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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">872452</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2022.872452</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>Development, Validation, and Application of the Turbulent Combustion Model for 3D CFD Code CYCAS</article-title>
<alt-title alt-title-type="left-running-head">Yabing et al.</alt-title>
<alt-title alt-title-type="right-running-head">Combustion Model for CYCAS Code</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yabing</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1499431/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Peng</surname>
<given-names>Chen</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/1510915/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chubin</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Meilan</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>China Nuclear Power Research Institute</institution>, <institution>Shenzhen Science and Technology Building</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Physics and Optoelectronic Engineering</institution>, <institution>Shenzhen University</institution>, <addr-line>Shenzen</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/910220/overview">Yapei Zhang</ext-link>, Xi&#x2019;an Jiaotong 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/1673172/overview">Han Z</ext-link>, Tsinghua University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1680224/overview">Sanjeev Gupta</ext-link>, Becker Technologies, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Chen Peng, <email>chpeng@cgnpc.com.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Nuclear Energy, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>872452</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Yabing, Peng, Chubin and Meilan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yabing, Peng, Chubin and Meilan</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 CYCAS code is a 3D CFD code developed independently by the China Nuclear Power Research Institute, aiming at hydrogen safety analysis in containments. In order to equip the CYCAS code with the capability of combustion analysis, a combustion model is screened and developed, and validated with two cases from International Standard Problems. Then a combustion analysis is conducted with a containment to demonstrate the capability of CYCAS to evaluate the pressure and thermal load of combustion. Firstly, the mature and widely-used combustion model, i.e., the Burning Velocity Model (BVM) with Zimont correlation is developed for the CYCAS code in this study. Thereafter, the lamiar flame speed correlation for CYCAS is screened based on the containment atmospheric condition during the accidents. Then, two cases from the THAI facility are calculated to validate the model. The results show that the combustion model in CYCAS manages to have reasonable prediction on the slow deflagration for the gas mixture both with and without steam. Finally, a containment combustion analysis is conducted with the initial hydrogen distribution calculated from a postulated accident. The analysis shows that the CYCAS manages to calculate the pressure and thermal load of the combustion to evaluate the influence of the combustion on the containment integrity and equipment survivability.</p>
</abstract>
<kwd-group>
<kwd>turbulent combustion</kwd>
<kwd>hydrogen risk</kwd>
<kwd>containment safety</kwd>
<kwd>slow deflagration</kwd>
<kwd>CFD</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Hydrogen is generated by coolant-cladding interaction during severe accident of nuclear reactors, then it is released to the containment through breaks or valves leading to the flammable gas mixture in containments that may challenge the containment integrity (<xref ref-type="bibr" rid="B15">NEA, 2014</xref>). Hence, the combustion analysis should be conducted to demonstrate that the containment integrity is maintained during sever accidents for the containment safety analysis (<xref ref-type="bibr" rid="B3">Dimmelmeier et al., 2012</xref>). In the early safety analysis, the combustion analysis of the containment was conducted by one-dimensional lumped parameter codes, whose limitations were gradually recognized with the deepening of the research. Combustion analysis in the containment with the CFD method was gradually applied to the safety analysis for different nuclear power plants (<xref ref-type="bibr" rid="B3">Dimmelmeier et al., 2012</xref>; <xref ref-type="bibr" rid="B21">Xiao et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Kang et al., 2020</xref>; <xref ref-type="bibr" rid="B23">Zhao et al., 2022</xref>).</p>
<p>The CYCAS code is a three-dimensional (3D) CFD code developed independently by the China Nuclear Power Research Institute (<xref ref-type="bibr" rid="B2">Chen et al., 2016</xref>). The main objective of this code is to conduct analysis related to the hydrogen safety issues of the containment, namely, release, dispersion, and mitigation. While the combustion model is not included in the previous version of the CYCAS model, in order to equip the CYCAS code with the ability of combustion analysis, the combustion model is screened and developed for the CYCAS code in this study. The combustion model is screened based on the typical combustion regime and the typical atmospheric conditions in the containment during an accident. <xref ref-type="bibr" rid="B5">Goulier et al. (2016)</xref> has identified the combustion regime for the typical pressurized water reactor (PWR) as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The typical atmospheric condition in the containment during an accident includes the following characteristics:<list list-type="simple">
