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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">853478</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2022.853478</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Numerical Investigations on Temperature Distribution and Evolution of Cavitation Bubble Collapsed Near Solid Wall</article-title>
<alt-title alt-title-type="left-running-head">Shan et al.</alt-title>
<alt-title alt-title-type="right-running-head">Numerical Simulation of Bubble Temperature</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shan</surname>
<given-names>Minglei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1717596/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Yu</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/1631248/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kan</surname>
<given-names>Xuefen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1561313/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shu</surname>
<given-names>Fangyong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1717579/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Han</surname>
<given-names>Qingbang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/958753/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Jiangsu Key Laboratory of Power Transmission and Distribution Equipment Technology</institution>, <institution>Hohai University</institution>, <addr-line>Changzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Computer and Information</institution>, <institution>Hohai University</institution>, <addr-line>Nanjing</addr-line>, <country>China</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/435997/overview">Mostafa S. Shadloo</ext-link>, Institut National des Sciences Appliqu&#xe9;es de Rouen, France</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/1247948/overview">Morteza Ghorbani</ext-link>, Sabanc&#x131; University, Turkey</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1320183/overview">Haibo Huang</ext-link>, University of Science and Technology of China, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Minglei Shan, <email>shanming2003@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Process and Energy Systems Engineering, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>853478</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Shan, Yang, Kan, Shu and Han.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Shan, Yang, Kan, Shu and Han</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The internal temperature distribution and evolution in cavitation bubble can be investigated numerically by a thermal lattice Boltzmann method. The simulation results are consistent with the calculational results of the Rayleigh-Plesset equation and the temperature equation when the cavitation bubble collapses in an infinite liquid medium and satisfy Laplace&#x2019;s law. In this work, a cavitation bubble collapsing near a solid wall is explored to investigate the characteristics and effects of the bubble temperature. The progress of the bubble temperature can be clearly captured from a two-dimensional temperature field. The results show that the bubble temperature can reach extremely high values during both its first and its second collapse. The change of the bubble temperature is highly related to the jet velocity and the liquid pressure. Furthermore, the effects on the bubble temperature of the offset parameters, the initial driving pressure and the initial bubble radius are also studied. The present findings are meaningful for the research of thermodynamics of cavitation.</p>
</abstract>
<kwd-group>
<kwd>bubble temperature</kwd>
<kwd>collapse</kwd>
<kwd>lattice Boltzmann method</kwd>
<kwd>cavitation</kwd>
<kwd>solid wall</kwd>
</kwd-group>
<contract-num rid="cn001">11874140</contract-num>
<contract-num rid="cn002">SKLA201913</contract-num>
<contract-num rid="cn003">2016YFC0401600</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">State Key Laboratory of Acoustics<named-content content-type="fundref-id">10.13039/501100011368</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Cavitation is usually associated with a decrease in the operational efficiency of device, surface destruction of bodies operating under cavitation conditions (<xref ref-type="bibr" rid="B6">Chahine and Hsiao, 2015</xref>). However, the current research on cavitation has achieved the transformation from cavitation damage to rational utilization. For example, cavitation cleaning technology is used to clean the surface of cracks, ultrasonic cleaning technology of glasses, and the use of cavitation bubbles as a transport tool for drugs to deliver drugs to the surface of diseased tissue (<xref ref-type="bibr" rid="B32">Ohl et al., 2006</xref>; <xref ref-type="bibr" rid="B43">Verhaagen and Fern&#xe1;ndez Rivas, 2016</xref>; <xref ref-type="bibr" rid="B29">Meullemiestre et al., 2017</xref>). The main mechanism of cavitation damage was generally considered to be the effect of micro jets and shock waves (<xref ref-type="bibr" rid="B3">Brennen, 2005</xref>; <xref ref-type="bibr" rid="B28">Mason, 2016</xref>). In addition to the mechanical mechanism, the thermal effect produced by cavitation is also important in causing material cavitation damage because of the high temperature achieved when the bubble collapses (<xref ref-type="bibr" rid="B40">Suslick et al., 2011</xref>; <xref ref-type="bibr" rid="B48">Yusof et al., 2016</xref>).</p>
<p>However, there is no definite conclusion about the internal temperature of the bubble because the high temperature in the process of rapid collapse is local and transient. Nowotny (<xref ref-type="bibr" rid="B31">Nowotny, 1942</xref>) and Gavranek et al. (<xref ref-type="bibr" rid="B13">Gavranek et al., 1960</xref>) observed that the high temperature of the bubble in the final stage of collapse will reduce the strength of metal and can melt a metal surface. Also, because of the fluid medium, the rates of heating and cooling can be more than 1100&#xa0;K/s (<xref ref-type="bibr" rid="B41">Suslick and Flannigan, 2008</xref>), making it difficult to directly measure bubble temperature. Many efforts, both calculations and experiments, have been devoted to investigating the bubble temperature and its effects (<xref ref-type="bibr" rid="B42">Tomita and Shima, 1986</xref>; <xref ref-type="bibr" rid="B44">Wang et al., 2001</xref>; <xref ref-type="bibr" rid="B5">Cervone et al., 2005</xref>; <xref ref-type="bibr" rid="B11">Fujikawa et al., 2006</xref>; <xref ref-type="bibr" rid="B9">Dular and Coutier-Delgosha, 2013</xref>). However, the cavitation bubble temperatures obtained by theory and by experiment are quite different, so it is not yet possible to from a definite conclusion. In addition, experiments still have not revealed the internal mechanism of the temperature change and distribution in a bubble, numerical simulation methods have become a powerful way to better understand.</p>
