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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">1366902</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1366902</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>Prediction of critical heat flux in a rod bundle channel with spacer grids based on the Eulerian two-fluid model</article-title>
<alt-title alt-title-type="left-running-head">Kejia et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1366902">10.3389/fenrg.2024.1366902</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kejia</surname>
<given-names>Li</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2621315/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiong</surname>
<given-names>Zheng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2279888/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shuqi</surname>
<given-names>Meng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1567503/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Desheng</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yulong</surname>
<given-names>Mao</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yisong</surname>
<given-names>Hu</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Youxin</surname>
<given-names>Zhou</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jun</surname>
<given-names>Chen</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>China Nuclear Power Technology Research Institute Co., Ltd.</institution>, <addr-line>Shenzhen</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/1708592/overview">Longxiang Zhu</ext-link>, Chongqing University, China</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/554619/overview">Luteng Zhang</ext-link>, Chongqing University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1551894/overview">Yongchun Li</ext-link>, Shenzhen University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1899309/overview">Yacine Addad</ext-link>, Khalifa University, United Arab Emirates</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jin Desheng, <email>Jin.desheng@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1366902</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Kejia, Xiong, Shuqi, Desheng, Yulong, Yisong, Youxin and Jun.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Kejia, Xiong, Shuqi, Desheng, Yulong, Yisong, Youxin and Jun</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 critical heat flux (CHF) is a vital parameter influencing the safety and efficiency of reactor cores. In this study, the Eulerian two-fluid model coupled with the extended wall boiling model in STAR-CCM&#x2b; was employed to simulate the departure from nucleate boiling (DNB) phenomenon in a 5 &#xd7; 5 pressurized water reactor (PWR) fuel rod bundle channel with spacer grids under non-uniform heating conditions. The transition in boiling curves was used as the criterion of DNB occurrence, while the temperature distribution of rod surfaces was utilized for CHF location predictions. The predicted CHF value and CHF location exhibited good agreement with the experimental data. The deviation between calculated and experimental CHF values was within 15% and the deviation between predicted and experimental CHF locations was within one grid-to-grid span length. The results of this study suggested good prospects for the application of two-phase CFD model in predicting CHF in fuel assemblies with spacer grids.</p>
</abstract>
<kwd-group>
<kwd>critical heat flux</kwd>
<kwd>CFD</kwd>
<kwd>rod bundle</kwd>
<kwd>two phase flow</kwd>
<kwd>spacer grids</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nuclear Energy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The critical heat flux (CHF) is one of the most essential parameters in nuclear fuel design and operational safety of nuclear power plants (NPP). When the local heat flux reaches the CHF, the heat transfer from cladding surface to coolant sharply deteriorates. The rapid reduction of the heat transfer coefficient will result in a significant increase in rod temperature, which could weaken or melt the cladding surface, and in severe cases, lead to fuel failure (<xref ref-type="bibr" rid="B29">Yang B. W. et al., 2021</xref>).</p>
<p>During the past few decades, researches on CHF have primarily been conducted through experiments. Nevertheless, experimental studies are often considered costly and time-consuming. A number of empirical or semi-empirical correlations have been developed based on experimental data to predict CHF. However, these correlations are limited to specific operating ranges and geometric structures.</p>
<p>With the continuous advancements in computer technology and computational fluid dynamics (CFD), numerical simulations with CFD software have been widely carried out to investigate the departure from nucleate boiling (DNB) phenomenon. <xref ref-type="bibr" rid="B9">Ikeda et al. (2006)</xref> performed a single-phase CFD analysis using STAR-CD on a 5 &#xd7; 5 fuel rod bundle channel. They proposed a method to determine the rod with a higher probability of DNB based on the enthalpy distribution. Nevertheless, their research was unable to directly determine the value and location of the CHF. In order to simulate the boiling flow and the DNB phenomenon more accurately, a growing number of researchers applied the two-phase CFD model in the simulation. <xref ref-type="bibr" rid="B2">Alleborn et al. (2009)</xref> used STAR-CD to analyze the two-phase flows and CHF conditions in pipes and in subchannels with an estimation of the near wall accumulation of vapor, which showed the potential of predicting the CHF through the CFD analysis using wall boiling model. <xref ref-type="bibr" rid="B24">Vyskocil and Macek (2010a)</xref>, <xref ref-type="bibr" rid="B25">Vyskocil and Macek (2010b)</xref> used NEPTUNE_CFD as the tool to simulate the DNB process in a vertical tube and in a rod bundle. CHF values were predicted by using the critical void fraction as the criterion of DNB. <xref ref-type="bibr" rid="B31">Zhang et al. (2015)</xref> applied the two-fluid model and the wall boiling model to investigate the DNB phenomenon in vertical heated tubes