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<article article-type="research-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">779243</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2021.779243</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>Validation of PWR Neutronics Code Package TORCH V2.0 With Nuclear Power Plant Measurements</article-title>
<alt-title alt-title-type="left-running-head">Zhang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Validation of TORCH V2.0</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Bin</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1302766/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Peng</surname>
<given-names>Xingjie</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1345692/overview"/>
</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>Zhao</surname>
<given-names>Wenbo</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1548072/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Qing</given-names>
</name>
</contrib>
</contrib-group>
<aff>
<institution>China Nuclear Power Research and Design Institute</institution>, <institution>Key Laboratory of Nuclear Reactor System Design Technology</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/447098/overview">Jun Wang</ext-link>, University of Wisconsin-Madison, United&#x20;States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1492422/overview">A. Abdelghafar Galahom</ext-link>, Higher Technological Institute, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/894791/overview">Zhuo Li</ext-link>, Sun Yat-sen University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xingjie Peng, <email>pengxingjiets@126.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>24</day>
<month>01</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>779243</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhang, Peng, Zhao, Zhao and Li.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhang, Peng, Zhao, Zhao and Li</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>This article presents the verification and validation (V and V) of PWR neutronics code package TORCH V2.0 with nuclear power plant (NPP) measurements. The advanced nuclear power engineering design software, TORCH V2.0, was developed by the Nuclear Power Institute of China (NPIC), China National Nuclear Corporation (CNNC). Based on the two-step calculation scheme, TORCH V2.0 mainly contains lattice physics code for assembly homogenization, link calculation code for few-group constant parameterization, and core simulation code for few-group core calculation. The calculation modules of each code were already verified against various benchmark problems, whereas this article focuses on the V and V of linked code system. The measured values of the reactor startup physics test and NPP operation from six PWR NPPs (Daya Bay NPP, Ling Ao NPP, Fangjiashan NPP, Qinshan NPP, Hainan Changjiang NPP, and Fuqing NPP) were utilized to perform the comparison and analysis of V and V. Compared parameters of the reactor startup physics test include critical boron concentration, control rod integral value, boron differential value, and isothermal temperature coefficient. Compared parameters of the NPP operation contain critical boron concentration, assembly-wise power distribution, hot spot factor, and nuclear enthalpy rise factor. The results show that the software TORCH V2.0 has reliable calculation ability and can be applied in the PWR nuclear power engineering design which is based on square fuel assembly.</p>
</abstract>
<kwd-group>
<kwd>validation and verification</kwd>
<kwd>TORCH V2.0</kwd>
<kwd>nuclear power plant operation data</kwd>
<kwd>measurements</kwd>
<kwd>startup physics test</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>A conventional two-step approach of a transport calculation and a nodal diffusion calculation, such as CASMO/SIMULATE, PARAGON (or PHOENIX)/ANC, and APOLLO/SMART (<xref ref-type="bibr" rid="B13">Liu and Meliksetian, 1986</xref>; <xref ref-type="bibr" rid="B16">Studsvik of American, 1994</xref>; <xref ref-type="bibr" rid="B17">Studsvik of American, 1995</xref>; <xref ref-type="bibr" rid="B20">Westinghouse Electric Company, 2005</xref>; <xref ref-type="bibr" rid="B1">Adrien, 2014</xref>; <xref ref-type="bibr" rid="B19">Vidal et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Zhang et al., 2018</xref>), has been used in the light water reactor core design for decades. These conventional code systems have been in use for commercial PWR core designs