of a finite thickness of the shear layer and a linear profile of the interface. Inhere, we extract numerical KHI growth rates of the linear regime from the compressible case to the inviscid incompressible limit in the conditions of [<xref ref-type="bibr" rid="B57">57</xref>], both for verification purposes and to assess the effects of compressibility under increasing magnetic field.</p>
<p>The article is organized as follows. In <xref ref-type="sec" rid="s2">section 2</xref>, we briefly present the <monospace>STRATOSPEC</monospace> and <monospace>GAMERA</monospace> codes, along with the definition of the initial conditions. <xref ref-type="sec" rid="s3">Section 3</xref> is devoted to reaching the inviscid incompressible limit for both codes and analysing the results in the hydrodynamic limit, for both single-mode and multi-mode perturbations. In <xref ref-type="sec" rid="s4">section 4</xref>, we treat similarly the MHD case with a mean magnetic field parallel to the flow, again for single-mode and multi-mode perturbations. <xref ref-type="sec" rid="s5">Section 5</xref> is devoted to the linear stability of magnetized KHI and to the analysis of the compressibility effects upon the growth rates following the method of Miura and Pritchett [<xref ref-type="bibr" rid="B57">57</xref>]. Conclusions are gathered in the final section.</p>
</sec>
<sec id="s2">
<title>2 Numerical methods and configuration</title>
<sec id="s2-1">
<title>2.1 <monospace>
<bold>STRATOSPEC</bold>
</monospace>
</title>
<p>
<monospace>STRATOSPEC</monospace> is a pseudo-spectral code that solves the incompressible Navier&#x2013;Stokes equations, either under the Boussinesq approximation (<monospace>SBO</monospace>) with the MHD framework, or under the Variable-Density approximation (<monospace>SVD</monospace>), where there is no magnetic field. Pseudo-spectral methods have the advantage to reach a spatial accuracy of infinite order. The <monospace>SBO</monospace> version has been used recently to investigate turbulent mixing in the Faraday instability [<xref ref-type="bibr" rid="B51">51</xref>] and in the magnetic Rayleigh&#x2013;Taylor instability [<xref ref-type="bibr" rid="B52">52</xref>,<xref ref-type="bibr" rid="B53">53</xref>]; whereas the <monospace>SVD</monospace> version was used to investigate the varying properties of weakly coupled plasma under spherical compression [<xref ref-type="bibr" rid="B59">59</xref>].</p>
<p>A classical spectral Fourier collocation method is used with two-third rule dealiasing. The <monospace>P3DFFT</monospace> algorithm is used to perform massively parallel Fast Fourier Transforms [<xref ref-type="bibr" rid="B60">60</xref>]. The time increment is determined using a third-order, low-storage, strong-stability-preserving Runge&#x2013;Kutta scheme, with an implicit treatment of diffusive terms. These numerical methods are common for both <monospace>SBO</monospace> and <monospace>SVD</monospace>.</p>
<p>
<monospace>
<bold>STRATOSPEC-BOUSSINESQ</bold>
</monospace> <bold>(</bold>
<monospace>
<bold>SBO</bold>
</monospace>
<bold>):</bold> Within the incompressible Boussinesq and MHD approximations, the equations solved by <monospace>STRATOSPEC</monospace> are the following ones<disp-formula id="e1a">
<mml:math id="m5">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
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<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
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</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
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<mml:mrow>
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<mml:mo>&#x2b;</mml:mo>
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<mml:mrow>
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<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3bd;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>,</mml:mo>
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<label>(1a)</label>
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<disp-formula id="e1b">
<mml:math id="m6">
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<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b7;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1b)</label>
</disp-formula>
<disp-formula id="e1c">
<mml:math id="m7">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3ba;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1c)</label>
</disp-formula>
<disp-formula id="e1d">
<mml:math id="m8">
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(1d)</label>
</disp-formula>where <bold>
<italic>V</italic>
</bold> is the total velocity field and <bold>
<italic>B</italic>
</bold> is the magnetic field scaled as a velocity, defined as <inline-formula id="inf5">
<mml:math id="m9">
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:math>
</inline-formula>, where <inline-formula id="inf6">
<mml:math id="m10">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the true magnetic field, <italic>&#x3bc;</italic>
<sub>0</sub> is the magnetic permeability, <italic>&#x3c1;</italic>
<sub>0</sub> &#x3d; (<italic>&#x3c1;</italic>
<sub>1</sub> &#x2b; <italic>&#x3c1;</italic>
<sub>2</sub>)/2 is the reference density, with <italic>&#x3c1;</italic>
<sub>1</sub> and <italic>&#x3c1;</italic>
<sub>2</sub> the minimum and maximum values of the density in the simulation domain. &#x3a0; &#x3d; <italic>P</italic>/<italic>&#x3c1;</italic>
<sub>0</sub> is the reduced pressure, <italic>&#x3bd;</italic>, <italic>&#x3b7;</italic> and <italic>&#x3ba;</italic> are the kinematic viscosity, magnetic diffusivity and molecular diffusivity respectively, and &#x398; is the dimensionless scalar field related to the density fluctuations around the reference state <italic>&#x3c1;</italic>
<sub>0</sub> through<disp-formula id="e2">
<mml:math id="m11">
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>log</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2243;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
<mml:mtext>with&#x2009;</mml:mtext>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mspace width="1em"/>
<mml:mtext>and&#x2009;</mml:mtext>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x226a;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Hence, within the Boussinesq approximation, one has simply <italic>&#x3c1;</italic> &#x3d; <italic>&#x3c1;</italic>
<sub>0</sub>(1 &#x2b; &#x398;). Moreover, note that within the Boussinesq approximation, the volume and mass fractions <italic>&#x3b1;</italic> are identical, and related to &#x398; and <italic>&#x3c1;</italic> through<disp-formula id="e3">
<mml:math id="m12">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi mathvariant="script">A</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf7">
<mml:math id="m13">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is the Atwood number.</p>
<p>
<monospace>
<bold>STRATOSPEC-VARIABLE-DENSITY</bold>
</monospace> <bold>(</bold>
<monospace>
<bold>SVD</bold>
</monospace>
<bold>):</bold> The Variable-Density approximation is a low Mach number limit for which density fluctuations can be large, in contrast to the Boussinesq approximation. Hence, the scalar field &#x398; defined in <xref ref-type="disp-formula" rid="e2">(2)</xref> is modified into<disp-formula id="e4">
<mml:math id="m14">
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>log</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
<mml:mspace width="1em"/>
<mml:mtext>and&#x2009;</mml:mtext>
<mml:mi mathvariant="normal">&#x3a0;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Note that the generalized pressure &#x3a0; is now normalized by the total density for convenience. The hydrodynamic evolution equations are then<disp-formula id="e5a">
<mml:math id="m15">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mi mathvariant="normal">&#x3a0;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">&#x3a0;</mml:mi>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi mathvariant="bold-italic">n</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3bd;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">F</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bd;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:math>
<label>(5a)</label>
</disp-formula>
<disp-formula id="e5b">
<mml:math id="m16">
<mml:mtable class="align" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right">
<mml:msubsup>
<mml:mrow>
<mml:mi>F</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3bd;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msubsup>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3bd;</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mi>D</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3ba;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>,</mml:mo>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(5b)</label>
</disp-formula>
<disp-formula id="e5c">
<mml:math id="m17">
<mml:mi>D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3ba;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>&#x2207;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="normal">&#x398;</mml:mi>
<mml:mo>.</mml:mo>
</mml:math>
<label>(5c)</label>
</disp-formula>
</p>
<p>Note that the advection equation for &#x398; is formally the same between <monospace>SBO</monospace> and <monospace>SVD</monospace>, but there is an additional nonlinear term in <xref ref-type="disp-formula" rid="e5a">(5a)</xref> involving the pressure, which translates the more complex effects of strong density gradients. In addition, the flow is not incompressible anymore with <xref ref-type="disp-formula" rid="e5c">(5c)</xref>: this equation shows that the scalar field is driven by the velocity divergence, and that the mixture between two incompressible fluids is compressible. Finally, the Poisson equation to obtain &#x3a0; is solved using the GMRES algorithm [<xref ref-type="bibr" rid="B61">61</xref>].</p>
</sec>
<sec id="s2-2">
<title>2.2 <monospace>
<bold>GAMERA</bold>
</monospace>
</title>