with FLUENT code. Using the wall temperature excursion as the criterion of DNB occurrence, CHF values of 26 sets of working conditions were predicted, which agreed well with the experimental data from <xref ref-type="bibr" rid="B7">Celata et al. (1993)</xref>. Besides, <xref ref-type="bibr" rid="B32">Zhang et al. (2019)</xref> employed the same methodology to investigate the CHF in a 2 &#xd7; 2 fuel rod bundle under low flow rate and high pressure. <xref ref-type="bibr" rid="B14">Li et al. (2018)</xref> used STAR-CCM &#x2b; to numerically simulate the DNB phenomenon in a vertical heated tube. The transition in the boiling curves was used as the criterion for DNB occurrence under uniform heating conditions while the near wall void fraction was used for non-uniform cases. (<xref ref-type="bibr" rid="B3">Amidu and Addad, 2020</xref>; <xref ref-type="bibr" rid="B1">Addad and Amidu, 2022</xref>) applied a hybrid multiphase flow mode which combined the Eulerian two-fluid model and the volume of fluid model and presented an extended wall heat flux partitioning model for the prediction of slug flow on a downward-facing heated wall.</p>
<p>As can be seen from the above introduction, due to the complexity of two-phase flow phenomena and the immaturity of interphase models, there is no research showing that one fixed set of CFD model can accurately predict the CHF across different conditions. Besides, there are still few investigations focusing on the prediction of CHF value and CHF location with complex structures, such as a rod bundle channel with several spacer grids, and under non-uniform heating conditions. In this paper, the Eulerian two-fluid model and the extended wall boiling model in STAR-CCM&#x2b; were employed to simulate the DNB phenomenon in a 5 &#xd7; 5 rod bundle channel with multiple spacer grids and with non-uniform heat flux. The values and locations of CHF under several working conditions were predicted and compared to experimental data to validate the CFD model.</p>
</sec>
<sec id="s2">
<title>2 Numerical models</title>
<sec id="s2-1">
<title>2.1 Two-fluid model</title>
<p>The Eulerian two-fluid model is employed to simulate the liquid and vapor phases within the studied rod bundle channel. The phases are treated as interpenetrating continua coexisting everywhere in the flow domain. Governing equations for mass, momentum, and energy for each phase are solved and formulations describing phase interactions at interfaces are introduced to close the equations.</p>
<p>Continuity equation:<disp-formula id="equ1">
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<mml:mrow>
<mml:mfrac>
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<mml:mrow>
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<mml:mo>&#x2212;</mml:mo>
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<mml:mover accent="true">
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</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>k</mml:mi>
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</inline-formula>, <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>k</mml:mi>
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</inline-formula> and <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
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<mml:mover accent="true">
<mml:mi>u</mml:mi>
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</inline-formula> are the volume fraction, density and velocity of phase <italic>k</italic>, respectively. <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
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<mml:mrow>
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<mml:mi>k</mml:mi>
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</inline-formula> denotes the mass transfer from phase <italic>i</italic> to phase <italic>k</italic>, whereas <inline-formula id="inf5">
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<mml:mrow>
<mml:msub>
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<mml:mi>m</mml:mi>
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<mml:mrow>
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<mml:mi>i</mml:mi>
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</inline-formula> stands for the mass transfer from phase <italic>k</italic> to phase <italic>i</italic>.</p>
<p>Momentum equation:<disp-formula id="equ2">
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<mml:mi>u</mml:mi>
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<mml:mo>&#x2b;</mml:mo>
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<mml:mover accent="true">
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</disp-formula>where <italic>p</italic> is the pressure, which is assumed to be equal in all phases. <inline-formula id="inf6">
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<mml:math id="m9">
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<mml:msub>
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</inline-formula> are the molecular and turbulent stresses, respectively. <inline-formula id="inf9">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>M</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the interphase momentum transfer.</p>
<p>Energy equation:<disp-formula id="equ3">
<mml:math id="m12">
<mml:mrow>
<mml:mfrac>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>Pr</mml:mi>
<mml:mi>t</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">&#x2202;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf10">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf11">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf12">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the enthalpy, thermal conductivity and temperature of phase <italic>k</italic>, respectively. <inline-formula id="inf13">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf14">
<mml:math id="m17">
<mml:mrow>
<mml:msup>
<mml:mi>Pr</mml:mi>
<mml:mi>t</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are the turbulent viscosity and the turbulent Prandtl number. <inline-formula id="inf15">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the heat transfer to phase <italic>k</italic>.</p>
</sec>
<sec id="s2-2">