<p>The lattice Boltzmann method (LBM), a mesoscopic numerical approach, has been applied to complex multiphase flow fields (<xref ref-type="bibr" rid="B15">Gonnella et al., 2007</xref>; <xref ref-type="bibr" rid="B8">Dong et al., 2009</xref>; <xref ref-type="bibr" rid="B33">Safari et al., 2010</xref>; <xref ref-type="bibr" rid="B12">Gan et al., 2015</xref>). The LBM is easy to implement and parallelize, and has clear physical background and high computational efficiency. As one of them, the pseudopotential Shan-Chen (SC) lattice Boltzmann (LB) model has been widely used by the LB community. The most remarkable feature of the SC LB model approach is that the phase separation automatically without interface tracking or interface capturing via an interparticle potential. The first thermal LBM based on the SC model may be credited to Zhang and Chen (<xref ref-type="bibr" rid="B49">Zhang and Chen, 2003</xref>). Later, H&#xe1;zi and M&#xe1;rkus (<xref ref-type="bibr" rid="B17">H&#xe1;zi and M&#xe1;rkus, 2008</xref>; <xref ref-type="bibr" rid="B27">M&#xe1;rkus and H&#xe1;zi, 2011</xref>), Biferale et al. (<xref ref-type="bibr" rid="B1">Biferale et al., 2012</xref>; <xref ref-type="bibr" rid="B2">Biferale et al., 2013</xref>), and Gong et al. (<xref ref-type="bibr" rid="B14">Gong and Cheng, 2012</xref>; <xref ref-type="bibr" rid="B26">Liu and Cheng, 2013</xref>) also proposed thermal LB models. The common feature of these models is to solve the thermal LB equation with temperature distribution function to restore the Navier-Stokes-level macroscopic temperature equation. The target temperature equation is a convection-diffusion equation including the source term. Then, based on the above studies, Li et al. (<xref ref-type="bibr" rid="B25">Li et al., 2017</xref>) revised the existing thermal model to eliminate the discrete effect of the source term in the target temperature equation, and proposed an improved thermal multi-relaxation-time (MRT) LB model at the same time.</p>
<p>Based on this, Shan et al. (<xref ref-type="bibr" rid="B35">Shan et al., 2016</xref>; <xref ref-type="bibr" rid="B37">Shan et al., 2017</xref>; <xref ref-type="bibr" rid="B46">Yang et al., 2020</xref>; <xref ref-type="bibr" rid="B45">Yang et al., 2021</xref>) adopted the above-mentioned thermal MRT LBM to simulate the collapse of the cavitation bubble near the solid wall. The temperature change and dynamic behavior of the bubble were well captured. Previous studies focused on the stage after the cavitation bubble collapsed, but did not deeply analyze the characteristics and effects of the time-dependent bubble temperature. However, both driving pressure and bubble radius affect the temperature in the bubble. An increase of the equilibrium bubble radius will gradually reduce the temperature in the bubble, while an increase of the driving pressure will gradually increase its temperature (<xref ref-type="bibr" rid="B10">Flannigan and Suslick, 2005</xref>; <xref ref-type="bibr" rid="B20">Huai et al., 2011</xref>). Therefore, the mechanism and effect of the bubble temperature deserve further study.</p>
<p>In this work, an improved thermal MRT LBM is used to investigate cavitation bubble temperature evolution when cavitation bubble collapses near a wall. The basic numerical model is formulated in <italic>Section Numerical Model</italic>. The validation of Laplace&#x2019;s law and the Rayleigh-Plesst equation are described in <italic>Section Model Validation</italic>. Numerical simulations of the bubble collapse near solid wall are presented in <italic>Section Numerical Results</italic>, which also includes further analysis and discussion. Finally, <italic>Section Conclusion</italic> gives brief conclusions.</p>
</sec>
<sec id="s2">
<title>Numerical Model</title>
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<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>2</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>2</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>1</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>c</italic> is the lattice constant, which equal to <inline-formula id="inf5">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>/ <inline-formula id="inf6">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1, and the diagonal matrix<disp-formula id="e3">
<mml:math id="m9">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x39b;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>&#x3c2;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>j</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>j</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf7">
<mml:math id="m10">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; <inline-formula id="inf8">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; <inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>j</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1.0, <inline-formula id="inf10">
<mml:math id="m13">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>&#x3c2;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; <inline-formula id="inf11">
<mml:math id="m14">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 0.8, <inline-formula id="inf12">
<mml:math id="m15">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1.1. In the momentum space, the density distribution function <inline-formula id="inf13">
<mml:math id="m16">
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and the equilibrium density distribution <inline-formula id="inf14">
<mml:math id="m17">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, which can be expressed as<disp-formula id="e4">
<mml:math id="m18">
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>e</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c2;</mml:mi>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>j</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>j</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(4)</label>
</disp-formula>
<disp-formula id="e5">
<mml:math id="m19">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3c2;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>j</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>j</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>y</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
</mml:msup>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
</mml:msup>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>.<label>(5)</label>
</disp-formula>where <inline-formula id="inf15">
<mml:math id="m20">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:munder>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mi>&#x3b1;</mml:mi>
</mml:munder>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the macroscopic density. <bold>v</bold> represents the macroscopic velocity and <inline-formula id="inf16">
<mml:math id="m21">
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> .</p>
<p>The collision process of momentum space can be transformed from <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> into<disp-formula id="e6">
<mml:math id="m22">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">&#x39b;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mi mathvariant="bold-italic">&#x39b;</mml:mi>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>S</mml:mi>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf17">
<mml:math id="m23">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msubsup>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>m</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mo>&#x2026;</mml:mo>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>m</mml:mi>