<p>The <monospace>GAMERA</monospace> code [<xref ref-type="bibr" rid="B50">50</xref>] solves the MHD equations (ideal, resistive or Hall) in 3D using a finite volume method for curvilinear non-orthogonal geometries. It is mainly used in magnetospheric and heliospheric simulations. It shares the numerical methods and the philosophy of the MHD Lyon&#x2013;Fedder&#x2013;Mobarry (LFM) code [<xref ref-type="bibr" rid="B48">48</xref>]. In addition, <monospace>GAMERA</monospace> was built from scratch for modern numerical architectures. It provides some improvements over LFM numerical schemes (e.g., seventh order upwind or eighth order centered numerical scheme) and the addition of computational advances such as massive hybrid parallelization, loop vectorization or data organization in blocks to optimize execution speed.</p>
<p>In this paper, the ideal compressible MHD equations solved by <monospace>GAMERA</monospace> are presented as follows<disp-formula id="e6a">
<mml:math id="m18">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6a)</label>
</disp-formula>
<disp-formula id="e6b">
<mml:math id="m19">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x2297;</mml:mo>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold">I</mml:mi>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold">I</mml:mi>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2297;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6b)</label>
</disp-formula>
<disp-formula id="e6c">
<mml:math id="m20">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
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<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold">I</mml:mi>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2297;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6c)</label>
</disp-formula>
<disp-formula id="e6d">
<mml:math id="m21">
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6d)</label>
</disp-formula>
<disp-formula id="e6e">
<mml:math id="m22">
<mml:mi mathvariant="bold">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6e)</label>
</disp-formula>where <italic>E</italic>
<sub>
<italic>P</italic>
</sub> &#x3d; <italic>&#x3c1;u</italic>
<sup>2</sup>/2 &#x2b; <italic>P</italic>/(<italic>&#x3b3;</italic> &#x2212; 1) is the plasma energy, <bold>
<italic>E</italic>
</bold> the electric field and <italic>&#x3c1;</italic> the plasma density. The energy equation is formulated using the plasma energy <italic>E</italic>
<sub>
<italic>P</italic>
</sub> rather than the total energy which makes the system not totally conservative. However this choice was motivated by the fact that this formulation simplifies the numerical calculations with strong background magnetic fields and cold ambient plasmas which can be representative of some regimes present in magnetospheric simulations. In the ideal MHD case, Ohm&#x2019;s law is simplified to<disp-formula id="e7">
<mml:math id="m23">
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
</mml:mrow>
<mml:mo>&#x303;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>One numerical complexity of the compressible MHD equation system is the potential violation of the magnetic field solenoidal behavior. <monospace>GAMERA</monospace> uses the constrained transport algorithm [<xref ref-type="bibr" rid="B62">62</xref>] and guarantees that at each iteration the zero magnetic field divergence is maintained to machine precision. The sound speed is given by<disp-formula id="e8">
<mml:math id="m24">
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:mo>,</mml:mo>
</mml:math>
<label>(8)</label>
</disp-formula>with <italic>&#x3b3;</italic> &#x3d; 7/5 (rather than 5/3 in general, e.g., [<xref ref-type="bibr" rid="B11">11</xref>]). The Mach number is defined as<disp-formula id="e9">
<mml:math id="m25">
<mml:mi>M</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:math>
<label>(9)</label>
</disp-formula>where &#x394;<italic>U</italic> is the imposed initial velocity jump across the shear layer between the two fluids.</p>
</sec>
<sec id="s2-3">
<title>2.3 Single- and multi-mode initial perturbations</title>
<p>The KH configuration is greatly inspired by McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>]. It consists of a 2D counter flow of two fluids of densities <italic>&#x3c1;</italic>
<sub>2</sub> and <italic>&#x3c1;</italic>
<sub>1</sub> &#x3c; <italic>&#x3c1;</italic>
<sub>2</sub>, at a fixed pressure <italic>P</italic>
<sub>0</sub> &#x3d; 2.5, with zero gravity (<italic>g</italic> &#x3d; 0), in a square box of width <italic>L</italic> &#x3d; 1 with periodic boundary conditions. The light fluid surrounds the heavy fluid, and streams in the positive <italic>x</italic> direction with imposed velocity <italic>U</italic>
<sub>1</sub>, while the heavier fluid moves in the negative <italic>x</italic> direction at velocity <italic>U</italic>
<sub>2</sub>. The shear velocity, &#x394;<italic>U</italic> &#x3d; <italic>U</italic>
<sub>1</sub> &#x2212; <italic>U</italic>
<sub>2</sub> &#x3d; 1, is used to determine the global Mach number <italic>M</italic> defined in <xref ref-type="disp-formula" rid="e9">(9)</xref>.</p>
<p>The initial profiles of density and velocity are given by:<disp-formula id="e10a">
<mml:math id="m26">
<mml:mi>&#x3c1;</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</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:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(10a)</label>
</disp-formula>
<disp-formula id="e10b">
<mml:math id="m27">
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</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:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
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<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
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<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
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<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
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<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
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<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
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<mml:mi>e</mml:mi>
</mml:mrow>
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<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
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<mml:mi>z</mml:mi>
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<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
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<mml:mo>&#x2b;</mml:mo>
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<mml:mrow>
<mml:mi>U</mml:mi>
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<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
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<mml:mi>e</mml:mi>
</mml:mrow>
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<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="left">
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mi>z</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mfenced open="[" close="]">
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>4</mml:mn>
<mml:mo>;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(10b)</label>
</disp-formula>with <italic>&#x3c1;</italic>
<sub>
<italic>m</italic>
</sub> &#x3d; (<italic>&#x3c1;</italic>
<sub>1</sub> &#x2212; <italic>&#x3c1;</italic>
<sub>2</sub>)/2 and <italic>U</italic>
<sub>
<italic>m</italic>
</sub> &#x3d; (<italic>U</italic>
<sub>1</sub> &#x2212; <italic>U</italic>
<sub>2</sub>)/2. In McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>], the Atwood number is <inline-formula id="inf8">
<mml:math id="m28">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:math>
</inline-formula>, which sets the Mach number <italic>M</italic> &#x3d; 0.535. The parameter <italic>&#x3c3;</italic> &#x3d; 0.025 is a smoothing parameter that defines the thickness of the initial interface. Smoother profiles have the advantage to ease the convergence in terms of spatial resolution. The initial profiles are illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Initial condition for the density field (black) given by <xref ref-type="disp-formula" rid="e10a">(10a)</xref>, velocity field (red arrows) given by <xref ref-type="disp-formula" rid="e10b">(10b)</xref> and uniform horizontal magnetic field (black arrows).</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g001.tif"/>
</fig>
<p>The initial perturbation is inspired from Nykyri et al. [<xref ref-type="bibr" rid="B63">63</xref>], with the initial vertical velocity profile being a sum of <italic>m</italic>
<sub>max</sub> contributions as follows<disp-formula id="e11">
<mml:math id="m29">
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msqrt>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>max</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">min</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>max</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:munderover>
</mml:mstyle>
<mml:mi>sin</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>,</mml:mo>
</mml:math>
<label>(11)</label>
</disp-formula>where <italic>V</italic>
<sub>0</sub> &#x3d; 0.01 and each <italic>&#x3d5;</italic>
<sub>
<italic>m</italic>
</sub> is a random phase that is fixed for all the <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace> simulations. Two initial conditions are considered in the next sections. The single-mode configuration (SM), with <italic>m</italic>
<sub>min</sub> &#x3d; <italic>m</italic>
<sub>max</sub> &#x3d; 2 (thus only the <italic>m</italic> &#x3d; 2 mode is present) and <italic>&#x3d5;</italic>
<sub>2</sub> &#x3d; 0, so that <xref ref-type="disp-formula" rid="e11">(11)</xref> reduces to the initial condition used in McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>]. In the multi-mode configuration (MM), we set <italic>m</italic>
<sub>min</sub> &#x3d; 1 and <italic>m</italic>
<sub>max</sub> &#x3d; 25.</p>
<p>For MHD simulations, an initial uniform magnetic field is imposed parallel to the flow, written as <italic>B</italic>