<title>2.2 Interfacial momentum transfer</title>
<p>In the momentum equation, the interphase momentum transfer represents the sum of the forces that the phases exert on one another, which is composed of the drag force and the non-drag forces. The non-drag forces include the lift force, the turbulent dispersion force, the wall lubrication force and the virtual mass force. Many researchers convinced that the influences of the wall lubrication force and the virtual mass force could be ignored in the calculations (<xref ref-type="bibr" rid="B13">Li et al., 2011</xref>; <xref ref-type="bibr" rid="B19">Rabiee et al., 2017</xref>). Therefore, in this study, only the drag force (<inline-formula id="inf16">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>), the lift force (<inline-formula id="inf17">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) and the turbulent dispersion force (<inline-formula id="inf18">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) are considered:<disp-formula id="equ4">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>M</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The drag force is determined by the relative velocity between the liquid and vapor, and it is calculated as a function of the drag coefficient:<disp-formula id="equ5">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="|" close="|" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf19">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the density of the liquid phase. <inline-formula id="inf20">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the relative velocity between the continuous and dispersed phases. <inline-formula id="inf21">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> stands for the interfacial area. The drag coefficient <inline-formula id="inf22">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>D</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is calculated by Tomiyama formulation (<xref ref-type="bibr" rid="B22">Tomiyama et al., 1998</xref>) in this study.</p>
<p>The lift force is calculated as follow:<disp-formula id="equ6">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf23">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the velocity of the liquid phase and <inline-formula id="inf24">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the lift coefficient. <inline-formula id="inf25">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the volume fraction of the vapor phase. The classical lift forc derived analytically <inline-formula id="inf26">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> using a simple shear model. However, this calculation was based on a weakly sheared inviscid flow and wake effects were not taken into account. It was reported by many studies that the lift coefficient became smaller for viscous flow. <xref ref-type="bibr" rid="B16">Morage et al. (1999)</xref> pointed out the necessity for a negative lift coefficient to fit certain experimental data. According to the theory proposed by <xref ref-type="bibr" rid="B23">Tomiyama et al. (2002)</xref>, a positive lift coefficient indicates that the bubble will tend to migrate towards the wall while a negative lift coefficient indicates that the bubble will tend to migrate away from the wall. They also proposed a correlation of lift coefficient based on experiments on vertical tubes, which can reach a minimum value of &#x2212;0.29. Hence, in order to reflect the non-uniformity effect introduced by mixing vanes of spacer grids, the lift coefficient is supposed to have a smaller value and it is set to <inline-formula id="inf27">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> in this study.</p>
<p>The turbulent dispersion force is calculated as follow (<xref ref-type="bibr" rid="B6">burns et al., 2004</xref>):<disp-formula id="equ7">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>F</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>Pr</mml:mi>
<mml:mi>t</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>Pr</mml:mi>
<mml:mi>t</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mfrac>
<mml:msubsup>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>Pr</mml:mi>
<mml:mi>t</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf28">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the volume fraction of the liquid phase. <inline-formula id="inf29">
<mml:math id="m36">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is the turbulent kinematic viscosity of the liquid phase. <inline-formula id="inf30">
<mml:math id="m37">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is a constant coefficient and set to 1 by default.</p>
</sec>
<sec id="s2-3">
<title>2.3 Wall boiling model</title>
<p>The classical numerical method for calculating flow boiling is the Rensselaer Polytechnic Institute (RPI) wall boiling model developed by <xref ref-type="bibr" rid="B11">Kurul and Podowski (1990)</xref>. The RPI model partitions the total heat flux (<inline-formula id="inf31">
<mml:math id="m38">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) into three components: the liquid phase convection heat flux (<inline-formula id="inf32">
<mml:math id="m39">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>), the evaporation heat flux (<inline-formula id="inf33">
<mml:math id="m40">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) and the quenching heat flux (<inline-formula id="inf34">
<mml:math id="m41">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>q</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>). According to the Weisman-Pei bubble crowding model (<xref ref-type="bibr" rid="B26">Weisman and Pei, 1983</xref>), when the vapor volume along heated walls becomes high enough, the capability of the liquid to remove heat from the wall is restricted. The vapor phase convection heat flux (<inline-formula id="inf35">
<mml:math id="m42">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) is taken into account and the original RPI wall boiling model is extended as follow:<disp-formula id="equ8">