<mml:mn>8</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf18">
<mml:math id="m24">
<mml:mrow>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:msup>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the forcing term, in which <inline-formula id="inf19">
<mml:math id="m25">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mn>0</mml:mn>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mn>8</mml:mn>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>T</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf20">
<mml:math id="m26">
<mml:mi>I</mml:mi>
</mml:math>
</inline-formula> is the unit tensor.</p>
<sec id="s2-1">
<title>The Streaming Process is Shown as</title>
<p>
<disp-formula id="e7">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">&#x3b1;</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(7)</label>
</disp-formula>where <inline-formula id="inf21">
<mml:math id="m28">
<mml:mrow>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. The macroscopic velocity of the <xref ref-type="disp-formula" rid="e5">Eq. 5</xref> can be calculated by<disp-formula id="e8">
<mml:math id="m29">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:munder>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mi>&#x3b1;</mml:mi>
</mml:munder>
<mml:msub>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">&#x3b1;</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mi>F</mml:mi>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(8)</label>
</disp-formula>where the fluid-fluid interactive force is <inline-formula id="inf22">
<mml:math id="m30">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> in 2D space, which is given by (<xref ref-type="bibr" rid="B38">Shan, 2006</xref>; <xref ref-type="bibr" rid="B39">Shan, 2008</xref>)<disp-formula id="e9">
<mml:math id="m31">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>G</mml:mi>
<mml:mi>&#x3c8;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold">x</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msubsup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">e</mml:mi>
<mml:mi mathvariant="bold">&#x3b1;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>&#x3c8;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold">x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold">e</mml:mi>
<mml:mi mathvariant="bold">&#x3b1;</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">e</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(9)</label>
</disp-formula>where <inline-formula id="inf23">
<mml:math id="m32">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> denotes the weight coefficient with <inline-formula id="inf24">
<mml:math id="m33">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1/3 and <inline-formula id="inf25">
<mml:math id="m34">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1/12, <inline-formula id="inf26">
<mml:math id="m35">
<mml:mi>G</mml:mi>
</mml:math>
</inline-formula> represents the strength of interaction between fluids. <inline-formula id="inf27">
<mml:math id="m36">
<mml:mrow>
<mml:mi>&#x3c8;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the interaction potential, which is given by (<xref ref-type="bibr" rid="B34">Sbragaglia et al., 2007</xref>)<disp-formula id="e10">
<mml:math id="m37">
<mml:mrow>
<mml:mi>&#x3c8;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
<mml:msubsup>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>G</mml:mi>
<mml:msup>
<mml:mi>c</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(10)</label>
</disp-formula>where <inline-formula id="inf77">
<mml:math id="m100">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mo>&#x003D;</mml:mo>
<mml:mi>c</mml:mi>
<mml:mo>/</mml:mo>
<mml:msqrt>
<mml:mn>3</mml:mn>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula> is the lattice sound speed, <inline-formula id="inf28">
<mml:math id="m38">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is a prescribed non-ideal equation of state (EOS), coupling the Peng-Robinson (P-R) EOS, which is given by (<xref ref-type="bibr" rid="B47">Yuan and Schaefer, 2006</xref>)<disp-formula id="e11">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
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<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>b</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
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<mml:mi>&#x3d1;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>b</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>where <inline-formula id="inf29">
<mml:math id="m40">
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.45724</mml:mn>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf30">
<mml:math id="m41">
<mml:mrow>
<mml:mi>b</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.0778</mml:mn>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf31">
<mml:math id="m42">
<mml:mi>&#x3b4;</mml:mi>
</mml:math>
</inline-formula> is the gas constant. <inline-formula id="inf32">
<mml:math id="m43">
<mml:mrow>
<mml:mi>&#x3d1;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>0.37464</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1.54226</mml:mn>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.26992</mml:mn>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
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<mml:msqrt>
<mml:mrow>
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<mml:mi>T</mml:mi>
<mml:mrow>
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<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
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</mml:mrow>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, in which <inline-formula id="inf33">
<mml:math id="m44">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.344</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> is the acentric factor, <italic>T</italic>
<sub>
<italic>c</italic>
</sub> and <italic>p</italic>
<sub>
<italic>c</italic>
</sub> indicate the critical temperature and pressure. The constants <italic>a</italic> &#x3d; 2/49, <italic>b</italic> &#x3d; 2/21 and <inline-formula id="inf34">
<mml:math id="m45">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> are used in the present study (<xref ref-type="bibr" rid="B18">He et al., 1998</xref>).</p>
<p>For the D2Q9 lattice, Li <italic>et al.</italic>&#x2019;s (<xref ref-type="bibr" rid="B23">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B24">Li et al., 2013</xref>) forcing scheme can be given by<disp-formula id="e12">
<mml:math id="m46">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>6</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>0.75</mml:mn>
<mml:mi>&#x3b5;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mrow>
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<mml:mi>&#x3c4;</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
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<mml:mn>6</mml:mn>
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<mml:mi>x</mml:mi>
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<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