for a long time, and they have been upgraded continuously based on numerous core calculations. However, the conventional code systems usually adopt methodologies developed in the past. A PWR core design software package named TORCH V2.0 has been developed by the Nuclear Power Institute of China (NPIC), CNNC. Many advanced methodologies (<xref ref-type="bibr" rid="B23">Zhang et al., 2019</xref>) have been implemented in TORCH V2.0 to enhance the accuracy and performance. TORCH V2.0 has been developed to be a multi-scale, multi-physics analysis code system; thus, it can be a platform in terms of a neutronics code for coupling with thermal/hydraulic code and fuel performance code. TORCH V2.0 is a property code which is mainly used for the PWR nuclear power engineering design with square fuel assembly, and it is developed along with China&#x2019;s third-generation nuclear power HPR1000.</p>
<p>The results show that the software TORCH V2.0 has reliable calculation ability and can be applied in the PWR nuclear power engineering design which is based on square fuel assembly.</p>
<p>TORCH V2.0 is a PWR core design software package, which mainly includes a lattice physics code named KYLIN V2.0 (<xref ref-type="bibr" rid="B18">Tu et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Chai et&#x20;al., 2017</xref>), linking a calculation code named PACFAC and a few-group core simulation code named CORCA-3D (<xref ref-type="bibr" rid="B2">An et&#x20;al., 2019</xref>). KYLIN V2.0 has powerful geometric processing ability, which can perform one-step two-dimensional neutron transport calculation and analysis on various fuel assemblies with complex structures in advanced nuclear reactors, and is mainly used to provide the few-group assembly-homogenized parameters for the three-dimensional core computing software CORCA-3D. PACFAC is a linking code which uses the interpolation/fitting method to parameterize the few-group assembly-homogenized parameters generated by KYLIN V2.0 and provides the polynomial parameters to CORCA-3D to calculate the few-group constants which can be determined by the core state. CORCA-3D software adopts an advanced nodal method to solve the few-group diffusion equation and can perform core depletion calculation, power reconstruction, and physical and thermal coupling calculations.</p>
<p>The reactor cores of six PWR nuclear power plants (Daya Bay NPP, Ling Ao NPP, Fangjiashan NPP, Qinshan NPP, Hainan Changjiang NPP, and Fuqing NPP) have been 85 cycles for 14 NPP units reactor startup physics tests and a total of were simulated by TORCH V2.0. Compared parameters of the reactor startup physics test include critical boron concentration, control rod integral value, boron differential value, and isothermal temperature coefficient. Compared parameters of the nuclear power plant (NPP) operation include critical boron concentration, assembly-wise power distribution, hot spot factor, and nuclear enthalpy rise factor.</p>
</sec>
<sec id="s2">
<title>Characteristics of TORCH V2.0</title>
<p>TORCH V2.0 adopts a two-step approach to simulate PWR cores. The one-step direct heterogenous calculation code KYLIN V2.0 based on a fine-group structure is used. KYLIN V2.0 is used to generate homogenized parameters, including homogenized cross-section, diffusion coefficients, and discontinuity factors. Considering the fact that a certain state required by the reactor core calculation may be different from the ones provided by KYLIN V2.0, a process is required to provide a table between those neutronics few-group constants and state parameters based on the discrete points provided by lattice calculations. The code named PACFAC is used to provide the table for the core simulator CORCA-3D. The neutron diffusion equation would be calculated for core fuel management in CORCA-3D.</p>
<sec id="s2-1">
<title>KYLIN V2.0 Code</title>