<list-item>
<p>(1) There is a large amount of steam due to the loss of coolant at high pressure and temperature;</p>
</list-item>
<list-item>
<p>(2) the gas mixture is heated and pressurized by several bars due to the previous reason; and</p>
</list-item>
<list-item>
<p>(3) lean hydrogen: the global hydrogen concentration in the containment should not exceed 10 vol% for large dry containment for PWRs according to the safety regulations.</p>
</list-item>
</list>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Combustion regime for typical PWRs (light gray).</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g001.tif"/>
</fig>
<p>Hydrogen combustion in the containment has drawn the attention of researchers and scholars in the world for decades, especially after the hydrogen explosion in the Fukushima accident in 2011. Experimental and numerical research has been conducted extensively focusing on different combustion regimes, namely, deflagration (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>; <xref ref-type="bibr" rid="B22">Yuen et al., 2022</xref>), flame acceleration (<xref ref-type="bibr" rid="B19">Studer et al., 2013</xref>), and detonation (<xref ref-type="bibr" rid="B11">Kuznetsov et al., 2015</xref>), for the last decades. The research of International Standard Problem 49 (ISP-49) on the hydrogen combustion project has conducted validations for many codes and models for hydrogen combustion both openly and blindly and shows that the combustion models with the burning velocity model (BVM) demonstrate reasonable performance (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>). <xref ref-type="bibr" rid="B18">Sathiah et al. (2012)</xref> developed a BVM with Zimont correlation and validated it using several experiments with the frame of commercial code Ansys Fluent and achieved reasonable predictions. Furthermore, the validation diagram for the BVM with Zimont correlation (<xref ref-type="bibr" rid="B24">Zimont, 2000a</xref>) can envelop the typical combustion regime shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Therefore, the BVM with Zimont correlation, which is a mature and widely used combustion model, is adopted in CYCAS code for the safety analysis of containment.</p>
<p>Laminar flame speed is required in the basic formation of the Zimont correlation, which is calculated with the empirical correlations associated with atmospheric parameters, such as the stoichiometric ratio, steam concentration, temperature, and pressure. Many codes (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>) for nuclear safety analysis use the Koroll correlation (<xref ref-type="bibr" rid="B12">Liu and Macfarlane, 1983</xref>) and Liu correlation (<xref ref-type="bibr" rid="B9">Koroll et al., 1993</xref>). However, the lower validation limits of the hydrogen concentration for these two correlation equations are 9 vol% (<xref ref-type="bibr" rid="B12">Liu and Macfarlane, 1983</xref>) and 18 vol% (<xref ref-type="bibr" rid="B9">Koroll et al., 1993</xref>), respectively. This means that these two correlation equations will have large uncertainties for the lean hydrogen combustion calculations in the range of hydrogen concentrations concerned with the containment safety analysis. In a more recent research, <xref ref-type="bibr" rid="B20">Szab&#xf3; et al. (2012)</xref> presented a group of data from the INSFLA code which are validated for a stoichiometric ratio lower than 0.1252, equivalent to 4.96 vol% H<sub>2</sub> for dry air. In another study, <xref ref-type="bibr" rid="B7">Hu et al. (2009)</xref> conducted an empirical correlation for laminar flame speed at different formations through experimental studies. The lamiar speed correlation for CYCAS is screened based on the range of the containment atmosphere during accidents.</p>
<p>In this study, the BVM with Zimont correlation is developed for the CYCAS code and is validated with two experimental tests from the ISP report. Then a containment combustion analysis is conducted with the initial hydrogen distribution calculated from a postulated accident. Both pressure and thermal load of the combustion is calculated to evaluate the influence on the containment integrity and equipment survivability. This study is conducted as follows: <xref ref-type="sec" rid="s2">Section 2</xref> introduces the CYCAS code briefly; <xref ref-type="sec" rid="s3">Section 3</xref> gives the combustion model and its validation; in <xref ref-type="sec" rid="s4">Section 4</xref>, the combustion analysis for a containment is presented such as the modeling and combustion calculation; and the main conclusions are drawn in <xref ref-type="sec" rid="s5">Section 5</xref>.</p>
</sec>
<sec id="s2">
<title>2 CYCAS</title>
<sec id="s2-1">
<title>2.1 Transport Equations</title>
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<label>(4)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m5">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x21c0;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the fluid velocity vector, V is the discretized fluid control volume, <inline-formula id="inf2">