<sub>
<italic>x</italic>
</sub>(<italic>t</italic> &#x3d; 0) &#x3d; <italic>B</italic>
<sub>0</sub>.</p>
</sec>
<sec id="s2-4">
<title>2.4 Objectives and methodology</title>
<p>As mentioned in the introduction, the objective of the present study is to compare <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace> in the inviscid incompressible limit. This amounts to decrease the Mach number in <monospace>GAMERA</monospace>, which solves the compressible Euler equations, and to decrease the diffusion coefficients in <monospace>STRATOSPEC</monospace>, which solves the Boussinesq Navier&#x2013;Stokes equations.</p>
<p>To do so, we first consider the hydrodynamic case in <xref ref-type="sec" rid="s3">section 3</xref>, and both the single-mode and multi-mode initial conditions. We choose to work with small density contrasts between the counter flowing fluids to approach the Boussinesq limit, where the MHD module is available in <monospace>STRATOSPEC</monospace>. Hence, starting from the McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>] configuration, the Atwood number is decreased from <inline-formula id="inf9">
<mml:math id="m30">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.33</mml:mn>
</mml:math>
</inline-formula> to <inline-formula id="inf10">
<mml:math id="m31">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>, and this value is kept throughout the study. Still, the large density contrast case for <inline-formula id="inf11">
<mml:math id="m32">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.33</mml:mn>
</mml:math>
</inline-formula> is addressed briefly in the <xref ref-type="sec" rid="s12">Supplementary Figure S3A</xref> to show that the criteria chosen for <inline-formula id="inf12">
<mml:math id="m33">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> are still relevant. In addition, even smaller density contrasts are also investigated in the <xref ref-type="sec" rid="s12">Supplementary Figure S2A</xref>, namely, <inline-formula id="inf13">
<mml:math id="m34">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.01</mml:mn>
</mml:math>
</inline-formula>, which require more constrained parameters.</p>
<p>In the following analysis, the results of the simulations are compared at three levels: i) qualitatively, ii) 1D profiles in <italic>z</italic> averaged along the flow direction <italic>x</italic>, and iii) spectral analysis of the perturbed quantities. Qualitatively, plots of the full density fields are compared at three different dimensionless times, <italic>t</italic> &#x3d; 1, 2 and 3 (with <italic>t</italic> &#x3d; <italic>t</italic>
<sup>&#x22c6;</sup>&#x394;<italic>U</italic>/<italic>L</italic>, with <italic>t</italic>
<sup>&#x22c6;</sup> the dimensioned time), to assess whether the structures are well reproduced within the two codes <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace>. Then, averages are performed, at <italic>t</italic> &#x3d; 3, along the horizontal, homogeneous, periodic direction <italic>x</italic> to produce 1D profiles that depend only on the vertical coordinate <italic>z</italic>. The average of some quantity <italic>A</italic> along the flow direction is defined as<disp-formula id="e12">
<mml:math id="m35">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msubsup>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(12)</label>
</disp-formula>and the average in the inhomogeneous direction reads<disp-formula id="e13">
<mml:math id="m36">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msubsup>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>bottom</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>top</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
<mml:mspace width="1em"/>
<mml:mtext>with&#x2009;</mml:mtext>
<mml:mi>&#x3b2;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>x</mml:mi>
<mml:mtext>&#x2009;or&#x2009;</mml:mtext>
<mml:mi>&#x3b2;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(13)</label>
</disp-formula>with <italic>a</italic>&#x2032; &#x3d; <italic>A</italic> &#x2212; &#x27e8;<italic>A</italic>&#x27e9; and &#x394;<italic>L</italic> &#x3d; <italic>L</italic>
<sub>top</sub> &#x2212; <italic>L</italic>
<sub>bottom</sub>. For the SM initial condition, due to the top/bottom symmetry of the flow, the average is performed from <italic>L</italic>
<sub>bottom</sub> &#x3d; <italic>L</italic>/2 to <italic>L</italic>
<sub>top</sub> &#x3d; <italic>L</italic>, whereas for the MM initial condition, <italic>L</italic>
<sub>bottom</sub> &#x3d; 0. Finally, spectral scale-by-scale comparisons are also provided at <italic>t</italic> &#x3d; 3. We write <inline-formula id="inf14">
<mml:math id="m37">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> as the Fourier transform of the fluctuating field <italic>a</italic>&#x2032; and <italic>k</italic> the modulus of the wavevector <bold>
<italic>k</italic>
</bold>. The various spectra are defined as follows<disp-formula id="e14">
<mml:math id="m38">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>k</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:mo>&#x222b;</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi mathvariant="bold-italic">k</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">&#x302;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">k</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="bold-italic">k</mml:mi>
<mml:mo>,</mml:mo>
</mml:math>
<label>(14)</label>
</disp-formula>where <italic>a</italic> is either <italic>v</italic>
<sub>
<italic>x</italic>
</sub>, <italic>v</italic>
<sub>
<italic>z</italic>
</sub> or <italic>&#x3c1;</italic> and <italic>S</italic>
<sub>
<italic>k</italic>
</sub> is the spherical shell of radius <italic>k</italic> &#x3d; &#x7c;<bold>
<italic>k</italic>
</bold>&#x7c;. The one-point global variance can then be obtained either from the spherically-averaged spectra or the 1D profiles through<disp-formula id="e15">
<mml:math id="m39">
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x222b;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>.</mml:mo>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
<p>This methodology is used for both the hydrodynamic case in <xref ref-type="sec" rid="s3">section 3</xref> and the MHD case in <xref ref-type="sec" rid="s4">section 4</xref>.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Hydrodynamic regime</title>
<p>We first consider the single-mode case (SM). We investigate the sensitivity of the results in <monospace>GAMERA</monospace> to a decreasing Mach number <italic>M</italic> in order to reach the incompressible limit, along with the effects of decreasing the diffusion coefficients in <monospace>STRATOSPEC</monospace> to approach the Euler limit. Afterwards we compare the two codes and extend the comparison to the MM case.</p>
<sec id="s3-1">
<title>3.1 The inviscid incompressible limit</title>
<p>The density contrast is set to <inline-formula id="inf15">
<mml:math id="m40">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>, with the averaged density being <italic>&#x3c1;</italic>
<sub>0</sub> &#x3d; (<italic>&#x3c1;</italic>
<sub>1</sub> &#x2b; <italic>&#x3c1;</italic>
<sub>2</sub>)/2 &#x3d; 1. To evaluate the effects of compressibility for a given Atwood number, the Mach number <italic>M</italic> is decreased in <monospace>GAMERA</monospace> by gradually increasing the reference pressure from <italic>P</italic>
<sub>0</sub> &#x3d; 2.5 to <italic>P</italic>
<sub>0</sub> &#x3d; 80. Results are shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Hydro simulations (1024<sup>2</sup>) with <inline-formula id="inf16">
<mml:math id="m41">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> at <italic>t</italic> &#x3d; 3.0: <bold>(A)</bold> <monospace>GAM</monospace>: Decreasing the Mach number <italic>M</italic>. <bold>(B)</bold> <monospace>SBO</monospace>: Decreasing diffusion coefficients <italic>&#x3bd;</italic> &#x3d; <italic>&#x3ba;</italic> (and increasing spatial resolution). (i) Mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, (ii) Mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9;, (iii) Density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, (iv) Vertical mass flux <inline-formula id="inf17">
<mml:math id="m42">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (v) Horizontal kinetic energy <inline-formula id="inf18">
<mml:math id="m43">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vi) Vertical kinetic energy <inline-formula id="inf19">
<mml:math id="m44">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g002.tif"/>
</fig>
<p>We note that for the largest value of the Mach number, <italic>M</italic> &#x3d; 0.535, there are strong discrepancies. The densities of the unmixed fluids depart from their rest values. This can be seen on the mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9; in <xref ref-type="fig" rid="F2">Figure 2A</xref>, in particular far away from the shear layers, e.g., at <italic>z</italic> &#x2243; 0.5 and <italic>z</italic> &#x2243; 1.0, and consequently, also on the density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;. Regarding the velocity correlations, the effect of the reference pressure is less pronounced such that the horizontal mean velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; is hardly affected. For all quantities, a satisfactory convergence is reached for <italic>M</italic> &#x2264; 0.189. Results cannot be distinguished for <italic>M</italic> &#x3d; 0.134 and <italic>M</italic> &#x3d; 0.095.</p>
<p>A smaller Atwood number is briefly discussed in the <xref ref-type="sec" rid="s12">Supplementary Figure S2B</xref>, and we show that a smaller Mach number must be chosen in <monospace>GAMERA</monospace> to ensure a satisfactory comparison with <monospace>STRATOSPEC</monospace>. Convergence in terms of spatial resolution for <monospace>GAMERA</monospace> is also addressed in the <xref ref-type="sec" rid="s12">Supplementary Figure S1</xref>. We show that resolution with 10,24<sup>2</sup> and 20,48<sup>2</sup> points yield almost similar results, so that 20,48<sup>2</sup> points are chosen for the simulations yielding the main comparisons of this study.</p>