<mml:math id="m43">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>q</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf36">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the wall contact area fraction for the vapor that is estimated as:<disp-formula id="equ9">
<mml:math id="m45">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="{" close="" separators="&#x7c;">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b4;</mml:mi>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b4;</mml:mi>
</mml:msub>
<mml:mo>&#x3e;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>where<disp-formula id="equ10">
<mml:math id="m46">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b4;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf37">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>&#x3b4;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the vapor volume fraction averaged over the bubbly layer thickness. <inline-formula id="inf38">
<mml:math id="m48">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the critical vapor volume fraction.</p>
<p>The four components of total heat flux are calculated as follow:<disp-formula id="equ11">
<mml:math id="m49">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ12">
<mml:math id="m50">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msup>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mn>6</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi mathvariant="italic">lg</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ13">
<mml:math id="m51">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>q</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msup>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:mfrac>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>f</mml:mi>
<mml:msqrt>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
</mml:mfrac>
</mml:msqrt>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>q</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ14">
<mml:math id="m52">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf39">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf40">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the specific heat capacities of the liquid and vapor phases, respectively. <inline-formula id="inf41">
<mml:math id="m55">
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf42">
<mml:math id="m56">
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2a;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are the near-wall velocities of the liquid and vapor, respectively. <inline-formula id="inf43">
<mml:math id="m57">
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf44">
<mml:math id="m58">
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are the dimensionless temperatures of the liquid and vapor, respectively. <inline-formula id="inf45">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>W</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf46">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf47">
<mml:math id="m61">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the wall temperature as well as the liquid temperature and the vapor temperature close to the wall, respectively. <inline-formula id="inf48">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>q</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the quenching temperature, that is, the temperature at which liquid is brought to the wall by the departure of a bubble. <inline-formula id="inf49">
<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf50">
<mml:math id="m64">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf51">
<mml:math id="m65">
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the nucleation site density, the bubble departure frequency and the bubble departure diameter, respectively, and these parameters are derived by additional auxiliary models. <inline-formula id="inf52">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi mathvariant="italic">lg</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the latent heat. <inline-formula id="inf53">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the liquid conductivity. <inline-formula id="inf54">
<mml:math id="m68">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the time elapsed between bubble departure and the nucleation of the next bubble. <inline-formula id="inf55">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is an area scaling coefficient and is set to 2.0 according to <xref ref-type="bibr" rid="B4">Bartolomei and Chanturiya (1967)</xref>.</p>
</sec>
<sec id="s2-4">
<title>2.4 Turbulence model</title>
<p>Turbulence in the continuous phase is modelled using realizable two-layer k-epsilon model. For the dispersed phase, turbulence can be modelled with two alternative methods: either with full turbulence models or with response models. Many researchers recommended the Issa turbulence response model in their studies (<xref ref-type="bibr" rid="B15">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="B18">Povolny and Cuhra, 2014</xref>; <xref ref-type="bibr" rid="B30">Yang P. et al., 2021</xref>), which used a semi-empirical correlation to link the turbulent fluctuations of the continuous and dispersed phases. Thus, aiming to improve computing efficiency, the Issa turbulence response model is employed in this study to model turbulence in the dispersed phase.</p>
<p>The detail settings of all the principal and auxiliary models for the CHF prediction are summarized in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Detail settings of CFD model.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Parameters</th>
<th align="center">Selected model</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Drag force</td>
<td align="center">Tomiyama (<xref ref-type="bibr" rid="B22">Tomiyama et al., 1998</xref>)</td>
</tr>
<tr>
<td align="center">Lift force</td>
<td align="center">Lift coefficient <italic>C</italic>
<sub>
<italic>L</italic>
</sub> &#x3d; &#x2212;0.5</td>
</tr>
<tr>
<td align="center">Turbulence dispersion force</td>
<td align="center">Burns (<xref ref-type="bibr" rid="B6">burns et al., 2004</xref>)</td>
</tr>
<tr>
<td align="center">Continuous phase Nusselt number</td>
<td align="center">Ranz-Marshall (<xref ref-type="bibr" rid="B20">Ranz and Marshall, 1952</xref>)</td>
</tr>