<mml:math id="m6">
<mml:mi>I</mml:mi>
</mml:math>
</inline-formula> is the internal energy, and <inline-formula id="inf3">
<mml:math id="m7">
<mml:mi>p</mml:mi>
</mml:math>
</inline-formula>, <inline-formula id="inf4">
<mml:math id="m8">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x21c0;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf5">
<mml:math id="m9">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>g</mml:mi>
<mml:mo>&#x21c0;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> are the fluid pressure, viscous stress tensor, and gravity acceleration, respectively. <inline-formula id="inf6">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf7">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf8">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>I</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the external source terms for each equation caused by phase change, chemical reaction, and so on.</p>
<p>The secondary order accuracy discrete scheme, i.e., van Leer MUSCL algorithm is adopted. The all-speed implicit method, i.e., Implicit Continuous Eulerian&#x2013;Arbitrary Lagrangian Eulerian (<xref ref-type="bibr" rid="B6">Hirt et al., 1997</xref>), is adopted to solve the transport equations. The detailed information on the transport equations of CYCAS can be found in <xref ref-type="bibr" rid="B2">Chen et al. (2016)</xref>.</p>
</sec>
<sec id="s2-2">
<title>2.2 Physical Models</title>
<sec id="s2-2-1">
<title>2.2.1 Convective Heat Transfer Model</title>
<p>The convective heat transfer model in CYCAS is the Reynold analogy extended by Colburn for a wider application range of the <italic>Pr</italic> number, and the heat transfer coefficient of convection is given in <xref ref-type="disp-formula" rid="e5">Eq. 5</xref>:<disp-formula id="e5">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>u</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>u</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mrow>
<mml:mi>Pr</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>2</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <inline-formula id="inf12">
<mml:math id="m17">
<mml:mi>&#x3c1;</mml:mi>
</mml:math>
</inline-formula> is the fluid density; <inline-formula id="inf13">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the specific heat of the fluid; <inline-formula id="inf14">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the wall shear velocity <inline-formula id="inf15">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf16">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is wall shear stress; <inline-formula id="inf17">
<mml:math id="m22">
<mml:mrow>
<mml:msup>
<mml:mi>u</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the dimensionless velocity, <inline-formula id="inf18">
<mml:math id="m23">
<mml:mrow>
<mml:msup>
<mml:mi>u</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>; and <inline-formula id="inf19">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the cell-center fluid velocity. <inline-formula id="inf20">
<mml:math id="m25">
<mml:mrow>
<mml:msup>
<mml:mi>u</mml:mi>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is calculated with a velocity profile of the boundary layer based on the boundary layer theory (<xref ref-type="bibr" rid="B4">Ghiaasiaan, 2011</xref>).</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Passive Automatic Recombination Model</title>
<p>The Passive Automatic Recombination (PAR) is equated in the containment to mitigate the hydrogen risk during a severe accident. The calculation of the recombination rate and chemical heat is modeled in CYCAS with the empirical correlation of the Siemens model (<xref ref-type="bibr" rid="B10">Kotouc, 2011</xref>) (<xref ref-type="disp-formula" rid="e6">Eq. 6</xref>). Please note that the PAR is neglected during combustion because the hydrogen-consuming rate for the combustion is far greater than for the PAR.<disp-formula id="e6">
<mml:math id="m26">
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mo>&#x2192;</mml:mo>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mover>
</mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">Q</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">h</mml:mi>
<mml:mi mathvariant="normal">e</mml:mi>
<mml:mi mathvariant="normal">m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mi>P</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>tanh</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>min</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mn>8</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mi>c</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<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:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>1.2</mml:mn>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>0.6</mml:mn>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2265;</mml:mo>
<mml:mn>1.2</mml:mn>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf21">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the hydrogen recombination rate; <inline-formula id="inf22">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf23">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the mole fractions of hydrogen and oxygen, respectively; <inline-formula id="inf24">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf25">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are empirical constants related to the type of PAR.</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Code Validation</title>