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<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
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<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>0.75</mml:mn>
<mml:mi>&#x3b5;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c8;</mml:mi>
<mml:mn>2</mml:mn>
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<mml:mn>0.5</mml:mn>
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<mml:mtr>
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</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
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<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
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<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>The adjustable coefficient <inline-formula id="inf35">
<mml:math id="m47">
<mml:mi>&#x3b5;</mml:mi>
</mml:math>
</inline-formula>, seen in <xref ref-type="disp-formula" rid="e12">Eq. 12</xref>, which can make the mechanical stability solution and the thermodynamic consistency requirement approximately the same in a wide temperature range.</p>
<p>Now turns to solving the temperature equation, the target temperature equation is written as (<xref ref-type="bibr" rid="B16">Guo et al., 2002</xref>; <xref ref-type="bibr" rid="B22">Li et al., 2016</xref>)<disp-formula id="e13">
<mml:math id="m48">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="italic">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">v</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="italic">&#x2207;</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi mathvariant="italic">&#x2207;</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(13)</label>
</disp-formula>where the thermal diffusivity is <inline-formula id="inf36">
<mml:math id="m49">
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, <italic>k</italic> indicates the thermal conductivity, <inline-formula id="inf37">
<mml:math id="m50">
<mml:mi>&#x3c1;</mml:mi>
</mml:math>
</inline-formula> denotes the macroscopic density and <inline-formula id="inf38">
<mml:math id="m51">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the specific heat at constant volume. The source term <inline-formula id="inf39">
<mml:math id="m52">
<mml:mi>&#x3d5;</mml:mi>
</mml:math>
</inline-formula> can be written as<disp-formula id="e14">
<mml:math id="m53">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>S</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mtext>&#x2207;</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>The discrete equation of temperature distribution function can be given by<disp-formula id="e15">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mrow>
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<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
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<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x39b;</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>.</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>Q</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x27;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(15)</label>
</disp-formula>where <inline-formula id="inf40">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature distribution function at position x and time t, <inline-formula id="inf41">
<mml:math id="m56">
<mml:mrow>
<mml:msubsup>
<mml:mi>Q</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x27;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> represents the source term of the discrete velocity space, and <inline-formula id="inf42">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x39b;</mml:mi>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mi mathvariant="bold-italic">&#x39b;</mml:mi>
<mml:mi mathvariant="bold-italic">M</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the collision matrix.</p>
<p>
<xref ref-type="disp-formula" rid="e15">Eq. 15</xref> can be converted as follows<disp-formula id="e16">
<mml:math id="m58">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">&#x39b;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(16)</label>
</disp-formula>where <inline-formula id="inf43">
<mml:math id="m59">
<mml:mrow>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> with <inline-formula id="inf44">
<mml:math id="m60">
<mml:mrow>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mn>0</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mn>...</mml:mn>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>n</mml:mi>
<mml:mn>8</mml:mn>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>&#x3a4;</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf45">
<mml:math id="m61">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:msup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, in which <inline-formula id="inf46">
<mml:math id="m62">
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mn>...</mml:mn>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mn>8</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>&#x3a4;</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and the equilibrium distribution <inline-formula id="inf47">
<mml:math id="m63">
<mml:mrow>
<mml:msup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mo>&#x22ef;</mml:mo>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mn>8</mml:mn>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>&#x3a4;</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. In the D2Q9 model, <inline-formula id="inf48">
<mml:math id="m64">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are given by<disp-formula id="e17">
<mml:math id="m65">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">n</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>T</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:math>
<label>(17)</label>
</disp-formula>
</p>
<p>
<bold>Q</bold> is the source term in the momentum space, which is shown as<disp-formula id="e18">
<mml:math id="m66">
<mml:mrow>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mn>0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi mathvariant="bold-italic">T</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(18)</label>
</disp-formula>where <inline-formula id="inf49">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.5</mml:mn>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:msub>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. According Ref. (<xref ref-type="bibr" rid="B7">Chopard et al., 2009</xref>), in the numerical implementation, <xref ref-type="disp-formula" rid="e18">Eq. 18</xref> is calculated with <inline-formula id="inf50">
<mml:math id="m68">
<mml:mrow>
<mml:msub>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>&#x2248;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>The streaming process of temperature function is similar to <xref ref-type="disp-formula" rid="e7">Eq. 7</xref>
<disp-formula id="e19">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(19)</label>
</disp-formula>where <inline-formula id="inf51">
<mml:math id="m70">
<mml:mrow>
<mml:msup>