<tr>
<td align="center">Dispersed phase Nusselt number</td>
<td align="center">Constant 2.0</td>
</tr>
<tr>
<td align="center">Liquid Turbulence</td>
<td align="center">Realizable two-layer k-epsilon</td>
</tr>
<tr>
<td align="center">Vapor Turbulence</td>
<td align="center">Issa turbulence response (<xref ref-type="bibr" rid="B5">Behzadi et al., 2004</xref>)</td>
</tr>
<tr>
<td align="center">Nucleation site density</td>
<td align="center">Lemmert-Chawla (<xref ref-type="bibr" rid="B12">Lemmert and Chawla, 1977</xref>)</td>
</tr>
<tr>
<td align="center">Bubble departure diameter</td>
<td align="center">Tolubinsky-Kostanchuk (<xref ref-type="bibr" rid="B21">Tolubinsky and Kostanchuk, 1970</xref>)</td>
</tr>
<tr>
<td align="center">Bubble departure frequency</td>
<td align="center">Cole (<xref ref-type="bibr" rid="B8">Cole, 1960</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3">
<title>3 CFD models</title>
<sec id="s3-1">
<title>3.1 Geometric model and mesh independence verification</title>
<p>The geometric configuration utilized in this study was a 5 &#xd7; 5 PWR fuel rod bundle assembled in a square channel as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The rod bundle consisted sixteen cold rods, eight hot rods and one guide thimble at the center. The cladding outer diameter was 9.5&#xa0;mm and the cladding thickness was 0.6&#xa0;mm. The thimble outer diameter was 12.5&#xa0;mm. The pitch of the rod bundle was 12.6&#xa0;mm.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic of 5 &#xd7; 5 rod bundle channel.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g001.tif"/>
</fig>
<p>A total of ten spacer grids were positioned along the 3.7&#xa0;m heated length, including seven Mixing Grids (MG) with a height of 33&#xa0;mm and three Mid Span Mixing Grids (MSMG) with a height of 18&#xa0;mm, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. MG and MSMG were primarily composed of inner strips, outer strips, steel dimples, springs and mixing vanes. The strips arranged in a crisscross pattern formed a basic framework of the spacer grid. The steel dimples and springs maintained the fuel rods and the guide thimble in their proper radial position, preventing vibration under the impact of the fluid. Furthermore, the mixing vanes located at the end of the spacer grid were designed with a deflection angle with respect to the flow direction, so as to generate lateral flow and enhance fluid mixing. The inlet section was extended by an additional 0.3&#xa0;m to ensure that the fluid was fully developed before the heating length. A schematic of the arrangement of spacer grids in the rod bundle is illustrated in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Geometric model.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic of spacer grids arrangement (dimensions in mm).</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g003.tif"/>
</fig>
<p>Due to the complexity of the spacer grids geometry, the flow domain where spacer grids were positioned was discretized with unstructured polyhedral meshes while a stretch mesh generator was employed to obtain extruded meshes for the fluid domain of rod bundles. In order to capture the flow details close to the wall, two layers of wall prism meshes were applied. For independence verification, five sets of meshes were tested under the same working condition. <xref ref-type="fig" rid="F4">Figure 4</xref> shows the variation of pressure drop with the number of cells. As can be seen, the pressure drop decreased gradually with the increase of the cell number. When the cell number exceeded 21.6 million, the influence on the calculation result of pressure drop could be neglected. Therefore, the mesh configuration with 21.6 million cells was selected for CHF prediction in this study. <xref ref-type="fig" rid="F5">Figure 5</xref> shows the final generated meshes of one of the regions of MG and MSMG, respectively.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Variation of pressure drop with mesh number.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Generated meshes of spacer grids region.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g005.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Boundary condition</title>
<p>Four experimental cases with significantly different working parameters were selected for the validation of the CFD analysis. Their working conditions are presented in <xref ref-type="table" rid="T2">Table 2</xref>, where <italic>p</italic>, <italic>G</italic>, and <italic>T</italic>
<sub>
<italic>sub</italic>
</sub> represent pressure, mass flux, and inlet subcooling, respectively.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Conditions of the four experimental cases.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Case</th>
<th align="center">
<italic>p</italic> (MPa)</th>
<th align="center">
<italic>G</italic> (kg/m<sup>2</sup>s)</th>
<th align="center">
<italic>T</italic>
<sub>
<italic>sub</italic>
</sub> (K)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">C1</td>
<td align="center">14.5</td>
<td align="center">2,730</td>
<td align="center">29.45</td>
</tr>
<tr>
<td align="center">C2</td>
<td align="center">10.7</td>
<td align="center">4,000</td>
<td align="center">50.01</td>
</tr>
<tr>
<td align="center">C3</td>
<td align="center">16.6</td>
<td align="center">2,710</td>
<td align="center">69.35</td>
</tr>
<tr>
<td align="center">C4</td>
<td align="center">12.6</td>
<td align="center">3,450</td>
<td align="center">54.43</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, fuel rods in the rod bundle were divided into two types: the sixteen fuel rods on the periphery were low-power rods, also known as cold rods, while the other eight fuel rods were high-power rods, also known as hot rods. The power ratio between a hot rod and a cold rod was 1.28. Having the heat flux shape identical to the experiment, the power distribution of fuel rods followed a cosine distribution in the axial direction. In addition, the guide thimble had no heat flux boundary and was set to adiabatic condition in CFD calculation. The heat flux distribution for all fuel rods was defined through the user-defined field function in STAR-CCM&#x2b;.</p>