<p>The models for the phenomenon that are relevant to hydrogen safety in the containment are validated with both domestic and international projects, namely the turbulence, convection, and condensation model, as listed in <xref ref-type="table" rid="T1">Table 1</xref>. Two validation cases, the HyJet test on the BMC facility and the ISP-23 test on the HDR facility are presented in <xref ref-type="bibr" rid="B2">Chen et al. (2016)</xref>. The other tests are included in the internal reports. <xref ref-type="fig" rid="F2">Figure 2</xref> gives the geometry models and comparison between the experimental data of the three cases, i.e., OECD SETH Test 9, PANDA HYMERES, and H2PAR, the experimental details of which can be found in <xref ref-type="bibr" rid="B1">Auban et al. (2007)</xref>, <xref ref-type="bibr" rid="B13">Mimouni et al. (2011)</xref>, and <xref ref-type="bibr" rid="B16">Paladino et al. (2014)</xref>, respectively.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Validation table for CYCAS.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Phenomenon</th>
<th align="center">Validation tests</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Turbulent mixing, buoyancy plume</td>
<td align="left">OECD SETH Test 9 (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>), Test 9bis, ISP-23</td>
</tr>
<tr>
<td align="left">Turbulent mixing, momentum plume</td>
<td align="left">PANDA OECD/SETH Test 4, Test 4bis, Test 5, Test 7, Test 25, HyJet</td>
</tr>
<tr>
<td align="left">Convective heat transfer, condensation, non-condensable gas</td>
<td align="left">THAI Th-13</td>
</tr>
<tr>
<td align="left"/>
<td align="left">COPAIN</td>
</tr>
<tr>
<td align="left">Containment spray</td>
<td align="left">TOSQAN 101</td>
</tr>
<tr>
<td align="left">Turbulent mixing</td>
<td align="left">PANDA HYMERES (<xref ref-type="fig" rid="F2">Figures 2C,D</xref>)</td>
</tr>
<tr>
<td align="left">PAR mitigation</td>
<td align="left">H2PAR(<xref ref-type="fig" rid="F2">Figures 2E,F</xref>), Tests E2bis, Test E19</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Validation cases of CYCAS. <bold>(A)</bold> PANDA OECD/SETH Test 14 (<xref ref-type="bibr" rid="B1">Auban et al., 2007</xref>) modeling. <bold>(B)</bold> PANDA OECD/SETH Test result. <bold>(C)</bold> PANDA HYMERES (<xref ref-type="bibr" rid="B16">Paladino et al., 2014</xref>) modeling. <bold>(D)</bold> PANDA HYMERES Test result. <bold>(E)</bold> HYPAR (<xref ref-type="bibr" rid="B13">Mimouni et al., 2011</xref>) -modeling. <bold>(F)</bold> HYPAR Test result.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>3 Combustion Model and Validation</title>
<sec id="s3-1">
<title>3.1 Burning Velocity Model</title>
<p>The BVM describes the development of the flame with the combustion process variable <inline-formula id="inf26">
<mml:math id="m32">
<mml:mi>&#x3be;</mml:mi>
</mml:math>
</inline-formula> by solving the transportation equation for <inline-formula id="inf27">
<mml:math id="m33">
<mml:mi>&#x3be;</mml:mi>
</mml:math>
</inline-formula>, as shown in <xref ref-type="disp-formula" rid="e7">Eq. 7</xref>. The second-order accuracy scheme is adopted in the spatial domain, while the first order in the time domain. The combustion source term <inline-formula id="inf28">
<mml:math id="m34">
<mml:mrow>
<mml:msup>
<mml:mstyle displaystyle="true">
<mml:mo>&#x222b;</mml:mo>
</mml:mstyle>
<mml:mtext>&#x200b;</mml:mtext>
</mml:msup>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3be;</mml:mi>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is described as a function of the turbulence flame speed, as shown in <xref ref-type="disp-formula" rid="e8">Eq. 8</xref>. The Zimont model is selected for the turbulence flame speed model, as given in <xref ref-type="disp-formula" rid="e9">Eq. 9</xref> (<xref ref-type="bibr" rid="B25">Zimont and Lipatnikov, 1995</xref>; <xref ref-type="bibr" rid="B26">Zimont, 2000b</xref>). The turbulence flame speed <inline-formula id="inf29">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> takes the higher value between the laminar flame speed <inline-formula id="inf30">
<mml:math id="m36">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and the Zimont correlation, which means that the flame is laminar for low turbulence intensity.<disp-formula id="e7">
<mml:math id="m37">
<mml:mrow>
<mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mstyle displaystyle="true">
<mml:mo>&#x222b;</mml:mo>
</mml:mstyle>
<mml:mtext>&#x200b;</mml:mtext>
</mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>&#x3be;</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mstyle displaystyle="true">
<mml:mi mathvariant="normal">&#x222e;</mml:mi>
</mml:mstyle>
<mml:mtext>&#x200b;</mml:mtext>
</mml:msup>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>&#x3be;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mstyle displaystyle="true">
<mml:mo>&#x222b;</mml:mo>
</mml:mstyle>
<mml:mtext>&#x200b;</mml:mtext>
</mml:msup>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3be;</mml:mi>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
<disp-formula id="e8">
<mml:math id="m38">
<mml:mrow>
<mml:msup>
<mml:mstyle displaystyle="true">