<p>In order to approach the Euler limit (i.e., vanishing bulk viscosity) with the Boussinesq version of <monospace>STRATOSPEC</monospace> (<monospace>SBO</monospace>), the diffusion coefficients <italic>&#x3bd;</italic> &#x3d; <italic>&#x3ba;</italic> are decreased. Conjointly, the number of points is increased to ensure a sufficient spatial resolution. Mean fields in <xref ref-type="fig" rid="F2">Figure 2B</xref> are only slightly affected by a decrease of the diffusion coefficients compared to second-order correlations. The density variance is significantly increased in the turbulent mixing zone when the kinematic viscosity <italic>&#x3bd;</italic> is lowered. On the contrary, both horizontal and vertical kinetic energies, along with the vertical mass flux, are less impacted.</p>
<p>In conclusion, for the Atwood number discussed in this study, <inline-formula id="inf20">
<mml:math id="m45">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>, the inviscid incompressible limit is reached for a resolution of 20,48<sup>2</sup> points, a Mach number <italic>M</italic> &#x3d; 0.134 for <monospace>GAMERA</monospace>, and diffusion coefficients of <italic>&#x3bd;</italic> &#x3d; <italic>&#x3ba;</italic> &#x3d; 1.27 &#xd7; 10<sup>&#x2212;6</sup> for <monospace>STRATOSPEC</monospace>. These parameters are retained throughout the article.</p>
</sec>
<sec id="s3-2">
<title>3.2 Single-mode perturbation</title>
<p>The density field for the three codes (<monospace>GAM</monospace>, <monospace>SBO</monospace> and <monospace>SVD</monospace>) is shown for the single-mode perturbation (<italic>m</italic> &#x3d; 2) at three different times in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Hydro simulations for <monospace>GAM</monospace> (top), <monospace>SBO</monospace> (middle) and <monospace>SVD</monospace> (bottom) with <inline-formula id="inf21">
<mml:math id="m46">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>. Density field at <italic>t</italic> &#x3d; 1.0, <italic>t</italic> &#x3d; 2.0 and <italic>t</italic> &#x3d; 3.0.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g003.tif"/>
</fig>
<p>There is an excellent qualitative agreement, with the presence of rolling structures as the consequence of the mean shear. There are no small-scale shear instabilities: indeed, smaller vortices are observed for large density contrasts due to baroclinic torque [<xref ref-type="bibr" rid="B64">64</xref>]. They can be seen in the test case of McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>] at <inline-formula id="inf28">
<mml:math id="m53">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:math>
</inline-formula>, and are reproduced with <monospace>GAMERA</monospace> for the same Atwood number in <xref ref-type="sec" rid="s12">Supplementary Figure S3A</xref>.</p>
<p>A slight difference can be observed at <italic>t</italic> &#x3d; 3 when looking at the bottom vortices, which are slightly shifted towards the left in the <monospace>GAMERA</monospace> simulation (top line) compared with the <monospace>STRATOSPEC-BOUSSINESQ</monospace> simulation (middle), where the vortices are fixed at the same location. We evaluate a vortex speed along the <italic>x</italic>-direction of &#x2243; &#x2212; 0.012 in <monospace>GAMERA</monospace>. The same motion is confirmed with the <monospace>STRATOSPEC-VARIABLE-DENSITY</monospace> simulation (bottom line), showing that the advection of the vortices is a non-Boussinesq effect, due to non-zero density contrasts, and not a compressibility effect [<xref ref-type="bibr" rid="B65">65</xref>]. Note that if the thickness of the shear layer is neglected, the phase velocity of the KHI can be evaluated as <italic>v</italic>
<sub>
<italic>ph</italic>
</sub> &#x3d; (<italic>&#x3c1;</italic>
<sub>1</sub>
<italic>U</italic>
<sub>1</sub> &#x2b; <italic>&#x3c1;</italic>
<sub>2</sub>
<italic>U</italic>
<sub>2</sub>)/(<italic>&#x3c1;</italic>
<sub>1</sub> &#x2b; <italic>&#x3c1;</italic>
<sub>2</sub>) in the linear regime [<xref ref-type="bibr" rid="B1">1</xref>], that would provide a speed of &#x2212;0.025 in our case. The observed discrepancy can be explained either by finite-thickness effects, or by the fact that the vortices are clearly in the nonlinear phase.</p>
<p>Horizontally averaged profiles are compared in <xref ref-type="fig" rid="F4">Figure 4A</xref>. Looking at <monospace>GAM</monospace> (black) and <monospace>SBO</monospace> (red) first, slight differences in intensity can be observed for the mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9; at the center of the shear layer, as well as for the density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;. The horizontal kinetic energy <inline-formula id="inf29">
<mml:math id="m54">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> profiles show some differences around the local maxima, which is the consequence of the Boussinesq simulation <monospace>SBO</monospace> yielding perfectly symmetric statistics between the light and heavy fluids. The <monospace>SVD</monospace> simulation (blue) in <xref ref-type="fig" rid="F4">Figure 4A</xref> allows one to disentangle the origins of this asymmetry. Indeed, for &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, <monospace>GAM</monospace> and <monospace>SVD</monospace> are superimposed, indicating that the difference with <monospace>SBO</monospace> at the center of the mixing region is mainly a non-Boussinesq effect rather than a viscous effect. The same conclusion holds for <inline-formula id="inf30">
<mml:math id="m55">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Hydro simulations with <inline-formula id="inf22">
<mml:math id="m47">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> at <italic>t</italic> &#x3d; 3.0, for <monospace>GAM</monospace>, and both <monospace>SBO</monospace> and <monospace>SVD</monospace>. <bold>(A)</bold> Horizontally averaged profiles, <bold>(B)</bold> Spectra. (i) Mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, (ii) Mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9;, (iii) Density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, (iv) Vertical mass flux <inline-formula id="inf23">
<mml:math id="m48">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (v) Horizontal kinetic energy <inline-formula id="inf24">
<mml:math id="m49">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vi) Vertical kinetic energy <inline-formula id="inf25">
<mml:math id="m50">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vii) Spectral density variance <italic>E</italic>
<sub>
<italic>&#x3c1;&#x3c1;</italic>
</sub>, (viii) Spectral horizontal kinetic energy <inline-formula id="inf26">
<mml:math id="m51">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (ix) Spectral vertical kinetic energy <inline-formula id="inf27">
<mml:math id="m52">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g004.tif"/>
</fig>
<p>In contrast, <monospace>SBO</monospace> and <monospace>SVD</monospace> are superimposed for &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, which shows that this difference with <monospace>GAM</monospace> is attributable to non-zero diffusion coefficients in the <monospace>STRATOSPEC</monospace> simulations. We investigate further the asymmetry in the <monospace>GAMERA</monospace> simulation with a smaller Atwood number in the <xref ref-type="sec" rid="s12">Supplementary Figure S2B</xref>. The asymmetry is less pronounced when lowering the Atwood number, provided the Mach number is jointly decreased, leading to a good agreement between <monospace>GAM</monospace>, <monospace>SBO</monospace> and <monospace>SVD</monospace>. Conversely, at a much larger Atwood number, we show that diffusion smooths the perturbations and regularizes the small-scale shear instabilities in <monospace>STRATOSPEC</monospace> (see the <xref ref-type="sec" rid="s12">Supplementary Figure S3A</xref>).</p>
<p>We conclude from the mean fields &#x27e8;<italic>&#x3c1;</italic>&#x27e9; and &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; that the large-scale flows are well reproduced by the three codes. The second-order correlations &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, <inline-formula id="inf31">
<mml:math id="m56">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf32">
<mml:math id="m57">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf33">
<mml:math id="m58">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> illustrate that some differences persist at the smallest scales, which are mainly due to viscosity and diffusion in <monospace>STRATOSPEC</monospace>.</p>
<p>Spectra of the second-order moments, which include both the information at large and small scales, are shown in <xref ref-type="fig" rid="F4">Figure 4B</xref> and support this point. Excellent agreement is found between the codes for the large scales (small <italic>k</italic>) while there are more discrepancies at small scales (large <italic>k</italic>). Most of the small-scale differences can be explained by a stronger dissipation in <monospace>STRATOSPEC</monospace> due to non-zero diffusion coefficients. The comparison with the Variable-Density formulation of <monospace>STRATOSPEC</monospace> also shows that differences at intermediate scales are only due to non-Boussinesq effects, as already pointed out in <xref ref-type="fig" rid="F4">Figure 4A</xref>.</p>
</sec>
<sec id="s3-3">
<title>3.3 Multi-mode perturbation</title>
<p>We continue the analysis of the hydrodynamic KHI by considering the multi-mode case (MM) given in Eq. <xref ref-type="disp-formula" rid="e11">11</xref> with <italic>m</italic>
<sub>min</sub> &#x3d; 1 and <italic>m</italic>
