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<article article-type="methods-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<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">1123714</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2023.1123714</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Methods</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>FSAR: Full neutron spectrum code for advanced reactor simulation</article-title>
<alt-title alt-title-type="left-running-head">Wang 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.2023.1123714">10.3389/fenrg.2023.1123714</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lianjie</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Bin</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Di</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Chen</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1418719/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Jiayi</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1347225/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>Science and Technology on Reactor System Design Technology Laboratory</institution>, <institution>Nuclear Power Institute of China</institution>, <addr-line>Chengdu</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/1574231/overview">Jingang Liang</ext-link>, Tsinghua 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/1349373/overview">Kun Zhuang</ext-link>, Nanjing University of Aeronautics and Astronautics, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/735969/overview">Xiang Wang</ext-link>, Harbin Engineering University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1458772/overview">Wenbin Wu</ext-link>, Sun Yat-sen University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Bin Zhang, <email>jsszwtzb@163.com</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>09</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1123714</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Zhang, Lu, Zhao and Liu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Zhang, Lu, Zhao and Liu</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 full neutron spectrum code for advanced reactor simulation named FSAR has recently been developed at Nuclear Power Institute of China in order to meet the requirements of advanced reactor with large neutron energy range. Based on the two-step calculation scheme, FSAR consists of two-dimensional lattice calculation code and core calculation code. In two-dimensional lattice calculation, the subgroup method with ultrafine energy groups was implemented in the two-dimensional resonance self-shielding by incorporating the MOC to get the accurate self-shielded cross-section. For better consideration of the strong space coupling in different geometric sizes due to different mean free path of neutrons, the super-homogenization method and the leakage model were applied. In the core calculation, the discrete-ordinate method and micro burnup calculation method were used to simulate the core neutron transport and depletion. Preliminary calculation results showed that for the problems with wide spectrum, the self-shielded cross-sections have a good agreement with the Monte Carlo solution. The results shown in this paper indicate that FSAR has good performances of the cross-section generation in full neutron spectrum problem simulation.</p>
</abstract>
<kwd-group>
<kwd>full neutron spectrum</kwd>
<kwd>advanced reactor</kwd>
<kwd>two-dimensional lattice calculation</kwd>
<kwd>self-shielded cross-section</kwd>
<kwd>core simulation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The research and development of advanced reactors has been pushed globally in recent decade (<xref ref-type="bibr" rid="B16">Wu, 2016</xref>) and promotes the development of reactor physics codes (<xref ref-type="bibr" rid="B5">Lee and Yang, 2017</xref>; <xref ref-type="bibr" rid="B19">Zhang and Yang, 2020</xref>). The neutron spectrum is complicate for some new reactors, especially for the special-use ones. In order to meet the requirements of the advanced reactors, it is necessary to develop the reactor analysis code with full neutron spectrum adapt ability.</p>
<p>At present, there are two main kinds of calculation methods for the reactor core simulation. First is the one-step calculation method (<xref ref-type="bibr" rid="B9">Rachamin and Kliem, 2017</xref>), which is used to simulate the core directly with as few approximations as possible. The other one is the two-step calculation method which is based on the homogenization techniques (<xref ref-type="bibr" rid="B18">Zhang et al., 2016</xref>). For the whole core physics simulation, the computational cost of one-step calculation with fully detailed description is too expensive using either stochastic (<xref ref-type="bibr" rid="B15">Wang et al., 2015</xref>) or deterministic method (<xref ref-type="bibr" rid="B2">Downar et al., 2016</xref>) even with the currently most advanced computing powers. So even though one-step calculation method has a lot of advantages, the dominant method for fast core simulation is the two-step scheme.</p>
<p>In the two-step scheme, deterministic procedures are currently the most widely used simulation methods. Compared to the traditional PWR codes, the fast reactor codes are easier to be extended for more complicated reactor design benefiting from their features of ultrafine group cross-sections, full core transport calculation, etc. However, there are several limits of the current fast reactor codes when they are applied in the full neutron spectrum cases. The first one is the accurate heterogeneity effect estimation in complex geometries coming with wider spectral range. The long mean free path of neutrons makes the local heterogeneity effect of typical fast reactors less important, thus the equivalent homogeneous models and one-dimensional models are accurate enough for the conventional fast reactor subassemblies (<xref ref-type="bibr" rid="B1">Allen et al., 2011</xref>). What&#x2019;s more, the highly heterogeneous design has been considered as a breakthrough in the special-use advanced reactors, such as the axially heterogeneous fuel assembly design of the sodium fast reactor prototype ASTRID CFV concept (<xref ref-type="bibr" rid="B3">Faure et al., 2018</xref>). The homogeneous models of the conventional two-step approach are no longer applicable.</p>