<mml:mo>&#x222b;</mml:mo>
</mml:mstyle>
<mml:mtext>&#x200b;</mml:mtext>
</mml:msup>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3be;</mml:mi>
</mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>V</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>&#x3be;</mml:mi>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
<disp-formula id="e9">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.52</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>u</mml:mi>
<mml:mo>&#x27;</mml:mo>
<mml:mi>D</mml:mi>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>0.25</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>where <inline-formula id="inf31">
<mml:math id="m40">
<mml:mi>&#x3be;</mml:mi>
</mml:math>
</inline-formula> is the combustion process variable: <inline-formula id="inf32">
<mml:math id="m41">
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, indicating the unburnt gas mixture and <inline-formula id="inf33">
<mml:math id="m42">
<mml:mrow>
<mml:mi>&#x3be;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, indicating the completely burnt gas. <inline-formula id="inf34">
<mml:math id="m43">
<mml:mi>&#x3bc;</mml:mi>
</mml:math>
</inline-formula> is the viscosity and <inline-formula id="inf35">
<mml:math id="m44">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Schmidt number; the subscript <inline-formula id="inf36">
<mml:math id="m45">
<mml:mi>t</mml:mi>
</mml:math>
</inline-formula> indicates the turbulence value. <inline-formula id="inf37">
<mml:math id="m46">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the density for the unburnt gas mixture and <inline-formula id="inf38">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the turbulence flame speed. Da is the Damk&#xf6;hler number, of which the definition equation is shown in <xref ref-type="disp-formula" rid="e10">Eq. 10</xref>.<disp-formula id="e10">
<mml:math id="m48">
<mml:mrow>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">l</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">u</mml:mi>
<mml:mo>&#x27;</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">l</mml:mi>
<mml:mi mathvariant="normal">f</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi mathvariant="normal">l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>where <inline-formula id="inf39">
<mml:math id="m49">
<mml:mi mathvariant="normal">l</mml:mi>
</mml:math>
</inline-formula> is the integral turbulence length, <inline-formula id="inf40">
<mml:math id="m50">
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>&#x27;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is the fluctuation velocity, <inline-formula id="inf41">
<mml:math id="m51">
<mml:mrow>
<mml:msub>
<mml:mi>l</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the flame thickness, and <inline-formula id="inf42">
<mml:math id="m52">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the laminar flame speed, with the formation as shown in <xref ref-type="disp-formula" rid="e11">Eq. 11</xref>.<disp-formula id="e11">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mn>2</mml:mn>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<p>The terms of <inline-formula id="inf43">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>300</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is taken from <xref ref-type="bibr" rid="B20">Szab&#xf3; et al. (2012)</xref>, the terms <inline-formula id="inf44">
<mml:math id="m55">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf45">
<mml:math id="m56">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mn>2</mml:mn>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> are from <xref ref-type="bibr" rid="B9">Koroll et al. (1993)</xref>, and the term of <inline-formula id="inf46">
<mml:math id="m57">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is from <xref ref-type="bibr" rid="B7">Hu et al. (2009)</xref>. By doing so, the validation range of <xref ref-type="disp-formula" rid="e11">Eq. 11</xref> can envelop the atmospheric condition during the accident conditions, as listed below:<list list-type="simple">
<list-item>
<p>Stoichiometric ratio <inline-formula id="inf47">
<mml:math id="m58">
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mn>0.1252</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>6.5</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>;</p>
</list-item>
<list-item>
<p>Temperature [300&#xa0;K, 523&#xa0;K];</p>
</list-item>
<list-item>
<p>Steam concentration [0, steam inerting); and</p>
</list-item>
<list-item>
<p>Pressure (0.1&#x223c;8&#xa0;MPa).</p>
</list-item>
</list>
</p>
<p>The spark ignition is modeled as an external source term to the transport equation of <inline-formula id="inf48">
<mml:math id="m59">
<mml:mi>&#x3be;</mml:mi>
</mml:math>
</inline-formula>, as shown below (<xref ref-type="bibr" rid="B25">Zimont and Lipatnikov, 1995</xref>). The source term indicates that the gas mixture in the ignition cell is ignited by a pulse of spark. Moreover, the quasi-laminar flame is assumed during the ignition stage according to <xref ref-type="bibr" rid="B25">Zimont and Lipatnikov (1995)</xref>.<disp-formula id="e12">
<mml:math id="m60">
<mml:mrow>
<mml:mfrac>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi mathvariant="normal">t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mi mathvariant="normal">&#x3be;</mml:mi>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:mi mathvariant="normal">V</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">u</mml:mi>