<sub>max</sub> &#x3d; 25 modes. The density fields of the <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace> simulations are first presented in <xref ref-type="fig" rid="F5">Figure 5</xref>. The agreement is excellent, showing that nonlinearities are well captured by both codes. Contrary to the SM case, MM perturbations create a top/bottom asymmetry, already visible at <italic>t</italic> &#x3d; 2. Indeed, the merging process, where small vortices are absorbed by bigger ones, results in larger vortices of various shapes and does not proceed at the same rate at the two shear layers.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Multi-mode hydro simulations (2048<sup>2</sup>) for <monospace>GAM</monospace> (top) and <monospace>SBO</monospace> (bottom) with <inline-formula id="inf34">
<mml:math id="m59">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>. Density field at <italic>t</italic> &#x3d; 1.0, <italic>t</italic> &#x3d; 2.0 and <italic>t</italic> &#x3d; 2.5.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g005.tif"/>
</fig>
<p>The asymmetry of the flow requires computation of the 1D horizontally-averaged profiles over the whole domain <italic>z</italic> &#x2208; [0, 1] as done in <xref ref-type="fig" rid="F6">Figure 6A</xref>. The overall agreement is again satisfactory. The strong asymmetry between the top and bottom parts in the horizontal kinetic energy <inline-formula id="inf35">
<mml:math id="m60">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is well captured and is attributed to the two bottom vortices which have different heights.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Multi-mode hydro simulations with <inline-formula id="inf36">
<mml:math id="m61">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> at <italic>t</italic> &#x3d; 2.5, for <monospace>GAM</monospace> and <monospace>SBO</monospace>. <bold>(A)</bold> Horizontally averaged profiles, <bold>(B)</bold> Spectra. (i) Mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, (ii) Mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9;, (iii) Density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, (iv) Vertical mass flux <inline-formula id="inf37">
<mml:math id="m62">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (v) Horizontal kinetic energy <inline-formula id="inf38">
<mml:math id="m63">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vi) Vertical kinetic energy <inline-formula id="inf39">
<mml:math id="m64">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vii) Spectral density variance <italic>E</italic>
<sub>
<italic>&#x3c1;&#x3c1;</italic>
</sub>, (viii) Spectral horizontal kinetic energy <inline-formula id="inf40">
<mml:math id="m65">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (ix) Spectral vertical kinetic energy <inline-formula id="inf41">
<mml:math id="m66">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g006.tif"/>
</fig>
<p>Finally, the density and velocity spectra for the MM case are presented in <xref ref-type="fig" rid="F6">Figure 6B</xref>. Similar to the SM perturbation, large scales are superimposed while more discrepancies persist at small scales. Nevertheless, the overall agreement is better as the flow becomes less sensitive to diffusion at smaller scales due to the interaction of several modes.</p>
</sec>
</sec>
<sec id="s4">
<title>4 MHD regime</title>
<p>We now extend the analysis to MHD, considering an initial uniform mean magnetic field <italic>B</italic>
<sub>
<italic>x</italic>
</sub>(<italic>t</italic> &#x3d; 0) &#x3d; <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 parallel to the flow. Considering &#x394;<italic>U</italic>/<italic>B</italic>
<sub>0</sub> as the ratio of shear velocity upon Alfv&#xe9;n velocity, we expect a flow still dominated by sheared vortices, although a mean magnetic field parallel to the flow may stabilize the KH instability [<xref ref-type="bibr" rid="B1">1</xref>]. Discussions regarding the linear stability of the magnetic KH and the effects of compressibility are postponed in <xref ref-type="sec" rid="s5">section 5</xref>.</p>
<p>For this part, we keep the settings used in the previous section (resolution, Mach number and diffusion coefficients) and employ a similar analysis: after qualitatively describing the effects of a tangential mean magnetic field upon the developing KHI, the <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace> codes are compared for the SM and MM initial conditions. The case of a lower mean magnetic field (<italic>B</italic>
<sub>0</sub> &#x3d; 0.1) is discussed in the <xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>.</p>
<sec id="s4-1">
<title>4.1 Single-mode perturbation</title>
<p>The effects of gradually increasing the mean magnetic field magnitude from <italic>B</italic>
<sub>0</sub> &#x3d; 0 to <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 is shown in <xref ref-type="fig" rid="F7">Figure 7A</xref>. Compared with the hydrodynamic case (<italic>B</italic>
<sub>0</sub> &#x3d; 0), the vortices are progressively stretched and flatten when <italic>B</italic>
<sub>0</sub> increases, with the same orientation compared to the interface. Till <italic>B</italic>
<sub>0</sub> &#x3d; 0.1 (corresponding to <inline-formula id="inf42">
<mml:math id="m67">
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>10</mml:mn>
</mml:math>
</inline-formula>), vortices fold the original interface. For the largest intensity, <italic>B</italic>
<sub>0</sub> &#x3d; 0.2, exactly at the threshold <inline-formula id="inf43">
<mml:math id="m68">
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>5</mml:mn>
</mml:math>
</inline-formula> for having folded structures [<xref ref-type="bibr" rid="B35">35</xref>], the vortices have almost vanished and only thin filaments of density close to <italic>&#x3c1;</italic>
<sub>0</sub> remain. This case will be analyzed further below.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>MHD simulations (2048<sup>2</sup>) for <monospace>GAM</monospace> and <monospace>SBO</monospace> with <inline-formula id="inf44">
<mml:math id="m69">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>. <bold>(A)</bold> Increasing mean magnetic field <italic>B</italic>
<sub>0</sub> &#x2208; [0; 0.05; 0.10; 0.15; 0.20] at <italic>t</italic> &#x3d; 3.0 for <monospace>GAM</monospace>. <bold>(B)</bold> Time evolution of (i) horizontal kinetic energy <inline-formula id="inf45">
<mml:math id="m70">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, (ii) vertical kinetic energy <inline-formula id="inf46">
<mml:math id="m71">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, (iii) horizontal magnetic energy <inline-formula id="inf47">
<mml:math id="m72">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, (iv) vertical magnetic energy <inline-formula id="inf48">
<mml:math id="m73">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g007.tif"/>
</fig>
<p>Conversion, through the mean shear and magnetic field, of vertical kinetic energy <inline-formula id="inf49">
<mml:math id="m74">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> into horizontal kinetic energy <inline-formula id="inf50">
<mml:math id="m75">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, both computed according to (13), can be analyzed by considering their time evolution shown in <xref ref-type="fig" rid="F7">Figure 7B</xref>. Beyond the good agreement between <monospace>GAM</monospace> and <monospace>SBO</monospace> simulations, we observe an increasing horizontal kinetic energy at the expense of the vertical kinetic energy as the magnitude of <italic>B</italic>
<sub>0</sub> increases. This corresponds to the damping of the vortices and their stretching in the flow direction. The induced magnetic energies in <xref ref-type="fig" rid="F7">Figure 7B</xref> decrease with increasing <italic>B</italic>
<sub>0</sub> because structures are more aligned with the flow and less distorted. Note that the magnetic energy in the flow direction <inline-formula id="inf51">
<mml:math id="m76">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>&#x304;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is always stronger than in the transverse direction.</p>
<p>We pursue the investigation of the single-mode magnetized KHI for the case <italic>B</italic>
<sub>0</sub> &#x3d; 0.2. The density fields are shown at three different times in <xref ref-type="fig" rid="F8">Figure 8</xref>, with a nice agreement between the <monospace>STRATOSPEC</monospace> and <monospace>GAMERA</monospace> simulations. Differences with the hydrodynamic case are significant. The magnetic field acts as a tension that tends to stabilize the interface and prevent the rolling of the structures. At <italic>t</italic> &#x3d; 2, unlike the hydrodynamic case (<xref ref-type="fig" rid="F3">Figure 3</xref>), there is almost no rolling. At <italic>t</italic> &#x3d; 3, only thin filaments survive. Indeed, being exactly at the threshold for rolling, the magnetic tension seems to be sufficiently strong for hindering the folding at <italic>t</italic> &#x3d; 2, and even for causing its regression at <italic>t</italic> &#x3d; 3. This is particularly visible in the bottom row of <xref ref-type="fig" rid="F8">Figure 8</xref>, where magnetic field lines have been drawn in white for the <monospace>GAMERA</monospace> simulation. The line corresponding to the bluish plasma, clearly separating the yellow and dark-blue regions, is almost folded at <italic>t</italic> &#x3d; 2 but goes back to a nearly straight line at <italic>t</italic> &#x3d; 3. We also note that there is a very good correspondence between the field lines and the density structures that, in the incompressible limit, are generated by the sole advection. This means that the ideal MHD frozen-in law is well respected during the simulation duration. In fact, there is no sign of magnetic island along the magnetic inversion layers that have been created in correspondence with the thin filaments. Numerical diffusivity is thus sufficiently low for preventing the development of Type II VIR [<xref ref-type="bibr" rid="B36">36</xref>].</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>MHD simulations (2048<sup>2</sup>) for <monospace>GAM</monospace> (top) and <monospace>SBO</monospace> (bottom) with <inline-formula id="inf52">