<p>The flow chart of the lattice physics code KYLIN V2.0 is shown in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>; the program is mainly used for neutron simulation calculation and analysis of two-dimensional problems and provides assembly-homogenized parameters for three-dimensional core simulation software. The KYLIN V2.0 program can select the 45-/190-group structure of multi-group cross-section libraries for calculation. It adopts an advanced subgroup method (<xref ref-type="bibr" rid="B14">Nikilaev et&#x20;al., 1970</xref>; <xref ref-type="bibr" rid="B8">Hebert, 2004</xref>) to solve the effective resonance cross-section of resonance nuclides, adopts an MOC method (<xref ref-type="bibr" rid="B9">Hong and Cho, 1998</xref>; <xref ref-type="bibr" rid="B10">Kosaka and Takeda, 2004</xref>) to calculate the neutron transport of complex structure geometry, and adopts a generalized coarse mesh finite difference (GCMFD) acceleration method to accelerate neutron transport calculation. The depletion calculation is carried out based on the improved predictive-corrected critical-fuel consumption iterative method (<xref ref-type="bibr" rid="B21">Yamamoto et&#x20;al., 2009</xref>), and the burnup equation is solved by the Chebyshev method. At the same time, for the convenience of users, the program also has a graphical modeling tool for components with complex structure geometry and a post-processing display&#x20;tool.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Main calculation flow chart of the KYLIN V2.0 program.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g001.tif"/>
</fig>
<p>Specifically, KYLIN V2.0 software mainly has the following characteristics:<list list-type="simple">
<list-item>
<p>1) It can accurately describe geometric shape, mesh division, material distribution of various grids, or components with different geometric structures (including the bar bundle type and plate type) and provide users with clear and convenient input methods.</p>
</list-item>
<list-item>
<p>2) It can accurately read the input parameters necessary for grid (component) calculation, including multi-group constant library, temperature of each region, and resonance effective temperature of important nuclides.</p>
</list-item>
<list-item>
<p>3) It can accurately deal with complex geometric resonance problems and can also consider the influence of fuel core temperature, multi-resonance nuclide interference, and other influence factors.</p>
</list-item>
<list-item>
<p>4) The fine energy spectrum and homogenized cross-section parameters of various types of grids (assemblies) can be solved by using a fine energy group structure.</p>
</list-item>
<list-item>
<p>5) It can deal with heavy nuclear burnup chains, such as uranium series, plutonium series, and fine fission product chains, and can carry out burnup calculation of important combustible poisons (such as boron and gadolinium).</p>
</list-item>
<list-item>
<p>6) One-step two-dimensional heterogenous multi-assembly calculations can be performed, and restart calculations such as continuous calculation and variable working conditions can be performed.</p>
</list-item>
<list-item>
<p>7) It can output main calculation results, such as infinite multiplication coefficient, relative power distribution, and nuclear density of important nuclides.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s2-2">
<title>PACFAC Code</title>
<p>The PACFAC code adopts the interpolation/fitting method to parameterize the few-group assembly-homogenized parameters generated by KYLIN V2.0 and provides the polynomial parameters to CORCA-3D to calculate the few-group constants which can be determined by the core state (<xref ref-type="bibr" rid="B12">Li et&#x20;al., 2016</xref>). The main functions of PACFAC contain the few-group constant parameterization model of few-group constants and the inverse calculation model of cross-section parameters. The former provides the polynomial parameters of the interpolation/fitting relationship between the few-group constants (few-group cross-section, shape factor, and so on) and core state parameters. The inverse calculation model is mainly used to determine the few-group constants in the core simulator, which is closely related to polynomial parameters in the interpolation/fitting relation. The parameterization formulation of PACFA is shown in the following equation:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msubsup>
<mml:mi>N</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>M</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>B</mml:mi>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>F</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>...</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>M</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>...</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>M</mml:mi>
<mml:mo>,</mml:mo>
<mml:mn>...</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>Here, <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> means the contribution of pseudo-nuclides to the macroscopic cross section, which is caused by the difference between the species of nuclides in the burnup chain of CORCA-3D and burnup chain of KYLIN V2.0. <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> means the influence component of the control rod on the cross section.</p>