<mml:mi>g</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">M</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. It should be emphasized that the unit used in this work is the LBM lattice unit. The length&#x2019;s unit is <italic>lu</italic>, time step&#x2019;s unit is <italic>ts</italic> and the unit of mass is <italic>mu</italic>. The units of velocity, density, pressure, and viscosity are given as <italic>lu/ts</italic>, <italic>mu/lu</italic>
<sup>
<italic>3</italic>
</sup>, <italic>mu/(ts</italic>
<sup>
<italic>2</italic>
</sup>
<italic>lu)</italic> and <italic>lu</italic>
<sup>
<italic>2</italic>
</sup>
<italic>/ts</italic>, respectively.</p>
</sec>
</sec>
<sec id="s3">
<title>Model Validation</title>
<sec id="s3-1">
<title>Laplace&#x2019;s Law</title>
<p>Laplace&#x2019;s law states that in the case of cavitation bubbles, the pressure difference between inside and outside the bubble is inversely proportional to the bubble radius, which is shown as<disp-formula id="e20">
<mml:math id="m71">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>R</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(20)</label>
</disp-formula>where <inline-formula id="inf52">
<mml:math id="m72">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> indicates the pressure inside the bubble, <inline-formula id="inf53">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> indicates the pressure outside the bubble, <inline-formula id="inf54">
<mml:math id="m74">
<mml:mi>&#x3c3;</mml:mi>
</mml:math>
</inline-formula> represents the surface tension, and <italic>R</italic> is the equilibrium radius of the bubble. A spherical bubble in the liquid domain is located in the center of a periodic field without gravity. The initial density field formula is (<xref ref-type="bibr" rid="B35">Shan et al., 2016</xref>)<disp-formula id="e21">
<mml:math id="m75">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>y</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mi>W</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(21)</label>
</disp-formula>where <inline-formula id="inf55">
<mml:math id="m76">
<mml:mrow>
<mml:mi>tan</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>x</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the hyperbolic tangent function. <inline-formula id="inf56">
<mml:math id="m77">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the density inside the bubble and <inline-formula id="inf57">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the density outside the bubble. The width of the phase interface <inline-formula id="inf58">
<mml:math id="m79">
<mml:mi>W</mml:mi>
</mml:math>
</inline-formula> &#x3d; 5. <inline-formula id="inf59">
<mml:math id="m80">
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is the central coordinates of the 401 &#xd7; 401 lattice system. At dimension temperature 0.85<italic>T</italic>
<sub>c</sub>, the initial vapor and liquid density are approximately equal to the 0.34 and 6.6. The initial bubble radius <italic>R</italic>
<sub>0</sub> is set as 20, 30, 40, 50 and 60. It can be clearly observed from <xref ref-type="fig" rid="F1">Figure 1</xref> that the direct proportionality of the pressure difference &#x394;<italic>p</italic> to the inverse radius 1/<italic>R</italic>, indicating that the simulation results are in good agreement with Laplace&#x2019;s law.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Validation of Laplace&#x2019;s law.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Validation of Rayleigh-Plesset Equation and Temperature Equation</title>
<p>As is well known, the bubble dynamics equation in a viscous fluid&#x2014;i.e., the R&#x2013;P equation&#x2014;is (<xref ref-type="bibr" rid="B4">Brennen, 1973</xref>)<disp-formula id="e22">
<mml:math id="m81">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>R</mml:mi>
<mml:mo>&#xa8;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mn>3</mml:mn>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>R</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mi>&#x3b3;</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>R</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(22)</label>
</disp-formula>where <inline-formula id="inf60">
<mml:math id="m82">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the vapor pressure in the bubble, <inline-formula id="inf61">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the liquid pressure. Dots represent time derivative: <inline-formula id="inf62">
<mml:math id="m84">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>R</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>R</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf63">
<mml:math id="m85">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>R</mml:mi>
<mml:mo>&#xa8;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mi>R</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> . <inline-formula id="inf64">
<mml:math id="m86">
<mml:mi>&#x3b3;</mml:mi>
</mml:math>
</inline-formula> is the adiabatic coefficient. <inline-formula id="inf65">
<mml:math id="m87">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msubsup>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is dynamic viscosity. In order to compare this simulation result with the numerical solution and R-P equation solution, the corresponding LBM parameters are substituted into <xref ref-type="disp-formula" rid="e22">Eq. 22</xref> to obtain the solution of the R-P equation. The pressure difference <inline-formula id="inf66">
<mml:math id="m88">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0.0853</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> obtained is used to trigger the collapse of the bubble. The initial densities of vapor and liquid are <inline-formula id="inf67">
<mml:math id="m89">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.34 and <inline-formula id="inf68">
<mml:math id="m90">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 6.6&#xa0;at 0.85<italic>T</italic>
<sub>
<italic>c</italic>
</sub>, respectively. The size of the numerical simulation domain is 401 &#xd7; 401, and the periodic boundary conditions are used in all directions. The time is dimensionless throughout the simulation time step. The bubble radius is normalized to the initial radius <italic>R</italic>
<sub>0</sub>. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the simulation results are consistent with the numerical results of the R-P equation. The correctness of the improved pseudopotential thermal MRT LB model is verified.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Evolution curve of collapsed bubble radius.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g002.tif"/>
</fig>
<p>The temperature formula of the cavitation bubble, deduced from the R&#x2013;P equation, is<disp-formula id="e23">
<mml:math id="m91">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi>R</mml:mi>
</mml:mfrac>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:math>
<label>(23)</label>
</disp-formula>where <inline-formula id="inf69">
<mml:math id="m92">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> indicates the ambient temperature of the liquid, and <inline-formula id="inf70">
<mml:math id="m93">
<mml:mi>&#x3b3;</mml:mi>
</mml:math>
</inline-formula> &#x3d; 1.3 is a constant representing the adiabatic coefficient. In our simulation, periodic boundary conditions are adopted in all directions. The liquid temperature <inline-formula id="inf71">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 0.85<italic>T</italic>