<p>The resonance self-shielding effect is another important element. In reactor lattice analysis, the aim of resonance self-shielding calculation is to estimate the group-averaged cross-sections for solution of the core multi-group transport equation. The accuracy of the group parameters determines the precision of the core calculation. In the fast reactor analysis code, the method proposed by T. Tone (<xref ref-type="bibr" rid="B14">Tone, 1975</xref>) is a popular method to evaluate the self-shielded cross-sections with a set of group collision probability matrixes based on the isotope-dependent background cross-sections. Due to the calculation burden of CP matrixes, Tone&#x2019;s method implemented in the one-dimensional geometry shows nearly equivalent precision for the effective multiplication factor and reaction rate calculation compared to the subgroup method (<xref ref-type="bibr" rid="B8">Mao and Zmijarevic, 2017</xref>). However, in order to meet the needs of resonance self-shielding treatment of assemblies with more complex geometries and more larger energy range, the resonance self-shielding treatment model incorporated with the two-dimensional transport calculation method should be researched for better geometric adaptability and higher efficiency.</p>
<p>In this paper, an overview of the Full neutron Spectrum code for Advanced Reactor simulation named FSAR is provided which is developed by Nuclear Power Institute of China (NPIC), China National Nuclear Corporation (CNNC). The important modules and their models contained in FSAR are introduced in <xref ref-type="sec" rid="s2">Section 2</xref>. <xref ref-type="sec" rid="s3">Section 3</xref> gives the preliminary calculation results of the problems with different spectrum. <xref ref-type="sec" rid="s4">Section 4</xref> summarizes this paper.</p>
</sec>
<sec id="s2">
<title>2 Models in FSAR code</title>
<p>The deterministic two-step calculation strategy based on the homogenization theory is utilized in FSAR to perform the reactor core neutronics analysis. Firstly, the two-dimensional lattice calculation is performed. The two-dimensional method of characteristics (<xref ref-type="bibr" rid="B11">Song et al., 2020a</xref>) solver in hexagonal geometry for neutron transport calculation and the subgroup method with ultrafine groups for self-shielding calculation are utilized. For the typical assemblies, ultrafine-group cross-sections and neutron flux will be determined and the few-group homogenized micro cross-sections will be collapsed based on the flux-volume weight method and the principle of conservation of reaction rate.</p>
<p>The second step is the core simulation, which is to simulate core neutron behaviors based on the neutron transport solvers and micro burnup calculation. The discrete-ordinate method is utilized to carry out the neutron transport calculation, and the Chebyshev rational approximation method is used to compute the exponential of the burnup matrix.</p>
<sec id="s2-1">
<title>2.1 Lattice calculation</title>
<p>In two-dimensional lattice calculation, the subgroup method with ultrafine groups was implemented in the two-dimensional resonance self-shielding by incorporating MOC to get the accurate self-shielded cross-sections. In FSAR, the number of the ultrafine energy group is 2164 and that of subgroups is determined according to the change amplitude of the cross section (maximum is three groups). For the heterogeneous system, the neutron source term is assumed to be isotropic and the steady Boltzmann transport equation shows as follows:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mo>&#x2192;</mml:mo>
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<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
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</mml:mrow>
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<mml:mo>&#x3d;</mml:mo>
<mml:mi>Q</mml:mi>
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<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
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<mml:mo>,</mml:mo>
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</mml:math>
<label>(1)</label>
</disp-formula>where <italic>Q</italic> is the neutron source. Based on the treatments of the neutron source, the subgroup method can be divided into the statistical model and the fixed source model (<xref ref-type="bibr" rid="B13">Takeda et al., 1991</xref>).</p>
<p>In the statistical model, the probability that the neutron source in group <italic>g</italic> lies in the subgroup <italic>sg</italic> is equal to the subgroup probability of <italic>sg</italic>. The corresponding subgroup transport equation is simplified as follow:<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
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<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
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<mml:msub>
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<mml:mrow>
<mml:mi>s</mml:mi>
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<mml:mi>g</mml:mi>
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<mml:mover accent="true">
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<label>(2)</label>
</disp-formula>where <italic>p</italic>
<sub>
<italic>sg,g</italic>
</sub> is the subgroup probability of <italic>sg</italic>. The neutron source term <italic>Q</italic> includes scattering source and fission source and the detail flux spectrum is required for the calculation of the scattering source and the fission source. In this way, the resonance calculation and the transport calculation are coupled together in the statistical model and completed in one time.</p>
<p>In the fixed source model, the narrow resonance approximation is implemented, the corresponding subgroup transport is simplified as below:<disp-formula id="e3">
<mml:math id="m3">
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</mml:mtd>
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</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where &#x3a3;<sub>p</sub> is the macroscopic potential cross section.</p>