</sec>
<sec id="s2-3">
<title>CORCA-3D Code</title>
<p>The main calculation flow chart of CORCA-3D is shown in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>, which is mainly used for the simulation of three-dimensional steady-state core, and is one of the most important calculation software for core fuel management. CORCA-3D can carry out the diffusion calculation based on the few-group constants calculated <italic>via</italic> the homogenized cross-section parameter library, the burnup calculation of important actinides, fission products, and combustible poisons. CORCA-3D can perform thermal-hydraulic feedback calculation, pin-power reconstruction calculation, and is able to calculate the equilibrium concentration of iodine and xenon. CORCA-3D can read multiple-cycle databases for refueling core modeling calculation. At the same time, it has the basic functions of core design, such as coefficient calculation, variable parameter calculation, boron concentration/control rod position critical search calculation, and control rod differential/integral value calculation.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Main calculation flow chart of the CORCA-3D&#x20;code.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g002.tif"/>
</fig>
<p>The CORCA-3D code mainly has the following characteristics:<list list-type="simple">
<list-item>
<p>1) According to the current core information and historical information of the component (including burnup depth, boron concentration, effective fuel temperature, moderator density, xenon concentration, and control rod status), the few-group cross-section parameters of each segment in the core can be calculated from the multi-parameter cross-section library provided by the linking code PACFAC.</p>
</list-item>
<list-item>
<p>2) It can quickly and accurately solve the diffusion equation of few groups (two groups and four groups) in the&#x20;core.</p>
</list-item>
<list-item>
<p>3) The power reconstruction calculation of rectangular geometry can be carried out, and the pin-power distribution and the detector response can be obtained.</p>
</list-item>
<list-item>
<p>4) It can solve the single-channel thermal hydraulic equation of the reactor core and calculate the enthalpy field distribution of the coolant in the reactor;</p>
</list-item>
<list-item>
<p>5) It can accurately solve the burnup equation of important nuclides in the reactor core and calculate the accumulation and consumption process of important nuclides (such as actinides and combustible poisons) in the reactor.</p>
</list-item>
<list-item>
<p>6) It can calculate the equilibrium concentration of&#x20;xenon.</p>
</list-item>
<list-item>
<p>7) It is can search boron concentration or rod position of the control rod group to make the core eigenvalue reach the target value;</p>
</list-item>
<list-item>
<p>8) Parameters such as boron concentration, relative power, and control rod position can be changed at any burning time for calculation.</p>
</list-item>
</list>
</p>
</sec>
</sec>
<sec id="s3">
<title>Verification and Validation Results</title>
<p>The reactor cores of six PWR NPPs are simulated. The analyzed NPPs shown in <xref ref-type="table" rid="T1">Table&#x20;1</xref> are Daya Bay NPP (<xref ref-type="bibr" rid="B5">DYBU1C9-WRS-410100-BG1 Rev. 0, 2010</xref>), Ling Ao NPP (<xref ref-type="bibr" rid="B11">LAU1C5-WRS-410100-BG1 Rev. 0, 2009</xref>), Fangjiashan NPP (<xref ref-type="bibr" rid="B6">FJSU1C1-WRS-410100-BG1 Rev. 0, 2016</xref>), Qinshan NPP (<xref ref-type="bibr" rid="B15">QSU1C1-WRS-410100-BG1 Rev. 0, 2005</xref>), Hainan Changjiang NPP (<xref ref-type="bibr" rid="B4">CJU1C1-WRS-410100-BG1 Rev. 0, 2016</xref>), and Fuqing NPP (<xref ref-type="bibr" rid="B7">FQU1C1-WRS-410100-BG1 Rev. 0, 2016</xref>). Part of reactor startup physics tests and a total of 85 cycles of 14 NPP units were simulated by TORCH V2.0. However, the content of the reactor startup physics tests varies in different cycles.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The details information of simulated six PWR NPPs.</p>
</caption>
<table>
<thead>
<tr>
<td align="left">NPP</td>
<td align="center">Unit</td>
<td align="center">Simulated cycles of startup physics test</td>
<td align="center">Simulated cycles of reactor operation</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">Daya Bay NPP</td>
<td align="center">Unit 1</td>