<p>The axial heat flux distribution applied to the inner surface of the cladding of cold rods was as follow:<disp-formula id="equ15">
<mml:math id="m70">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf56">
<mml:math id="m71">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the axial elevation and <inline-formula id="inf57">
<mml:math id="m72">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is a normalized fitted cosine distribution function. <inline-formula id="inf58">
<mml:math id="m73">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is named reference heat flux, which was progressively increased in CFD calculation.</p>
<p>The axial heat flux distribution applied to the inner surface of the cladding of hot rods was as follow:<disp-formula id="equ16">
<mml:math id="m74">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1.28</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>To calculate the total heating power, the axial heat flux distributions of all cold rods and hot rods were integrated and summed together as follow:<disp-formula id="equ17">
<mml:math id="m75">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>16</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#x222b;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>8</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#x222b;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>16</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>8</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>1.28</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf59">
<mml:math id="m76">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the cladding inner diameter.</p>
<p>Then the average heat flux could be derived by dividing the total heating power by the total heating area as follow:<disp-formula id="equ18">
<mml:math id="m77">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>16</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>&#x3c0;</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf60">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mi>D</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> is the cladding outer diameter and <inline-formula id="inf61">
<mml:math id="m79">
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the heating length.</p>
<p>In the CFD analysis, a method similar to that in the experiment was adopted. The reference heat flux <inline-formula id="inf62">
<mml:math id="m80">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> was set to a specific value and a steady calculation was carried out. Then important parameters, such as the wall superheat and the maximum volume fraction of vapor, were monitored. When the monitored parameters were stable and the calculation was convergent, the reference heat flux was increased to the next level and the next steady calculation was carried out. Such a process was repeated until the determination of the CHF. Between two steady calculations, the reference heat flux was increased in steps of 100&#xa0;kW/m<sup>2</sup>.</p>
</sec>
<sec id="s3-3">
<title>3.3 Criterion of DNB occurrence</title>
<p>In the studies of CHF prediction using CFD, different methods have been used to determine whether DNB occurred. A common method is estimating the maximum void fraction of heating wall. DNB is considered to have occurred when the void fraction exceeds the critical value. However, for different researchers, the critical void fraction may take different values, such as 0.74 proposed by <xref ref-type="bibr" rid="B17">Podowski and Podowski (2009)</xref>, 0.8 proposed by <xref ref-type="bibr" rid="B25">Vyskocil and Macek (2010b)</xref> and 0.82 proposed by <xref ref-type="bibr" rid="B26">Weisman and Pei (1983)</xref>. Another common method is based on the wall temperature excursion. When a large temperature increase is monitored, the corresponding heat flux is considered as CHF (<xref ref-type="bibr" rid="B28">Yan et al., 2013</xref>; <xref ref-type="bibr" rid="B10">Karoutas et al., 2015</xref>). Considering that temperature excursions in numerical simulations could occur at low-mesh-quality cells due to numerical variations, <xref ref-type="bibr" rid="B27">Xu et al. (2019)</xref> proposed a new method by defining a variable called DNB indicator which was related to multiple thermal parameters. DNB occurred when the DNB indicator was larger than the indicator threshold, that need to be determined empirically with experimental cases. The studies of <xref ref-type="bibr" rid="B14">Li et al. (2018)</xref> and <xref ref-type="bibr" rid="B15">Liu et al. (2021)</xref> reported that the transition of the boiling curve could be used as an effective criterion of DNB occurrence. When plotting the curve of the wall superheat against the heat flux, in the subcooled boiling area, the wall superheat increases linearly with the increasing heat flux. As the heat flux continues to increase and reaches a certain value, a turn in the boiling curve can be noticed. This is because when the CHF is reached, the wall temperature will increase rapidly with the increasing heat flux, resulting in a rapid decrease in the slope of the boiling curve. In this study, the final method was adopted to determine the CHF values of the experimental cases.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Results and discussion</title>
<sec id="s4-1">
<title>4.1 Calculation results and CHF prediction</title>
<p>The velocity distribution of liquid in the region between the inlet section (<inline-formula id="inf63">
<mml:math id="m81">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mtext>&#x2002;</mml:mtext>
<mml:mi mathvariant="normal">m</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) and the beginning of heating length (<inline-formula id="inf64">
<mml:math id="m82">
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.3</mml:mn>
<mml:mtext>&#x2002;</mml:mtext>