<p>Compared to the statistical model, the fixed source model has better parallel performance. The subgroup flux of different subgroups in the entire energy range is coupled with each other, and can be calculated together. The self-shielding cross section is collapsed as:<disp-formula id="e4">
<mml:math id="m4">
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<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Comparing the above two models, it can be noticed that the statistical model needs iterations, while the fixed source model does not. It means that the latter requires fewer fixed source iterations. In the lattice calculation, the bondarenko iteration (<xref ref-type="bibr" rid="B12">Stamm&#x2019;ler and Abbate, 1983</xref>) is used to deal with the resonance interference effect. When one isotope is treated as a resonance isotope, the other isotopes are treated as non-resonant isotopes, and the subgroup total cross section is written as follows:<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:munder>
<mml:mstyle displaystyle="true">
<mml:mo>&#x2211;</mml:mo>
</mml:mstyle>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2260;</mml:mo>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:munder>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>r</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>The subgroup flux is then calculated by Eq. <xref ref-type="disp-formula" rid="e3">3</xref>. The new self-shielding cross section of isotope <italic>r</italic> is updated by Eq. <xref ref-type="disp-formula" rid="e4">4</xref>. The flow chart of the resonance calculation is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Resonance calculation flow chart.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g001.tif"/>
</fig>
<p>The single assembly problems with reflective boundary condition are used to determine the homogenized cross-sections of fuel material. For better consideration of the strong space coupling in different geometric sizes due to different mean free path of neutrons, the super homogenization method (<xref ref-type="bibr" rid="B18">Zhang et al., 2016</xref>) is optional to be used as the homogenization technique. For the structural materials and other non-fuel materials, the super cell or assembly models are used to determine the SPH factors and the cross-sections. The cross-sections are modified as follows:<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mi mathvariant="italic">hom</mml:mi>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mi mathvariant="italic">hom</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-2">
<title>2.2 Core simulation</title>
<p>Based on the multi-group cross-sections generated by the lattice calculation, the three-dimensional whole core calculation is carried out by the core simulator. The <italic>S</italic>
<sub>N</sub> method with triangular grid is applied as the solver of the transport equations. The three-dimensional multi-group neutron transport equation within the triangular prism grid can be written as follows, which assumes that the fission source is isotropic and scattering sources is anisotropic in the derivation.<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>m</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi>&#x3b7;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>m</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3be;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mi>z</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>m</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi mathvariant="normal">t</mml:mi>
<mml:mi>g</mml:mi>
</mml:msubsup>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>m</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>Q</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <italic>m</italic> represents a certain angular direction, <inline-formula id="inf1">
<mml:math id="m8">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3b7;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3be;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the component of the angular direction <italic>m</italic> on the coordinate axis (<italic>x</italic>, <italic>y</italic>, <italic>z</italic>), <inline-formula id="inf2">
<mml:math id="m9">
<mml:mrow>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a8;</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>m</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the angular flux of the <italic>g</italic>-th group.</p>
<p>For the reactor system without outer neutron source, the source <inline-formula id="inf3">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>Q</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> includes fission source and scattering source. The fission source is usually assumed to be isotropic, while the scattering source is anisotropic in reactor system. The assumption that the scattering source is isotropic limits the application of the triangular discrete ordinate nodal method in practical problems. The isotropic scattering source written as follows is considered in FSAR:<disp-formula id="e8">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi mathvariant="bold-italic">&#x3a9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mi>&#x221e;</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mo>&#x222b;</mml:mo>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi mathvariant="normal">s</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>E</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>E</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3a9;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x2192;</mml:mo>
<mml:mi mathvariant="bold-italic">&#x3a9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>&#x3c8;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>E</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3a9;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3a9;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>E</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <italic>f</italic> represents the scattering function.</p>
<p>The micro-depletion scheme is applied to simulate the core burn up and the Chebyshev Rational Approximation Method is used to solve the depletion equation. In FSAR, the depletion chains containing 21 heavy isotopes and 49 fission products is provided for the advanced reactor core system.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Numerical results</title>