<td align="center">9&#x2013;20</td>
<td align="center">9, 12, 15, 17</td>
</tr>
<tr>
<td align="center">Unit 2</td>
<td align="center">9&#x2013;20</td>
<td align="center">9, 12, 15, 17</td>
</tr>
<tr>
<td rowspan="2" align="left">Ling Ao NPP</td>
<td align="center">Unit 1</td>
<td align="center">5&#x2013;16</td>
<td rowspan="2" align="center">&#x2014;</td>
</tr>
<tr>
<td align="center">Unit 2</td>
<td align="center">5&#x2013;15</td>
</tr>
<tr>
<td rowspan="2" align="left">Fangjiashan NPP</td>
<td align="center">Unit 1</td>
<td align="center">1&#x2013;4</td>
<td align="center">1&#x2013;4</td>
</tr>
<tr>
<td align="center">Unit 2</td>
<td align="center">1&#x2013;4</td>
<td align="center">1&#x2013;4</td>
</tr>
<tr>
<td rowspan="2" align="left">Qinshan NPP</td>
<td align="center">Unit 1</td>
<td align="center">1&#x2013;15</td>
<td align="center">1&#x2013;15</td>
</tr>
<tr>
<td align="center">Unit 3</td>
<td align="center">1&#x2013;8</td>
<td align="center">1&#x2013;8</td>
</tr>
<tr>
<td rowspan="2" align="left">Hainan Changjiang NPP</td>
<td align="center">Unit 1</td>
<td align="center">1&#x2013;4</td>
<td align="center">1&#x2013;4</td>
</tr>
<tr>
<td align="center">Unit 2</td>
<td align="center">1&#x2013;3</td>
<td align="center">1&#x2013;3</td>
</tr>
<tr>
<td rowspan="4" align="left">Fuqing NPP</td>
<td align="center">Unit 1</td>
<td align="center">1&#x2013;4</td>
<td align="center">1&#x2013;2</td>
</tr>
<tr>
<td align="center">Unit 2</td>
<td align="center">1&#x2013;3</td>
<td align="center">1&#x2013;2</td>
</tr>
<tr>
<td align="center">Unit 3</td>
<td align="center">1&#x2013;3</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">Unit 4</td>
<td align="center">1&#x2013;2</td>
<td align="center">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<title>Reactor Startup Physics Test</title>
<p>Compared parameters of the reactor startup physics test include critical boron concentration (CBC), control rod integral value, boron differential value, and isothermal temperature coefficient.</p>
<p>The results of critical boron concentration are shown in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>. The absolute errors of the critical boron concentration in the all-rod-out (ARO) state are within &#xb1;50&#xa0;ppm and those of the rod-inserted state agreed with the rod-inserted criterion. The formula of the rod-inserted criterion is as follows:<disp-formula id="equ1">
<mml:math id="m4">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>R</mml:mtext>
<mml:mtext>M</mml:mtext>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>R</mml:mtext>
<mml:mtext>P</mml:mtext>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mtext>ARO</mml:mtext>
</mml:mrow>
<mml:mtext>M</mml:mtext>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mtext>R</mml:mtext>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mtext>M</mml:mtext>
</mml:msubsup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#xb1;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mtext>R</mml:mtext>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mtext>M</mml:mtext>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>R</mml:mtext>
<mml:mtext>M</mml:mtext>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mtext>R</mml:mtext>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mtext>P</mml:mtext>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>CBC</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mtext>R</mml:mtext>
<mml:mtext>P</mml:mtext>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>where M means the measured value, P means the predicted value, R<sub>0</sub>/R means the initial/final rod position at the time of measurement, and <italic>f</italic> is the value of the uncertainty of the measurement, including chemical analysis uncertainty.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Results of critical boron concentration.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g003.tif"/>
</fig>
<p>The results indicate that the accuracy of ARO calculation is better than that of rod-inserted calculation with the exception of a very few calculations. It is because when the control rods are inside the core, the effect and shadow effect would increase the difficulty for the core simulation.</p>