<mml:math id="m77">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2. Density field at <italic>t</italic> &#x3d; 1.0, <italic>t</italic> &#x3d; 2.0 and <italic>t</italic> &#x3d; 3.0. The last row highlights the magnetic field lines in the <monospace>GAM</monospace> simulation.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g008.tif"/>
</fig>
<p>Regarding the horizontally-averaged profiles, there is an excellent agreement between <monospace>GAM</monospace> and <monospace>SBO</monospace> for the mean fields in <xref ref-type="fig" rid="F9">Figure 9</xref>. For &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, there is almost no mixing, with a flat profile between <italic>&#x3c1;</italic>
<sub>1</sub> and <italic>&#x3c1;</italic>
<sub>2</sub>, whereas a wider mixing region with a mean density <italic>&#x3c1;</italic>
<sub>0</sub> exists in the hydrodynamic case (see <xref ref-type="fig" rid="F4">Figure 4A</xref>). This is consistent with the magnetic field preventing mixing through the development of small scales. The mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; is distorted due to the thin elongated filaments detaching from the interface. The induced mean magnetic field &#x27e8;<italic>B</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; has significantly evolved compared with its initial constant state. It is vanishing in the inner regions where the thin filaments form, at <italic>z</italic> &#x2243; 0.68 and <italic>z</italic> &#x2243; 0.82, and much stronger inside the thin mixing layer. Regarding second-order correlations, we now also include the horizontal and vertical magnetic energies, <inline-formula id="inf53">
<mml:math id="m78">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf54">
<mml:math id="m79">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, in <xref ref-type="fig" rid="F9">Figure 9</xref>. There is an overall good agreement for all statistics between the <monospace>GAM</monospace> and <monospace>SBO</monospace> simulations, with sharp variations being well captured. We also confirm this good agreement for a mean magnetic field twice as small (<italic>B</italic>
<sub>0</sub> &#x3d; 0.1) for which vortices are much more distorted (see 1D profiles in <xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>MHD simulations (2048<sup>2</sup>) with <inline-formula id="inf55">
<mml:math id="m80">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 at <italic>t</italic> &#x3d;3.0, for <monospace>GAM</monospace> and <monospace>SBO</monospace>. Horizontally averaged profiles of (i) Mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, (ii) Mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9;, (iii) Mean horizontal magnetic field &#x27e8;<italic>B</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; (iv) Density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, (v) Horizontal kinetic energy <inline-formula id="inf56">
<mml:math id="m81">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vi) Vertical kinetic energy <inline-formula id="inf57">
<mml:math id="m82">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vii) Vertical mass flux <inline-formula id="inf58">
<mml:math id="m83">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (viii) Horizontal magnetic energy <inline-formula id="inf59">
<mml:math id="m84">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (ix) Vertical magnetic energy <inline-formula id="inf60">
<mml:math id="m85">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g009.tif"/>
</fig>
<p>Spectra of the various correlations are presented in <xref ref-type="fig" rid="F10">Figure 10</xref>. Similar to the purely hydrodynamic case, we find excellent agreement at large scales. However, smaller scales (<italic>k</italic>/(2<italic>&#x3c0;</italic>) &#x3e; 30) are found to be quite different for <italic>E</italic>
<sub>
<italic>&#x3c1;&#x3c1;</italic>
</sub>. This is attributed to more mixing in <monospace>STRATOSPEC</monospace> due to non-zero diffusion coefficients, which significantly reduces the variance. Since the MHD case is less distorted (the mean magnetic field smooths the small scales), the velocity and magnetic spectra remain very close, with an agreement at both large and small scales. The spectral index in the inertial range is roughly between &#x2212;2 and &#x2212;2.5.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>MHD simulations (2048<sup>2</sup>) with <inline-formula id="inf63">
<mml:math id="m88">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 at <italic>t</italic> &#x3d; 3.0, for <monospace>GAM</monospace> and <monospace>SBO</monospace>. Spectra of (i) density variance <italic>E</italic>
<sub>
<italic>&#x3c1;&#x3c1;</italic>
</sub>, (ii) horizontal kinetic energy <inline-formula id="inf64">
<mml:math id="m89">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (iii) vertical kinetic energy <inline-formula id="inf65">
<mml:math id="m90">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (iv) horizontal magnetic energy <inline-formula id="inf66">
<mml:math id="m91">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (v) vertical magnetic energy <inline-formula id="inf67">
<mml:math id="m92">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g010.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Multi-mode perturbation with <italic>B</italic>
<sub>0</sub> &#x3d; 0.2</title>
<p>We address the MM perturbation in the MHD case with <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 in <xref ref-type="fig" rid="F11">Figure 11</xref>. Even though small scales are suppressed quite early by the mean magnetic field, some large vortices survive. The top/bottom asymmetry in the shear layers is quite visible.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Multi-mode MHD simulations (2048<sup>2</sup>) for <monospace>GAM</monospace> (top) and <monospace>SBO</monospace> (bottom) with <inline-formula id="inf68">
<mml:math id="m93">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2. Density field at <italic>t</italic> &#x3d; 1.0, <italic>t</italic> &#x3d; 2.0 and <italic>t</italic> &#x3d; 3.0. The last row highlights the magnetic field lines in the <monospace>GAM</monospace> simulation.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g011.tif"/>
</fig>
<p>The rolling is less pronounced than in the purely hydrodynamic case (see <xref ref-type="fig" rid="F5">Figure 5</xref>) but it is more active than in the SM counterpart (<xref ref-type="fig" rid="F8">Figure 8</xref>) with rolls being able to develop. It is worth noticing that the non-linear evolution of the KHI can be strongly influenced by the number of modes that have been perturbed at <italic>t</italic> &#x3d; 0, even if some of them are growing slowy, or not growing at all, during the linear phase. This point has been raised in Matsumoto and Seki [<xref ref-type="bibr" rid="B66">66</xref>], where the vortex merging at large scales strongly depensd on the perturbation of stable small-scale modes. Similarly, SM or MM initial conditions lead to a completely different non-linear evolution in Nakamura and Fujimoto [<xref ref-type="bibr" rid="B67">67</xref>] and in Faganello et al. [<xref ref-type="bibr" rid="B68">68</xref>].</p>
<p>Like in SM case, we note a very good agreement between field lines and density structures (<xref ref-type="fig" rid="F11">Figure 11</xref>, bottom row). Moreover, no sign of Type II VIR is present, even if very thin magnetic inversion layers have been generated by the vortex motion, like the one at <italic>x</italic> &#x223c; 0.15, <italic>x</italic> &#x223c; 0.3, at <italic>t</italic> &#x3d; 3.</p>
<p>The agreement between <monospace>GAM</monospace> and <monospace>SBO</monospace> for the horizontally-averaged profiles of density, velocity and magnetic fields is quite remarkable, as shown in <xref ref-type="fig" rid="F12">Figure 12</xref>. Small differences in amplitude for the various variances are observed and are attributed to non-zero viscosity in <monospace>STRATOSPEC</monospace> simulations. The top/bottom asymmetry is well recovered for all quantities including the variances. Modulations of the induced horizontal mean magnetic field &#x27e8;<italic>B</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; are less intense than in the SM case.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Multi-mode MHD simulations (2048<sup>2</sup>) with <inline-formula id="inf69">
<mml:math id="m94">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 at <italic>t</italic> &#x3d; 3.0, for <monospace>GAM</monospace> and <monospace>SBO</monospace>. Horizontally averaged profiles of (i) Mean density &#x27e8;<italic>&#x3c1;</italic>&#x27e9;, (ii) Mean horizontal velocity &#x27e8;<italic>V</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9;, (iii) Mean horizontal magnetic field &#x27e8;<italic>B</italic>
<sub>
<italic>x</italic>
</sub>&#x27e9; (iv) Density variance &#x27e8;<italic>&#x3c1;</italic>&#x2032;<sup>2</sup>&#x27e9;, (v) Horizontal kinetic energy <inline-formula id="inf70">
<mml:math id="m95">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vi) Vertical kinetic energy <inline-formula id="inf71">
<mml:math id="m96">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (vii) Vertical mass flux <inline-formula id="inf72">
<mml:math id="m97">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (viii) Horizontal magnetic energy <inline-formula id="inf73">
<mml:math id="m98">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, (ix) Vertical magnetic energy <inline-formula id="inf74">
<mml:math id="m99">
<mml:mrow>
<mml:mo stretchy="false">&#x27e8;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">&#x27e9;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g012.tif"/>
</fig>