<sub>c</sub> is considered uniform. The pressure difference <inline-formula id="inf72">
<mml:math id="m95">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The instantaneous temperature <italic>T</italic> is normalized, and the <italic>t</italic>
<sup>&#x2a;</sup> is dimensionless throughout the simulation time step.</p>
<p>The current theoretical results show that the maximum collapse temperature of the bubble is infinite. What prevents such a runaway increase is heat dissipation, viscous dissipation and other uncontrollable factors in experiments or numerical simulations. As shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, the simulation results closely track the theoretical solution results, supporting the reliability of the present model. The thermal LB model can therefore be used to predict and analyze the collapse of cavitation bubble near solid wall.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Comparative calculation of the cavitation bubble temperature vs. time.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>Numerical Results</title>
<sec id="s4-1">
<title>Model Establishment</title>
<p>As illustrated in <xref ref-type="fig" rid="F4">Figure 4</xref>, numerical simulation is carried out in the two-dimensional <italic>x</italic>-<italic>y</italic> plane, and the computational domain <italic>l</italic>
<sub>
<italic>x</italic>
</sub> &#xd7; <italic>l</italic>
<sub>
<italic>y</italic>
</sub>. The nonslip boundary scheme (<xref ref-type="bibr" rid="B30">Mohamad, 2017</xref>) is applied at the wall that is defined at <italic>y</italic> &#x3d; 0 and periodic boundaries are utilized in the horizontal direction. The top of the computational domain is set as an open boundary, and the anti-bounce-back approach is applied. In our simulation, the initial radius of the bubble is <italic>R</italic>
<sub>0</sub>, b denotes the distance from the center of the bubble to the solid wall, and <inline-formula id="inf73">
<mml:math id="m96">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>b</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula> is defined as the offset parameter. The initial equilibrium temperature is taken as <italic>T</italic>
<sub>
<italic>&#x221e;</italic>
</sub> &#x3d; 0.85<italic>T</italic>
<sub>
<italic>c</italic>
</sub>, corresponding to the coexistence densities <inline-formula id="inf74">
<mml:math id="m97">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 0.34 and <inline-formula id="inf75">
<mml:math id="m98">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2248;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 6.63.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Computational domain.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g004.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Bubble Profile and Grid Independent Validation</title>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows the comparison between the current bubble profile and the results of an underwater pulsed discharge experiments published in the literature (<xref ref-type="bibr" rid="B36">Shan et al., 2019</xref>). Due to the difference in the size of the cavitation bubbles in the experimental study and numerical simulation, their collapse time cannot be directly compared and needs to be normalized. Comparing the <xref ref-type="fig" rid="F5">Figures 5A,B</xref>, it can be found that the morphological evolution process of the bubble is consistent, and the dimensionless time obtained after normalization is the same. The result verifies the correctness of the LBM numerical experiment from the appearance change of the bubble.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Comparison of the bubble profile with experimental results (<italic>&#x3bb;</italic> &#x3d; 1.2). <bold>(A)</bold> the morphological change diagram of cavitation bubble near solid wall collapse under high-voltage discharge-induced bubble experiment; <bold>(B)</bold> the phase diagram of cavitation bubble near solid wall collapse obtained by LBM simulation.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g005.tif"/>
</fig>
<p>In addition, in order to make a more accurate comparison and prove the symmetry of the collapse of cavitation bubble near the solid wall, the grid independence verification is carried out in this section. First the coordinates of the bubble surface need to be obtained. The criterion for the interface between the vapor and the liquid is that the density of the interface point is equal to <inline-formula id="inf76">
<mml:math id="m99">
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. We chose 301 &#xd7; 301, 401 &#xd7; 401 and 501 &#xd7; 501 grids, according to the principle of the same scale, the initial bubble radii are 60, 80, and 100, respectively. The dimensionless time <italic>T</italic>
<sup>&#x2a;</sup> is defined, which represents the time from the initial state to the first collapse. The bubble contour points of 0, 0.2<italic>T</italic>
<sup>&#x2a;</sup>, 0.4<italic>T</italic>
<sup>&#x2a;</sup>, 0.6<italic>T</italic>
<sup>&#x2a;</sup>, 0.8<italic>T</italic>
<sup>&#x2a;</sup>, and <italic>T</italic>
<sup>&#x2a;</sup> under three grid resolutions are extracted, and the coordinate points obtained in the <italic>x</italic> and <italic>y</italic> directions are dimensionless, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. The result shows that the normalized contours of cavitation bubble collapse near the wall almost coincide with each other of the three grid resolutions, which indicates that the numerical model of cavitation bubble collapse near the wall is independent of the grid size. Considering the computational efficiency and the observability of the results, we choose 401 &#xd7; 401 grids for the following numerical experiments.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Validation of grid independent (<italic>&#x3bb;</italic> &#x3d; 1.2).</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g006.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>Collapse Evolution Process of Cavitation Bubble Near a Wall</title>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows the evolution of the temperature, pressure and fluid velocity fields of a single cavitation bubble collapse near the solid wall (prior to complete collapse). Due to the left-right symmetry of the entire system, in the evolution result image, the left side is the pressure field and the fluid velocity field, and the right side is the temperature field. As shown in <xref ref-type="fig" rid="F7">Figures 7A,B</xref>, the spherical cavitation bubble is deformed into an elongated bubble in the direction perpendicular to the solid wall. The fluid velocity above the bubble is relatively high, which leads to a higher temperature in the liquid area and the area above the bubble. The near-wall fluid velocity is lower, causing the temperature in the bottom area of the bubble to decrease. As can be seen from <xref ref-type="fig" rid="F7">Figures 7C,D</xref>, the micro-jet formed above the bubble causes local liquid pressure fluctuations and makes the local fluid particles vibrate rapidly. A thermal boundary layer forms at the bubble surface. <xref ref-type="fig" rid="F7">Figure 7E</xref> shows the first collapse of the bubble, where the micro-jet impinges on the bottom edge of the bubble and the bubble temperature rises instantaneously. After the first collapse, a shock wave is emitted toward the solid wall and forms a hot spot on the wall, as has been discussed in Refs. (<xref ref-type="bibr" rid="B46">Yang et al., 2020</xref>) and (<xref ref-type="bibr" rid="B45">Yang et al., 2021</xref>). As shown in <xref ref-type="fig" rid="F7">Figure 7F</xref>, the bubble becomes toroidal and its internal initial temperature is low. Then the toroidal bubble collapses rapidly under the driving action of the micro-jet, that is, the second collapse of the bubble. It can be seen from the time steps of <xref ref-type="fig" rid="F7">Figure 7F</xref>-(i) that the second collapse of the bubble is very fast. The toroidal bubble temperature increases sharply and reaches a maximum when the bubble collapses completely.