<mml:mi mathvariant="normal">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">W</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">i</mml:mi>
<mml:mi mathvariant="normal">g</mml:mi>
<mml:mi mathvariant="normal">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">u</mml:mi>
<mml:mi mathvariant="normal">n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="normal">exp</mml:mi>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c3;</mml:mi>
<mml:mi mathvariant="normal">t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>}</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">&#x3be;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <inline-formula id="inf49">
<mml:math id="m61">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the time duration of one spark ignition, <inline-formula id="inf50">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c3;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>5</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
<sec id="s3-2">
<title>3.2 ISP-49 THAI HD-12 and HD-22</title>
<p>The geometry model of the THAI facility is built in cylindrical coordination, with the computational region radius of 1.6&#xa0;m and height of 9.2&#xa0;m, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The structure is modeled with four layers with different materials for each layer according to <xref ref-type="bibr" rid="B14">NEA (2011)</xref>. The models of convective, condensation, and radiation heat transfers are calculated for the heat loss on the structure surface. Two cases from the THAI facility (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>) are calculated, one is the HD-12 test without steam, and the other is the HD-22 test with steam.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>THAI facility and modeling.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g003.tif"/>
</fig>
<p>The initial conditions are listed as follows (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>):<list list-type="simple">
<list-item>
<p>HD-12: atmospheric pressure at 1.485 bar, gas temperature at 291&#xa0;K, hydrogen at 7.98 vol%.</p>
</list-item>
<list-item>
<p>HD-22: atmospheric pressure at 1.487 bar, gas temperature at 365&#xa0;K, hydrogen at 9.90 vol%, steam at 25.3 vol%.</p>
</list-item>
</list>
</p>
<p>The ignition is located at 0.7&#xa0;m from the bottom of the facility. The initial turbulence condition is set as <inline-formula id="inf51">
<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1.5</mml:mn>
<mml:mi>e</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:msup>
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<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
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<mml:mrow>
<mml:msup>
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<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf52">
<mml:math id="m64">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4.8</mml:mn>
<mml:mi>e</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
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</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, based on <xref ref-type="bibr" rid="B17">Sathiah et al. (2016)</xref>. Both the convective and radioactive heat transfers to the structures are considered in this calculation.</p>
<p>Firstly, a mesh sensitivity analysis is conducted with three cases with meshes of 35 &#xd7; 24 &#xd7; 292, 35 &#xd7; 24 &#xd7; 146, and 16 &#xd7; 24 &#xd7; 73 grids. The result shows that the first two cases are in accord with each other, while the third case underestimates the peak pressure when compared with the first two cases as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. Therefore, the second mesh, which is 35 &#xd7; 24 &#xd7; 146 grids in radial, peripheral, and axial directions, respectively, with a total mesh number of 122,640 is used for the next HD-22 analysis.</p>
<p>The r-z view of the temperature at 2&#xa0;s after the ignition is shown in <xref ref-type="fig" rid="F4">Figure 4</xref> The pressure and flame position are compared with the experimental data as shown in <xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>. <xref ref-type="fig" rid="F5">Figure 5</xref> shows that the peak pressure is overestimated in the CYCAS calculation. The pressure decreases at a smaller slope after the peak, indicating that the heat loss of the structure is underestimated. This could be the reason of the overestimation of the peak pressure. The combustion model in CYCAS overestimates the flame speed in both cases: it takes about 5.8&#xa0;s to reach the ceiling in the experiment, while the time duration is 4.73&#xa0;s in the CYCAS calculation for the HD-12 calculation. It takes about 3.9&#xa0;s to reach the ceiling in the experiment, while the time duration is 4.56&#xa0;s in the CYCAS calculation for the HD-22 calculation. The same overestimates also occur in the FLUENT calculation for HD-12 in the study by <xref ref-type="bibr" rid="B17">Sathiah et al. (2016)</xref>, as well as the calculation for HD-22 in <xref ref-type="bibr" rid="B14">NEA (2011)</xref>. This is mainly due to the model limitation on the flame development from the laminar flame to turbulent flame (<xref ref-type="bibr" rid="B14">NEA, 2011</xref>). Despite this limitation, the combustion model in CYCAS manages to have reasonable prediction on the slow deflagration for gas mixture, both with and without steam.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Development of the flame (800&#xa0;K iso-surface) THAI HD-12 CYCAS calculation.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Atmospheric pressure calculation vs. experiment.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Flame position calculation vs. experiment.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Slow Deflagration Analysis for Containment</title>