<p>Finally, spectra of the various second-order correlations are shown in <xref ref-type="fig" rid="F13">Figure 13</xref>. Compared with the MM purely hydrodynamic case (<xref ref-type="fig" rid="F6">Figure 6B</xref>), the magnetic field effect and smoother profiles lead to an agreement up to larger <italic>k</italic>, namely, <italic>k</italic>/(2<italic>&#x3c0;</italic>) &#x3e; 200. Similar to the SM perturbation, all spectra of <monospace>GAM</monospace> and <monospace>SBO</monospace> are in excellent agreement (up to <italic>k</italic>/(2<italic>&#x3c0;</italic>) &#x3e; 200), except for the density variance departing at <italic>k</italic>/(2<italic>&#x3c0;</italic>) &#x2243; 30. The agreement at large and intermediate scales is quite convincing. The spectral index in the inertial range is once again between &#x2212;2 and &#x2212;2.5: we make no further comment on this since 2D turbulence induced by single-mode or multi-mode perturbations is quite singular.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Multi-mode MHD simulations (2048<sup>2</sup>) with <inline-formula id="inf75">
<mml:math id="m100">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> and <italic>B</italic>
<sub>0</sub> &#x3d; 0.2 at <italic>t</italic> &#x3d; 3.0, for <monospace>GAM</monospace> and <monospace>SBO</monospace>. Spectra of (i) density variance <italic>E</italic>
<sub>
<italic>&#x3c1;&#x3c1;</italic>
</sub>, (ii) horizontal kinetic energy <inline-formula id="inf76">
<mml:math id="m101">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (iii) vertical kinetic energy <inline-formula id="inf77">
<mml:math id="m102">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (iv) horizontal magnetic energy <inline-formula id="inf78">
<mml:math id="m103">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>, (v) vertical magnetic energy <inline-formula id="inf79">
<mml:math id="m104">
<mml:msub>
<mml:mrow>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mi>b</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:math>
</inline-formula>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g013.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<title>5 Growth rate analysis in the linear regime</title>
<p>The magnetized KHI is studied in the seminal article by Miura and Pritchett [<xref ref-type="bibr" rid="B57">57</xref>] for a compressible plasma in super-Alfv&#xe9;nic conditions. These authors show that for a magnetic field parallel to the flow, with a fixed Mach number <italic>M</italic>, the growth rate of the perturbation reduces with decreasing Alfv&#xe9;nic Mach number <italic>M</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; &#x394;<italic>U</italic>/<italic>B</italic>
<sub>0</sub> (see their <xref ref-type="fig" rid="F4">Figure 4</xref> with line plots reproduced below). With the present notations, since <italic>B</italic>
<sub>0</sub> is parallel to the flow, <inline-formula id="inf80">
<mml:math id="m105">
<mml:msub>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>M</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">&#x2016;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>.</p>
<p>Here in <monospace>GAMERA</monospace>, we define an initial small perturbation in order to remain in the linear stability regime. Following Miura and Pritchett [<xref ref-type="bibr" rid="B57">57</xref>], we consider a single-mode velocity perturbation <italic>V</italic>
<sub>
<italic>z</italic>
</sub> of small amplitude <italic>V</italic>
<sub>0</sub> &#x3d; 1 &#xd7; 10<sup>&#x2212;6</sup>, such that <italic>V</italic>
<sub>0</sub>/<italic>&#x3bb;</italic> &#x226A;&#x394;<italic>U</italic>/<italic>L</italic>, with <italic>&#x3bb;</italic> &#x3d; 2<italic>&#x3c0;</italic>/<italic>k</italic>
<sub>
<italic>x</italic>
</sub> the wavelength of the perturbation, and a uniform background density, leading to <inline-formula id="inf81">
<mml:math id="m106">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
</inline-formula>. The velocity profile in the <italic>x</italic> direction is set to be a hyperbolic tangent of steepness <italic>a</italic> &#x3d; 0.025. A series of simulations was done for <italic>M</italic> &#x3d; 1.0 and <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 2<italic>m&#x3c0;</italic> (<italic>m</italic> &#x3d; 1&#x2013;5). Note that depending upon the profile chosen for the background shear flow, the stability curves can be quite different [<xref ref-type="bibr" rid="B69">69</xref>].</p>
<p>Growth rates are computed from simulations ran with <monospace>GAMERA</monospace>. The numerical extraction of the growth rates is shown in <xref ref-type="fig" rid="F14">Figure 14A</xref>, in which the energy of the dominant Fourier mode <italic>E</italic>
<sub>
<italic>z</italic>,<italic>k</italic>
</sub>, normalized by its initial value, is plotted with respect to time. For each simulation, we perform a least square fit leading to the exponential growth rate, shown for <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 6<italic>&#x3c0;</italic> in <xref ref-type="fig" rid="F14">Figure 14A</xref>. We start with the compressible case at <italic>M</italic> &#x3d; 1, for which normalized growth rates (dots) are shown in <xref ref-type="fig" rid="F14">Figure 14B</xref> and compared with the profiles of Miura and Pritchett (solid lines). Error bars are computed from the standard deviation of the least square fits, and are displayed on both sides of the growth rate value, forming a star shape as the standard deviation is always very small. The standard deviation increases when the wavenumber comes closer to the stability criterion. Differences are small enough to consider this method as fully valid and applicable. The agreement between <monospace>GAMERA</monospace> and Miura and Pritchett is very satisfactory. A 5%&#x2013;20% error remains for <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 2<italic>&#x3c0;</italic> regardless of the Alfv&#xe9;nic Mach number <italic>M</italic>
<sub>
<italic>a</italic>
</sub>.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>
<bold>(A)</bold> Time evolution of the Fourier component associated to the vertical kinetic energy (black) for a single-mode perturbation (<italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 6<italic>&#x3c0;</italic>) with <italic>B</italic>
<sub>0</sub> &#x3d; 0. The least square fit is plotted in blue with the associated growth rate. <bold>(B)</bold> Normalized growth rates as function of the normalized wavenumber for <inline-formula id="inf82">
<mml:math id="m107">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
</inline-formula> and <italic>M</italic> &#x3d; 1.0. Comparison with Miura and Pritchett (solid lines) for different Alfv&#xe9;nic Mach numbers <italic>M</italic>
<sub>
<italic>a</italic>
</sub>. <bold>(C)</bold> and <bold>(D)</bold> Normalized growth rates for <inline-formula id="inf83">
<mml:math id="m108">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> with <italic>M</italic> &#x3d; 0.535 and <italic>M</italic> &#x3d; 0.134, respectively. A polynomial interpolation function is added to better represent the bell shaped structure (dashed lines). The coefficient are tabulated in the <xref ref-type="sec" rid="s12">Supplementary Material</xref>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g014.tif"/>
</fig>
<p>The effect of compressibility in the magnetized KHI is now highlighted by using the same methodology and reducing gradually the Mach number to <italic>M</italic> &#x3d; 0.535 and then to <italic>M</italic> &#x3d; 0.134. The latter value has been shown to reach the incompressible limit in the previous sections. Simulations are performed at <inline-formula id="inf84">
<mml:math id="m109">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>. We checked that changing the Atwood number from <inline-formula id="inf85">
<mml:math id="m110">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:math>
</inline-formula> to <inline-formula id="inf86">
<mml:math id="m111">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>, at fixed Mach numbers, does not significantly modify the growth rates. Hence, the results in <xref ref-type="fig" rid="F14">Figures 14C,D</xref> can be compared with those at <italic>M</italic> &#x3d; 1 in <xref ref-type="fig" rid="F14">Figure 14B</xref>.</p>
<p>Growth rates are also presented in <xref ref-type="fig" rid="F15">Figure 15</xref> for various <italic>k</italic>
<sub>
<italic>x</italic>
</sub> modes and plotted with respect to the Alfv&#xe9;nic Mach number in order to better show the effects of compressibility. Quadratic interpolation curves are added when possible (see <xref ref-type="sec" rid="s12">Supplementary Table S1</xref> for details), starting at <italic>M</italic>
<sub>
<italic>a</italic>
</sub> &#x3d; 2 in order to respect the instability criterion <italic>M</italic> &#x2264; 2 &#x3c; <italic>M</italic>
<sub>
<italic>a</italic>
</sub> [<xref ref-type="bibr" rid="B57">57</xref>]. Otherwise, growth rates are linearly interpolated, for instance for <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 8<italic>&#x3c0;</italic>.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Normalized growth rate as function of the Alfv&#xe9;nic Mach numbers <italic>M</italic>
<sub>
<italic>a</italic>
</sub> and Mach numbers <italic>M</italic> (different symbols), for various horizontal wavenumber: <bold>(A)</bold> <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 2<italic>&#x3c0;</italic>, <bold>(B)</bold> <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 4<italic>&#x3c0;</italic>, <bold>(C)</bold> <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 6<italic>&#x3c0;</italic>, and <bold>(D)</bold> <italic>k</italic>
<sub>
<italic>x</italic>
</sub> &#x3d; 8<italic>&#x3c0;</italic>.</p>
</caption>
<graphic xlink:href="fphy-12-1383514-g015.tif"/>
</fig>
<p>The growth rate increases significantly when the Mach number is decreased from <italic>M</italic> &#x3d; 1 to <italic>M</italic> &#x3d; 0.535, showing the damping by compressibility of the KHI. Growth rates increase to a lesser extent when further decreasing the Mach number from <italic>M</italic> &#x3d; 0.535 to <italic>M</italic> &#x3d; 0.134, showing that compressibility effects become negligible and justifying <italic>a posteriori</italic> the choice of this value for the previous comparisons with <monospace>STRATOSPEC</monospace>. Growth rates show more differences at larger <italic>k</italic>