<mml:mi mathvariant="normal">m</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) was assessed to verify the validity of the additional 0.3&#xa0;m extension. Taking case C1 as an example, the contours of the velocity of liquid at different sections are shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. As can be seen, the liquid velocity distribution of the beginning of heating length had a high similarity with the section at 0.2&#xa0;m elevation, which indicated that the fluid was fully developed.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Contours of the velocity of liquid at different sections.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g006.tif"/>
</fig>
<p>A series of steady-state CFD calculations were conducted for each of the four experimental cases. Based on the calculation results, the curves of the wall superheat against the reference heat flux <inline-formula id="inf65">
<mml:math id="m83">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> of the experimental cases were plotted, as illustrated in <xref ref-type="fig" rid="F7">Figure 7</xref>. As can be seen, for each case, the points of the boiling curve were initially located nearly in a straight line. Then the boiling curve turned when the wall superheat increased to a higher level. The transition of the boiling curve was taken as an indication of the occurrence of DNB, and the first point after the transition was considered the predicted CHF point. Therefore, the predicted values of the reference heat flux corresponding to the CHF points for cases C1 to C4 are 1,200&#xa0;kW/m<sup>2</sup>, 1700&#xa0;kW/m<sup>2</sup>, 1,600&#xa0;kW/m<sup>2</sup> and 1900&#xa0;kW/m<sup>2</sup>, respectively.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Calculated boiling curve for cases C1 to C4.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g007.tif"/>
</fig>
<p>For each case, based on the reference heat flux corresponding to the predicted CHF point, the corresponding average heat flux was derived, which represented the predicted CHF value. Predicted CHF values of all calculated cases were compared to the experimental CHF values, as shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. As can be seen, the predicted results agreed well with experimental ones. Deviations between the predicted and the experimental CHF values for the four cases were within 15%.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Predicted CHF vs. experimental CHF.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g008.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Effect of mixing vanes</title>
<p>It is well known that the enhancement of the CHF by mixing vanes is attributed to the generation of swirl and cross flows and the increase in the turbulent intensity. Taking the CHF point of case C1 as an example (when reference heat flux <inline-formula id="inf66">
<mml:math id="m84">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> was set to 1,200&#xa0;kW/m<sup>2</sup>), the influence of the mixing vanes was illustrated. Four observation sections, naming Section A to Section D, were defined as shown in <xref ref-type="fig" rid="F9">Figure 9</xref>, which were located in the upstream and downstream areas of the 7<sup>th</sup> and 8<sup>th</sup> spacer grids, respectively. The contours of secondary flow distribution (<inline-formula id="inf67">
<mml:math id="m85">
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula>) in these sections were shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. As can be seen, the maximum secondary flow velocity in the cross-section at the inlet of the 7<sup>th</sup> spacer grid was 0.70&#xa0;m/s. When the fluid passed through the 7<sup>th</sup> spacer grid, due to the effect of the mixing vanes, the secondary flow velocity at Section B increased significantly to 2.23&#xa0;m/s. From the downstream area of the 7<sup>th</sup> spacer grid to the upstream area of the 8<sup>th</sup> spacer grid, the secondary flow velocity decreased to 0.77&#xa0;m/s because the grid effect started disappearing. After flowing through the 8<sup>th</sup> spacer grid, the secondary flow velocity at Section D increased again and reached 2.39&#xa0;m/s. The presence of mixing vanes enhanced the lateral flow within the channel and in general, the location of CHF was most likely to be in the upstream area of the spacer grid.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Schematic of cross sections.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Contours of secondary flow velocity distribution.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g010.tif"/>
</fig>
<p>Calculation results of case C1 were used as an example to verify the accuracy of the predicted CHF locations. The temperature values of all cells of hot rod surfaces along with the vertical location were extracted and plotted. <xref ref-type="fig" rid="F11">Figure 11</xref> shows the extracted temperature distribution of hot rod surfaces with the reference heat flux setting to 1,100&#xa0;kW/m<sup>2</sup>, which was the working condition before the CHF was reached. Each point in <xref ref-type="fig" rid="F11">Figure 11</xref> represented the value of one cell on the surface of the hot rods. The positions of all spacer grids were indicated in the figure. Data in different spans were shown in different colors for suitable distinguishment. It can be seen that due to the cosine shape axial power profile, the highest temperature did not occur at the outlet of the rod bundle channel, but in the region close to the axial power peak. It can also be noticed that after flowing through a spacer grid, the temperature would drop slightly.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Temperature distribution of hot rod surfaces (<inline-formula id="inf68">
<mml:math id="m86">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1,100&#xa0;kW/m<sup>2</sup>).</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g011.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F12">Figure 12</xref> shows the temperature of hot rod surfaces with the reference heat flux setting to 1,200&#xa0;kW/m<sup>2</sup>, where the CHF was reached. The shape of the temperature distribution was similar to that in <xref ref-type="fig" rid="F11">Figure 11</xref>. However, a large temperature increase was observed in the upstream area of the 8<sup>th</sup> spacer grid, indicating that the predicted CHF occurred at this location. Besides, temperature excursion could also be observed in the upstream area of the final spacer grid and in the end region of the rod bundle channel, but to a lesser extent, which indicated the possible location of the next CHF.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Temperature distribution of hot rod surfaces (<inline-formula id="inf69">