<p>The model is adopted for a slow deflagration analysis in a containment as engineering application. The main objective of the combustion analysis for the containment includes two parts: the pressure load evaluation from combustion for the containment integrity and the thermal load evaluation for the surrounding structures for equipment survivability. The analysis in this section focuses on these two objectives.</p>
<sec id="s4-1">
<title>4.1 Modeling</title>
<sec id="s4-1-1">
<title>4.1.1 Geometry Modeling</title>
<p>The containment of the reference reactor has an inner radius of 22.5&#xa0;m and height of 66.4&#xa0;m. The geometry model is built under cylindrical coordination, namely the major equipment and floors, ceilings, and walls for the compartments, while small objects below the grid resolution are neglected. The geometry model is divided into 26 &#xd7; 72 &#xd7; 70 in the radial, peripheral, and axial directions, respectively, with a total mesh number of 524,160. The diagram of the geometry model is shown in <xref ref-type="fig" rid="F7">Figures 7A,B</xref>. The mesh sensitivity analysis has been done to demonstrate the grid independence of this containment model.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Containment geometry modeling. <bold>(A)</bold> Inner structures. <bold>(B)</bold> Outside view.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g007.tif"/>
</fig>
</sec>
<sec id="s4-1-2">
<title>4.1.2 Initial and Boundary Condition</title>
<p>The initial condition of the gas mixture is calculated by CYCAS with the mass and energy release obtained from the lumped parameter code (given in <xref ref-type="fig" rid="F8">Figure 8</xref>). The standard k-&#x3b5; model is adopted in this analysis. For the geometry structures, the convective, condensation, and radiant heat transfers are included. PARs are included to recombine hydrogen during the hydrogen distribution calculation.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Mass and energy release of the injection. <bold>(A)</bold> Pressure and temperature. <bold>(B)</bold> Mass flow rate and fraction.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g008.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figures 9</xref>, <xref ref-type="fig" rid="F10">10</xref> gives the initial hydrogen and steam distribution at the time of ignition. The injection in the calculated postulated accident located at the top of the pressurizer, approximately 22&#xa0;m in the containment, leading to a hydrogen stratification near the elevation of the injection, is shown in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Hydrogen distribution before ignition.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Steam distribution before ignition.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g010.tif"/>
</fig>
<p>The selection of the timing and location of the ignition aims at the most punishing combustion consequence. The time point at the maximum hydrogen inventory is chosen for the combustion analysis. The combustion is assumed to be ignited by the hot exhaust gas from the PAR located at the crane (shown in <xref ref-type="fig" rid="F7">Figure 7A</xref>) for two reasons. First, it is the high hydrogen concentration at the dome of the containment, and the gas mixture is more likely to be ignited by the hot exhaust gas from the PAR. The second is that the combustion near the containment structure can result in high thermal load. The initial condition of the gas mixture is summarized as follows:<list list-type="simple">
<list-item>
<p>Atmosphere: pressure at 1.83 bar; temperature at 366.5&#xa0;K, and average H<sub>2</sub>O concentration at 38 vol%.</p>
</list-item>
<list-item>
<p>Hydrogen: H<sub>2</sub> mass at 503&#xa0;kg and average H<sub>2</sub> concentration at 10.5 vol%.</p>
</list-item>
</list>
</p>
</sec>
</sec>
<sec id="s4-2">
<title>4.2 Combustion Analysis</title>
<sec id="s4-2-1">
<title>4.2.1 Global Thermal Hydraulics of the Containment</title>
<p>The temperature distribution at different time points is given to illustrate the flame propagation, as shown in <xref ref-type="fig" rid="F11">Figure 11</xref>. The global atmospheric pressure and temperature are given in <xref ref-type="fig" rid="F12">Figure 12</xref>. The global pressure and temperature rise fast in the first 2&#xa0;s, then the growth rate decreases. This is because the flame propagates upward at the first 2&#xa0;s after being ignited, and then propagates downward with lower speed after being blocked by the containment ceiling. The combustion lasts about 24&#xa0;s with 439&#xa0;kg of H<sub>2</sub> consumed. The peak values of pressure and temperature are achieved at 21&#xa0;s after ignition, with values of 3.17 bar and 659&#xa0;K, respectively. As a comparison, the pressure and temperature of Adiabatic Isochoric Complete Combustion are 4.97 bar and 1035&#xa0;K, respectively. The peak pressure is within the range that the containment can withstand, such that the integrity of the containment will not be challenged, while the peak gas temperature is higher than the design temperature of the containment. This does not indicate the thermal load that challenges the containment integrity because the combustion duration is short and the thermal response needs time to build up. The thermal load of containment structures is presented in the following section.