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Temperature, pressure, and velocity field evolutions of cavitation bubble (<italic>R</italic>
<sub>0</sub> &#x3d; 80, <italic>&#x3bb;</italic> &#x3d; 1.2, and &#x394;<italic>p</italic> &#x3d; 0.0853). <bold>(A)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at t &#x3d; 400&#xa0;ts; <bold>(B)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 600&#xa0;ts; <bold>(C)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at t &#x3d; 800ts; <bold>(D)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1030&#xa0;ts; <bold>(E)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1070&#xa0;ts; <bold>(F)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1090&#xa0;ts; <bold>(G)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1100ts; <bold>(H)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1120&#xa0;ts; <bold>(I)</bold> Temperature (right), pressure, and velocity field (left) of cavitation bubble collapse near a wall at <italic>t</italic> &#x3d; 1130&#xa0;ts.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g007.tif"/>
</fig>
<p>From previous work, we know that the bubble temperature affected by the nondimensional offset parameter <italic>&#x3bb;</italic>, initial pressure difference &#x394;<italic>p</italic> and initial bubble radius <italic>R</italic>
<sub>0</sub>. In order to understand the evolution results of the bubble temperature, the following sections discuss and analyze the above-mentioned factors in detail.</p>
</sec>
<sec id="s4-4">
<title>Analysis of Different Offset Parameters</title>
<p>In this section, the effect of the different offset parameters on the bubble temperature will be discussed. Since the temperature distribution in the bubble is not uniform, we take a certain point inside the bubble as the temperature measurement point. For example, when <italic>&#x3bb;</italic> &#x3d; 1.2, as shown in <xref ref-type="fig" rid="F8">Figure 8A</xref>, the coordinates of the measurement point are (201, 27). This is a point located at the bottom of the bubble on the vertical bisector of the <italic>x</italic> axis. For other values of <italic>&#x3bb;</italic>, the temperature measurement point can be obtained by the same way. <xref ref-type="fig" rid="F9">Figure 9</xref> shows the bubble temperature curves with offset parameters of 1.2, 1.4 and 1.6. In order to explain the changes of the bubble temperature more clearly, the maximum jet velocity of the perpendicular bisectors of the <italic>x</italic> axis under three offset parameters is also shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. The initial conditions and parameter settings of the three cases are the same. In <xref ref-type="fig" rid="F9">Figure 9A</xref>, the bubble temperature decreases slightly during the bubble shrinkage stage, which is caused by the lower pressure of the bottom liquid and lower velocity. With the formation of the micro jet, the maximum jet velocity accelerates gradually, and the bubble temperature also increases. Then, the jet velocity decreases after reaching its maximum, which is impeded by the deforming bubble. Meantime, the bubble temperature drops briefly and rises sharply at the first collapse. In <xref ref-type="fig" rid="F9">Figure 9B</xref>, the trend of the bubble temperature curve is similar to that of <xref ref-type="fig" rid="F9">Figure 9A</xref>, and the jet velocity decreases slightly before the first collapse. The maximum bubble temperature is higher than in <xref ref-type="fig" rid="F9">Figure 9A</xref>. However, as shown in <xref ref-type="fig" rid="F9">Figure 9C</xref>, the jet velocity keeps increasing in the early stages of the collapse, and the acceleration of the final stage of the collapse decreases. The bubble temperature increases as <italic>&#x3bb;</italic> increases and reaches the greatest value when <italic>&#x3bb;</italic> &#x3d; 1.6. It can be inferred that the larger is <italic>&#x3bb;</italic>, the higher is the maximum bubble temperature. In addition, we find that the cavitation bubble will become toroidal when <italic>&#x3bb;</italic> &#x3d; 1.2 after the first collapse. The bubble collapses directly without becoming toroidal when <italic>&#x3bb;</italic> &#x3d; 1.4 or 1.6 (i.e., when it is farther from the wall). As shown in <xref ref-type="fig" rid="F8">Figure 8B</xref>, the coordinates of the temperature measurement point of the toroidal bubble are (183, 39). <xref ref-type="fig" rid="F10">Figure 10</xref> shows the evolution of the toroidal bubble temperature and the maximum jet velocity around the bubble from the second collapse to complete collapse. Due to the driving effect of the jet and the water hammer effect, the jet velocity increases rapidly, and the toroidal bubble collapses and produces high temperature almost instantaneously.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(A)</bold> Coordinate of the temperature measurement point during the first collapse; <bold>(B)</bold> Coordinate of the temperature measurement point during the second collapse.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> Bubble temperature and maximum jet velocity vs. time for different offset parameters at <italic>&#x3bb;</italic> &#x3d; 1.2; <bold>(B)</bold> Bubble temperature and maximum jet velocity vs. time for different offset parameters at <italic>&#x3bb;</italic> &#x3d; 1.4; <bold>(C)</bold> Bubble temperature and maximum jet velocity vs. time for different offset parameters at <italic>&#x3bb;</italic> &#x3d; 1.6.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Bubble temperature vs. time during the second collapse.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g010.tif"/>
</fig>
</sec>
<sec id="s4-5">
<title>Analysis of Different Driving Pressures and Bubble Radii</title>