<mml:math id="m87">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>&#x2033;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 1,200&#xa0;kW/m<sup>2</sup>).</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g012.tif"/>
</fig>
<p>To visually assess the thermal-hydraulic parameter distributions around the CHF location, the contours of the temperature and the vapor volume fraction on the surface of the rod with the highest temperature in the channel close to the 8<sup>th</sup> spacer grid were shown in <xref ref-type="fig" rid="F13">Figures 13</xref>, <xref ref-type="fig" rid="F14">14</xref>, respectively. As can be seen, at the CHF location, the temperature was the highest and the vapor volume fraction was the larger. The larger vapor volume fraction was 0.9947.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Contour of temperature around the CHF location.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g013.tif"/>
</fig>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Contour of vapor volume fraction around the CHF location.</p>
</caption>
<graphic xlink:href="fenrg-12-1366902-g014.tif"/>
</fig>
<p>The comparison between CFD simulation results and experimental data was summarized in <xref ref-type="table" rid="T3">Table 3</xref>. The deviation between predicted CHF values and experimental CHF values of the four cases was within 15%. All the predicted CHF locations were in the upstream area of a spacer grid, which was consistent with the experiment. The deviation of predicted and experimental CHF locations was within one grid-to-grid span length.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Comparison between CFD and experiment.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Case</th>
<th align="center">Predicted CHF value (kW/m<sup>2</sup>)</th>
<th align="center">Experimental CHF value (kW/m<sup>2</sup>)</th>
<th align="center">Relative error of CHF value</th>
<th align="center">Predicted CHF location</th>
<th align="center">Experimental CHF location</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">C1</td>
<td align="center">1,154</td>
<td align="center">1,162</td>
<td align="center">&#x2212;0.64%</td>
<td align="center">Upstream of grid 8</td>
<td align="center">Upstream of grid 7</td>
</tr>
<tr>
<td align="center">C2</td>
<td align="center">1,636</td>
<td align="center">1874</td>
<td align="center">&#x2212;12.72%</td>
<td align="center">Upstream of grid 8</td>
<td align="center">Upstream of grid 7</td>
</tr>
<tr>
<td align="center">C3</td>
<td align="center">1,539</td>
<td align="center">1,498</td>
<td align="center">2.76%</td>
<td align="center">Upstream of grid 8</td>
<td align="center">Upstream of grid 8</td>
</tr>
<tr>
<td align="center">C4</td>
<td align="center">1828</td>
<td align="center">1700</td>
<td align="center">7.53%</td>
<td align="center">Upstream of grid 8</td>
<td align="center">Upstream of grid 8</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Based on the Eulerian two-fluid model and the extended RPI wall boiling model, the DNB phenomenon in a 5 &#xd7; 5 PWR rod bundle channel combined with several spacer grids was investigated with different non-uniform heating conditions. The following conclusions were achieved from the results.<list list-type="simple">
<list-item>
<p>(1) The CFD model combination utilized in this paper was capable to simulate the DNB phenomenon in a complex rod bundle channel with spacer grids and was capable to predict the CHF values accurately. The deviation between predicted and experimental CHF values was within 15%.</p>
</list-item>
<list-item>
<p>(2) Spacer grids and mixing vanes had a significant influence on the flow and the temperature field. The secondary flow caused by mixing vanes could decrease the possibility of DNB and enhance the CHF.</p>
</list-item>
<list-item>
<p>(3) By analyzing the temperature distribution of rod surfaces, the possible CHF location could be effectively predicted. Both the predicted and experimental CHF locations were in the upstream area of a spacer grid. The deviation was within one grid-to-grid span length.</p>
</list-item>
<list-item>
<p>(4) The CFD scheme and prediction method proposed by this study showed good potential in predicting CHF value and CHF location in complex structures and under different working conditions. Further verification with more experimental cases should be performed. Besides, it is necessary to verify the effectiveness of the proposed CFD scheme and prediction method for different fuel types.</p>
</list-item>
<list-item>
<p>(5) The complexity of spacer grids leads to significant computational cost of the simulation. It is possible that a certain degree of geometric simplification for spacer grids located upstream and far from the CHF location will not affect the prediction results. More research should be performed.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" 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 sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>LK: Conceptualization, Methodology, Writing&#x2013;original draft. ZX: Data curation, Writing&#x2013;review and editing. MS: Formal Analysis, Writing&#x2013;review and editing. JD: Methodology, Writing&#x2013;review and editing. MY: Project administration, Writing&#x2013;review and editing. HY: Writing&#x2013;review and editing. ZY: Validation, Writing&#x2013;review and editing. CJ: Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by Department of Science and Technology of Guangdong Province (grant number 2017B020242001).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors LK, ZX, MS, JD, MY, HY, ZY, and CJ were employed by China Nuclear Power Technology Research Institute Co., Ltd.</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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