<sub>
<italic>x</italic>
</sub> mode.</p>
<p>Irrespective of the Mach number, the growth rates decrease when the mean magnetic field intensity <italic>B</italic>
<sub>0</sub> is increased, or similarly when the inverse Alfv&#xe9;nic Mach number increases. This explains why, in <xref ref-type="fig" rid="F7">Figure 7A</xref>, structures are more damped when <italic>B</italic>
<sub>0</sub> increases. This is shown as well in <xref ref-type="fig" rid="F15">Figure 15</xref>, where growth rates become closer to each other as the Alfv&#xe9;nic Mach number decreases, and differences vanish for <italic>M</italic>
<sub>
<italic>a</italic>
</sub> &#x3c; 3. Hence, from the point of view of the linear stability, the incompressible limit is more easily satisfied in the presence of intense magnetic fields.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>We address the effects of compressibility, diffusion, and magnetohydrodynamics upon the development of 2D Kelvin&#x2013;Helmholtz instabilities for conditions prevailing in space and fusion applications. To this purpose, a numerical study is performed with two state of the art codes, <monospace>GAMERA</monospace> and <monospace>STRATOSPEC</monospace>. <monospace>GAMERA</monospace> solves the compressible MHD Euler equations with high-order reconstruction in arbitrary nonorthogonal curvilinear coordinates. <monospace>STRATOSPEC</monospace> solves the MHD Navier&#x2013;Stokes equations in the Boussinesq limit (<monospace>SBO</monospace>) with a pseudo-spectral method of infinite order. Our 2D Kelvin&#x2013;Helmholtz test case is greatly inspired by McNally et al. [<xref ref-type="bibr" rid="B54">54</xref>], in which two counter flows of different densities interact with each other and mix. The initial interfaces have smooth steepness, which prevents spurious numerical issues when dealing with sharp gradients. The original density contrast is lowered to <inline-formula id="inf87">
<mml:math id="m112">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula> to approach the Boussinesq limit.</p>
<p>The common limit between the two codes is the inviscid incompressible one. We reach it by decreasing the Mach number in <monospace>GAMERA</monospace>, and decreasing the diffusion coefficients in <monospace>STRATOSPEC</monospace>. With these parameters appropriately chosen, along with the spatial resolution, single-mode and multi-mode perturbations are investigated, with and without a mean magnetic field parallel to the flow.</p>
<p>The analysis is then performed with three diagnostics. First, the overall topology of the developing vorticies is qualitatively assessed with the instantaneous 2D density fields. Second, 1D profiles of horizontally averaged quantities reveal differences of two different origins: i) small scales are smoothed out by diffusion in <monospace>STRATOSPEC</monospace>, causing for example, the density variance to be less intense than in <monospace>GAMERA</monospace>. ii) the asymmetry between the vortex development at the two different shear layers persists, even at small density contrasts such as <inline-formula id="inf88">
<mml:math id="m113">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.05</mml:mn>
</mml:math>
</inline-formula>. The correct displacement of the vortices is well reproduced with the Variable-Density version of <monospace>STRATOSPEC</monospace>, as well as with <monospace>GAMERA</monospace>. Finally, spectra of the fluctuating fields encompass information at all scales, with an almost perfect agreement at the largest ones, and some discrepancies between the two codes at the smallest scales, especially for the density variance. Differences are amplified in the MHD cases, possibly because structures are flatter, so that diffusion effects become more important in <monospace>STRATOSPEC</monospace> compared to vortex stretching.</p>
<p>We also note a good agreement between the density and magnetic structures in the MHD case. This is expected since, in the incompressible limit, the initial inhomogeneous density is just advected by the fluid velocity, as it is the case for magnetic field lines in the ideal MHD regime.</p>
<p>To summarize, this study shows that the inviscid incompressible limit can be approached by the two codes. Increasing the amplitude of the mean magnetic field damps the vortices, which eventually become long and thin filaments advected by the mean flow. Viscosity and diffusion could be further decreased in <monospace>STRATOSPEC</monospace>, but at the expense of increasing spatial resolution. Non-Boussinesq effects could also be reduced in <monospace>GAMERA</monospace> by further decreasing the Atwood number (down to <inline-formula id="inf89">
<mml:math id="m114">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.01</mml:mn>
</mml:math>
</inline-formula>, see <xref ref-type="sec" rid="s12">Supplementary Material</xref>), which in turn requires to decrease the Mach number in <monospace>GAMERA</monospace>, and hence the CFL condition down to a prohibitive cost. Conversely, we show that the Mach number chosen for the study remains relevant to maintain the incompressible regime in the hydrodynamic case even for large density contrasts (<inline-formula id="inf90">
<mml:math id="m115">
<mml:mi mathvariant="script">A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:math>
</inline-formula>, see the <xref ref-type="sec" rid="s12">Supplementary Material</xref>). In that case, the molecular diffusion becomes critical regarding the development of small-scale secondary vortices, which are damped in <monospace>STRATOSPEC</monospace>.</p>
<p>Finally, in the framework of the linear stability analysis, and in a manner reminiscent to Miura and Pritchett [<xref ref-type="bibr" rid="B57">57</xref>], we demonstrated that the exponential growth rates of initial small perturbations in the magnetic KHI are damped both by compressibility and increasing mean magnetic field intensity. The growth rates diagrams are essential for comparing and understanding KHI features encountered in highly complex environments such as laser experiments or the Earth&#x2019;s magnetosphere, for which they are hard to be measured or numerically computed.</p>
<p>Studies of KHI can benefit from considering also the development of resonant flow instability (RFI). RFI can occur for velocity shears significantly below the Kelvin&#x2013;Helmholtz instability threshold for pressureless plasma [<xref ref-type="bibr" rid="B70">70</xref>], such as coronal plumes, as well as in the incompressible limit [<xref ref-type="bibr" rid="B71">71</xref>]. RFI becomes important when the length scale of the Alfv&#xe9;n speed variation is larger than the length scale of the flow speed variation [<xref ref-type="bibr" rid="B72">72</xref>]. In the present study, the length scales of the flow and Alfv&#xe9;n velocity gradients are equal, which limits the development of RFI. For further discussions on RFI, the reader is referred to the recent article by Kim et al. [<xref ref-type="bibr" rid="B73">73</xref>] and references therein.</p>
<p>This work paves the way to promising studies at larger density contrasts and Mach numbers. The proposed approach helps to disentangle which mechanisms are truly a consequence of compressibility, or were already present in the incompressible limit. The method can be extended to other canonical flows, such as buoyancy-driven ones like the Rayleigh&#x2013;Taylor instability, also relevant for laser and astrophysical considerations.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>AB: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. J-FR: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. AM: Investigation, Methodology, Software, Supervision, Validation, Writing&#x2013;review and editing. B-JG: Conceptualization, Investigation, Methodology, Software, Supervision, Validation, Writing&#x2013;review and editing. GP: Data curation, Methodology, Software, Validation, Writing&#x2013;review and editing. MC: Software, Writing&#x2013;review and editing. HE-R: Conceptualization, Formal Analysis, Methodology, Supervision, Validation, Writing&#x2013;review and editing. MF: Formal Analysis, Investigation, Methodology, Validation, Visualization, Writing&#x2013;review and editing. VM: Formal Analysis, Methodology, Software, Validation, Writing&#x2013;review and editing. KS: Methodology, Software, Writing&#x2013;review and editing. AU: Funding acquisition, Methodology, Software, Writing&#x2013;review and editing. JL: Methodology, Writing&#x2013;review and editing. AR: Methodology, Writing&#x2013;review and editing. Victorien Bouffetier: Writing&#x2013;review and editing. LC: Writing&#x2013;review and editing. HS: Writing&#x2013;review and editing. OH: Writing&#x2013;review and editing. VS: Funding acquisition, Writing&#x2013;review and editing. AC: Funding acquisition, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. NIF Discovery Science (DS) project P-000794&#x2014;Calming Kelvin-Helmholtz Instability with pre-imposed B field: bringing Solar Wind and Magnetosphere Physics into the laboratory. AM, KS, VM, AK, and JL were supported by the NASA DRIVE Science Center for Geospace Storms (CGS) under award 80NSSC22M0163.</p>
</sec>
<ack>
<p>All authors thank the NIF Discovery Science Program. We thank the NASA DRIVE Science Center for Geospace Storms (CGS). J-FR, AU, AM and MC thank the International Space Science Institute (ISSI) in Bern, through ISSI International Team project #477 (Radiation Belt Physics From Top To Bottom).</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<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>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<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="s12">
<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.2024.1383514/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphy.2024.1383514/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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