<p>In this section, the influences of the initial driving pressure and bubble radius are studied. Because the collapse time is different for different <italic>&#x394;p</italic> and different initial radius R0, the time step is normalized in the following section for comparison. <xref ref-type="fig" rid="F11">Figure 11</xref> shows the bubble temperature vs. time during the first collapse for three different values of initial <italic>&#x394;p</italic>. The result shows that there is no obvious dependence of temperature on <italic>&#x394;p</italic> at the bubble contraction stage. As <italic>&#x394;p</italic> increases, the bubble temperature increases gradually. Then the bubble temperature drops briefly, as shown in more detail in <xref ref-type="fig" rid="F9">Figure 9A</xref>, the bubble temperature is related to the jet velocity. Due to the impeding effect of the bubble, the jet velocity decreases briefly, causing the bubble temperature to drop. One may note that, the smaller <italic>&#x394;p</italic>, the more significant the temperature drop. When the bubble collapses for the first time, its temperature increases dramatically. For <italic>&#x394;p</italic> &#x3d; 0.0897, the bubble temperature rises fastest and to the greatest value. It can be concluded that the large pressure difference has large potential energy, which releases more energy when collapsing leading to a higher temperature. The bubble becomes toroidal after the first collapse in all three cases. <xref ref-type="fig" rid="F12">Figure 12</xref> shows the time-dependence of the toroidal bubble temperature. The initial toroidal temperature is low; it increases gradually as the bubble collapses and eventually reaches a maximum. The collapse temperature is almost the same as that of the three <italic>&#x394;p</italic>. It can be inferred that the pressure difference has little effect on the toroidal bubble temperature during the second collapse.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Bubble temperature vs. time for different values of <italic>&#x394;p</italic> during the first collapse.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Bubble temperature vs. time for different values of <italic>&#x394;p</italic> during the second collapse.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g012.tif"/>
</fig>
<p>The evolutions of the bubble temperature during the cavitation bubble collapse with initial radii of 80, 85 and 90 and with an initial driving pressure <italic>&#x394;p</italic> &#x3d; 0.0853 are shown in <xref ref-type="fig" rid="F13">Figure 13</xref>. It can be seen that the bubble temperature rises gradually after a brief cooling. When <italic>R</italic>
<sub>0</sub> &#x3d; 90, the larger value, the bubble temperature drops significantly. The bubble temperature then increases sharply when the bubble collapses for the first time. The larger the bubble radius, the greater is the internal energy, and the more energy is released when the bubble collapses, which leads to higher bubble temperature.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Bubble temperature vs. time during the first collapse for several values of R<sub>0</sub>.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g013.tif"/>
</fig>
<p>The bubble becomes toroidal after the first collapse. In <xref ref-type="fig" rid="F14">Figure 14</xref>, the bubble temperature of the newly formed toroidal bubble is the lowest among these three examples when <italic>R</italic>
<sub>0</sub> &#x3d; 90, but for the value of R0 the final temperature is the highest, with the most drastic bubble temperature change. For larger initial radius, the maximum bubble temperature is therefore higher at the second collapse.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Toroidal temperature vs. time during the second collapse for several values of R<sub>0</sub>.</p>
</caption>
<graphic xlink:href="fenrg-10-853478-g014.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this paper, the validation of the Laplace&#x2019;s law, R-P equation and temperature equation are verified, and the simulation results of cavitation bubble collapse near the wall are consistent with the experimental results. Using a thermal multiphase lattice Boltzmann model with liquid-vapor phase change, we have numerically investigated the temperature evolution characteristics of a cavitation bubble collapsing near the wall. The main findings and conclusion are summarized as follows.<list list-type="simple">
<list-item>
<p>1) The temperature distribution in the bubble varies with the external liquid pressure and velocity. At the initial stage of the bubble collapse, the temperature in the upper region of the bubble increases due to greater jet velocity and pressure in this region. At the same time, the temperature in the bottom region of the bubble decreases because the jet velocity and pressure field near the wall are low. The simulation results show that the bubble temperature is highly dependent on the jet velocity and the pressure field.</p>
</list-item>
<list-item>
<p>2) The offset parameter affects the change of temperature inside the bubble. The results show that the bubble hit by a jet generates high temperature almost instantly. The larger is <italic>&#x3bb;</italic>, the higher is maximum bubble temperature. When <italic>&#x3bb;</italic> is smaller&#x2014;for example, when &#x3bb; &#x3d; 1.2&#x2014;the bubble becomes toroidal after the first collapse, and high temperature is generated in the bubble due to the driving effect of pressure and water hammer effect when the toroidal bubble collapses completely.</p>
</list-item>
<list-item>
<p>3) The initial driving pressure and initial bubble radius also have an effect on the bubble temperature. 1) During the first collapse, the larger the initial <italic>&#x394;p</italic>, the greater is bubble temperature. A large pressure difference has large potential energy, which causes the bubble to release more energy when it collapses, thus increasing the bubble temperature. The second collapse, of the toroidal bubble, is mainly governed by the water hammer effect and the jet rebound effect. The initial driving pressure <italic>&#x394;p</italic> has little effect on the toroidal bubble. 2) The greater the initial bubble radius, the higher is the bubble temperature. Large bubble contains large internal energy, and will release more energy when the bubble collapses, resulting in higher bubble temperature.</p>
</list-item>
</list>
</p>
<p>We believe that the present simulations are useful for understanding the internal mechanisms of the cavitation bubble temperature and its effects. Moreover, the investigation of the temperature evolution and distribution in the bubble provide insights to assists in the further research and applications on the thermodynamics of cavitation bubbles.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>All authors contributed extensively to this work. YY performed the simulation, data analysis, and wrote the paper. MS conceived, supervised and revised the manuscript the project the study. XK and FS drew the figures and revised the manuscript. MS and QH directed the study, supervised the project.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work is supported by National Natural Science Foundation of China (Grant No. 11874140), State Key Laboratory of Acoustics, and Chinese Academy of Sciences (Grant No. SKLA201913), National Key Research and Development Program of China (Grant No. 2016YFC0401600).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<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>
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