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Temperature distribution after ignition. <bold>(A)</bold> 4&#xa0;s, <bold>(B)</bold> 6&#xa0;s, and <bold>(C)</bold> 8&#xa0;s.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Global pressure and temperature after the ignition.</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g012.tif"/>
</fig>
<p>In this calculation, the turbulence is at a low level because hydrogen is released from breaks to the local compartment first, then disperses into the large space of the containment through junctions on the structures. There are also few complex geometries but large free volumes in the flammable gas mixtures. The combustion can be more intense if occurring at local compartments with complex geometries or with higher turbulence intensity, for instance, turbulence induced by a spray. Moreover, the spray can also condense the steam thereby increasing the hydrogen concentration, which can also lead to more intense combustion. Currently, the CYCAS code is not capable of modeling the interaction between the flame and spray droplets. Further research is needed in order to address this issue.</p>
</sec>
<sec id="s4-2-2">
<title>4.2.2 Thermal Load of the Containment Structure</title>
<p>The containment structures are modeled with two methods: the structures with thickness higher than 80&#xa0;cm are modeled as structures filling in the grids, while others are modeled as walls on the grid surface. The material and its heat transfer material data for each structure are modeled based on the actual engineering data. One thing should be pointed out: only one-dimensional heat conduction in the normal direction of the surface facing the flow field is calculated in CYCAS. This assumption is conservative for local thermal load.</p>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> gives the temperature of the structure surface in the containment, both thin walls and thick structures, to evaluate the thermal load of the combustion to structures. The structure temperature rises at the upper part of the containment where the combustion presents, while the temperature at the lower part remains low. The peak temperature of 535&#xa0;K is reached at the top of the containment dome (given in <xref ref-type="fig" rid="F13">Figure 13A</xref>), 40&#xa0;s after the ignition, which is lower than the atmospheric temperature and also lower than the containment design temperature, indicating that the containment integrity is not challenged despite the high atmospheric temperature of combustion. <xref ref-type="fig" rid="F13">Figure 13B</xref> shows a high temperature on the walls of the PARs with a peak temperature of 739&#xa0;K. Because these walls are initially heated by the chemical heat of the hydrogen recombination with temperatures around 450&#x2013;500&#xa0;K, these are then further heated by the burnt gas mixture. The equipment survivability should be evaluated with the thermal load and survivable temperature for each equipment.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Thermal load to structures. <bold>(A)</bold> Thick structure (&#x3e;80&#xa0;cm). <bold>(B)</bold> Thin structure (&#x2266;80&#xa0;cm).</p>
</caption>
<graphic xlink:href="fenrg-10-872452-g013.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusion</title>
<p>In this study, a turbulent combustion model is developed for the in-house CFD code CYCAS for the capability of hydrogen combustion analysis for the containment. The model is validated with two tests from the THAI facility, and then a containment analysis is presented to demonstrate the code capability. The following conclusions can be drawn:<list list-type="simple">
<list-item>
<p>(1) The validation with the THAI facility indicates that the combustion model in CYCAS manages to have reasonable prediction on the slow deflagration for gas mixture both with and without steam.</p>
</list-item>
<list-item>
<p>(2) The combustion analysis shows that the combustion model in CYCAS manages to calculate the pressure and thermal load of the combustion to evaluate the influence of the combustion on the containment integrity and equipment survivability.</p>
</list-item>
</list>
</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, and further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>LY: Investigation, formal analysis, and writing&#x2013;original and draft, review and editing. CP: Methodology, investigation and writing&#x2014;review and editing. LC: Contribution to code validation. CM: Conceptualization, methodology and supervision.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>Author LY, CP, CM is employed by China Nuclear Power Technology Research Institute Co. ltd. Author LC is a student of Shenzhen University.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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