<p>To verify the effectiveness of the method used in this paper, we test different spectrum and different scale problems. The ultrafine group library used in this section is made by the NJOY program (<xref ref-type="bibr" rid="B7">Macfarlane et al., 2016</xref>) based on ENDF/B-VII.0 library. The reference solutions are provided by the Monte Carlo code OpenMC (<xref ref-type="bibr" rid="B10">Romano et al., 2015</xref>).</p>
<p>In this section, the serval pin cell problems with different spectrum characteristics are selected as the verification problems. The results for the eigenvalue <italic>k</italic>
<sub>eff</sub> and for the absorption cross-sections of <sup>238</sup>U and <sup>239</sup>Pu are compared to the reference results.</p>
<sec id="s3-1">
<title>3.1 Thermal spectrum problem</title>
<p>UO<sub>2</sub> and MOX pin cell problems from JAEA benchmark (<xref ref-type="bibr" rid="B17">Yamamoto et al., 2002</xref>) are utilized for the thermal spectrum and the geometry is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The two problems have the same mesh division. In the radial direction, the fuel, clad and moderator are divided into three and one and two equal-volume rings respectively. Each ring is divided into 8 equal-volume sectors. The MOC parameters are set to be three polar angles and 16 angles per octant, and 0.01&#xa0;cm ray spacing. The multigroup transport equation with P<sub>0</sub> scattering was solved with the pure MOC calculation without any accelerations. In the calculations, the inter-molecular thermal scattering effect is not considered.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Geometry of thermal spectrum problem.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g002.tif"/>
</fig>
<p>For the thermal spectrum problems, the results of eigenvalue are presented in <xref ref-type="table" rid="T1">Table 1</xref>, and the self-shielding cross section errors are shown in <xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref>. In the table, the errors of eigenvalue are calculated as follows:<disp-formula id="e9">
<mml:math id="m12">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>r</mml:mi>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
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<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mn>5</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>JAEA pin cell eigenvalue.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Pin cell type</th>
<th align="center">Open MC</th>
<th align="center">FSAR</th>
<th align="center">Error/pcm</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">UO<sub>2</sub>
</td>
<td align="center">1.53270 &#xb1; 9pcm</td>
<td align="center">1.52928</td>
<td align="center">&#x2212;342</td>
</tr>
<tr>
<td align="center">MOX</td>
<td align="center">1.28279 &#xb1; 8pcm</td>
<td align="center">1.28234</td>
<td align="center">&#x2212;45</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<sup>238</sup>U absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the UO<sub>2</sub> problem with thermal spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<sup>238</sup>U absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the MOX problem with thermal spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<sup>239</sup>Pu absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the MOX problem with thermal spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g005.tif"/>
</fig>
<p>In the figures, the errors of cross section are calculated as follows:<disp-formula id="e7b">
<mml:math id="m13">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
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<mml:mi>s</mml:mi>
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<mml:mrow>
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<mml:mo>,</mml:mo>
<mml:mi>M</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>g</mml:mi>
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<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
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</mml:msub>
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<mml:msub>
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<mml:mrow>
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</mml:msub>
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<mml:msub>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x2208;</mml:mo>
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</mml:mrow>
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<mml:mrow>
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<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
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</mml:mrow>
</mml:msub>
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</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2a;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mn>5</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(7b)</label>
</disp-formula>
</p>
<p>It can be found that the cross-sections have high accuracy for most groups. However, in the UO<sub>2</sub> problem, the absorption cross section of <sup>238</sup>U has a large deviation at 20&#xa0;eV energy. While the absorption cross section error of <sup>238</sup>U at 20&#xa0;eV energy of the MOX problem is smaller. This is because the MOX fuel including serval Pu isotopes hardens the neutron flux spectrum, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. Furthermore, affected by the harder flux spectrum, there is no significant increase in the errors of eigenvalue for the MOX fuel problem, even the obvious differences of the cross-sections appear in the energy range between 10 and 100&#xa0;eV.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Flux comparison in fuel region.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g006.tif"/>
</fig>
<p>In order to determine the error source of the eigenvalue, the cross-sections tallied from OpenMC are used to get the macroscopic cross-sections. The multi-group model in OpenMC is used to perform the transport calculation. The results are shown in <xref ref-type="table" rid="T2">Table 2</xref>. It can be found that the result of FSAR and multi-group OpenMC is close and the anisotropic scattering effect would be the main error source.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>UO<sub>2</sub> pin cell eigenvalue error.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">OpenMC</th>
<th align="center">Multi-group OpenMC</th>
<th align="center">FSAR</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Eigenvalue</td>
<td align="center">1.53270 &#xb1; 9pcm</td>
<td align="center">1.52975 &#xb1; 6pcm</td>
<td align="center">1.52928</td>
</tr>
<tr>
<td align="center">Error</td>
<td align="left"/>
<td align="center">&#x2212;295</td>
<td align="center">&#x2212;342</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Intermediate spectrum problem</title>
<p>The hexagonal UO<sub>2</sub> cell with high enrichment (<xref ref-type="bibr" rid="B4">Lee, 2014</xref>) is utilized as the intermediate spectrum problem. The graphite is used as the moderator. The geometry is shown in <xref ref-type="fig" rid="F7">Figure 7</xref>. Both fuel and moderator are divided into one ring. Each ring is divided into 6 equal-volume sectors.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Geometry of intermediate spectrum problem (unit: mm).</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g007.tif"/>
</fig>
<p>For the intermediate spectrum problem, the reference eigenvalue obtained by OpenMC is 1.28829 &#xb1; 8&#xa0;pcm and the value of FSAR is 1.28465. The results of cross-sections are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. The error results are similar to that of the UO<sub>2</sub> problem. There is also a significant deviation at 20&#xa0;eV energy and small deviations at other positions. It can be explained by the invalidation of narrow approximation around 20&#xa0;eV.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<sup>238</sup>U absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the intermediate spectrum problem.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g008.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Fast spectrum problem</title>
<p>In order to test the performance of FSAR in the fast reactor, the calculations of UO<sub>2</sub> cell with high enrichment and MOX cell are carried out. The same hexagonal geometry of the two problems is shown in <xref ref-type="fig" rid="F9">Figure 9</xref>. The clad material is SS 316 alloy, and two conventional coolants in fast reactors, sodium and potassium, are selected in this section. The compositions of the materials are obtained from the reference (<xref ref-type="bibr" rid="B6">Li et al., 2017</xref>). Finally, two fast spectrum problems are formed, expressed as MOX-SS316-Na and UO<sub>2</sub>-SS316-K respectively.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Geometry of fast spectrum problem (unit: mm).</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g009.tif"/>
</fig>
<p>The eigenvalue results are shown in <xref ref-type="table" rid="T3">Table 3</xref>. The errors of cross-sections are shown in <xref ref-type="fig" rid="F10">Figures 10</xref>, <xref ref-type="fig" rid="F11">11</xref>, <xref ref-type="fig" rid="F12">12</xref>. The numerical results indicate that the calculation in fast spectrum problems has higher accuracy than that of other problems. This is because the resonance peak is narrower in the high energy range and the resonance effect treatment is more applicable.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Fast spectrum problem eigenvalue.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Pin cell type</th>
<th align="center">OpenMC</th>
<th align="center">FSAR</th>
<th align="center">Error/pcm</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">MOX-SS316-Na</td>
<td align="center">1.53697 &#xb1; 7pcm</td>
<td align="center">1.53679</td>
<td align="center">&#x2212;18</td>
</tr>
<tr>
<td align="center">UO2-SS316-K</td>
<td align="center">1.39732 &#xb1; 7pcm</td>
<td align="center">1.39648</td>
<td align="center">&#x2212;84</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>
<sup>238</sup>U absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the MOX problem with fast spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g010.tif"/>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>
<sup>239</sup>Pu absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the MOX problem with fast spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>
<sup>238</sup>U absorption cross section results <bold>(A)</bold> and errors <bold>(B)</bold> for the UO<sub>2</sub> problem with fast spectrum.</p>
</caption>
<graphic xlink:href="fenrg-11-1123714-g012.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>The full neutron spectrum code for advanced reactor simulation named FSAR developed by NPIC, CNNC is introduced in this paper. The deterministic two-step calculation strategy based on the homogenization theory is utilized in FSAR. In the lattice calculation, the MOC method is used to determine the neutron flux, and the subgroup method with ultrafine energy groups was implemented to get the accurate self-shielded cross-section. In the core calculation, the discrete-ordinate method and micro burnup calculation method were used to simulate the core neutron transport and depletion. The preliminary verifications have been carried out, and the results indicated that FSAR has good performances in dealing with the resonance self-shielding effect of the full-range spectrum problems. In the near future, the verification of each module and the whole code system will be carried out. What&#x2019;s more, other calculation functions such as thermal feedback module are being developed.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>LW: Methodology, Software, Investigation, Numerical Analysis, Writing&#x2014;Original Draft; BZ: Methodology, Numerical Analysis; DL: Numerical Analysis; CZ: Methodology; JL: Writing&#x2014;Original Draft.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research is supported by the National Natural Science Foundation of China (Approved number Nos.12075228 and Nos.12205283). All the authors would like to thank Zhejiang University for the help with resonance self-shielding treatment model.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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