<p>The results of control rod integral value, boron differential value, and isothermal temperature coefficient are shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, <xref ref-type="fig" rid="F5">Figure&#x20;5</xref>, and <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>, respectively. The relative errors of control rod integral value are within 10%, the absolute errors of boron differential value are within 1.0&#xa0;pcm/ppm, and the absolute errors of isothermal temperature coefficient are within 3.6&#xa0;pcm/&#xb0;C. The large errors appearing in the results belong to the subsequent cycles. It is caused by the core historical effect. In CORCA-3D, the micro burnup method is applied to handle this problem. The models which are based on the two-step calculation scheme adopted in the software cannot fully account for the historical processes. Anyway, all of them agreed with the acceptance criteria. It is indicated that TORCH V2.0 software has enough accuracy in predicting the reactor startup physics test parameters.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Results of the control rod integral&#x20;value.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Results of the boron differential&#x20;value.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Results of the isothermal temperature coefficient.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g006.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Nuclear Power Plant Operation</title>
<p>Compared parameters of the NPP operation include critical boron concentration, assembly-wise power distribution, hot spot factor, and nuclear enthalpy rise factor. The partial results of critical boron concentration are shown in <xref ref-type="fig" rid="F7">Figure&#x20;7</xref>. The absolute errors of critical boron concentration of all the measured points shown in <xref ref-type="fig" rid="F8">Figure&#x20;8</xref> are within &#xb1;50&#xa0;ppm except for very few points. At the beginning and end of the core cycle life, the absolute errors are almost worse than those of other times. The changes in xenon concentration and distribution at the beginning of the core cycle life and the core historical effect enhanced with depletion lead to increased errors.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Partial results of critical boron concentration.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Results of critical boron concentration.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g008.tif"/>
</fig>
<p>The partial results of maximum assembly-wise power relative error are shown in <xref ref-type="table" rid="T2">Tables 2</xref>&#x2013;<xref ref-type="table" rid="T4">4</xref>, summary of the maximum assembly-wise power relative errors of all burnup steps is shown in <xref ref-type="fig" rid="F9">Figure&#x20;9</xref> and <xref ref-type="fig" rid="F10">Figure&#x20;10</xref>, and the maximum relative errors are within 5% when the relative assembly power is greater than 0.9 and within 8% when it is less than 0.9, except for very few points. The assembly-wise power distributions of Daya Bay NPP (Unit 1 Cycle 11) at the beginning, middle, and end of the core life are shown in <xref ref-type="fig" rid="F11">Figures 11</xref>&#x2013;<xref ref-type="fig" rid="F13">13</xref> respectively. It can be found that the calculation accuracy does not get worse with the increase in depletion.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Results of Daya Bay NPP (Unit 1 Cycle 11) assembly-wise&#x20;power.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="left">Burnup (MWd/tU)</td>
<td colspan="2" align="center">Relative assembly power &#x2265;0.9</td>
<td colspan="2" align="center">Relative assembly power&#x3c;0.9</td>
</tr>
<tr>
<td align="left">Max relative error (%)</td>
<td align="center">Acceptance standard (%)</td>
<td align="center">Max relative error (%)</td>
<td align="center">Acceptance standard (%)</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">250</td>
<td align="center">2.71</td>
<td rowspan="1" align="center">&#xb1;5</td>
<td align="center">&#x2212;2.20</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">1,492</td>
<td align="center">2.56</td>
<td align="center">&#xb1;5</td>
<td align="center">1.85</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">2,610</td>
<td align="center">3.27</td>
<td align="center">&#xb1;5</td>
<td align="center">2.91</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">3,810</td>
<td align="center">3.48</td>
<td align="center">&#xb1;5</td>
<td align="center">3.10</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">5,000</td>
<td align="center">3.63</td>
<td align="center">&#xb1;5</td>
<td align="center">3.29</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">6,250</td>
<td align="center">4.19</td>
<td align="center">&#xb1;5</td>
<td align="center">3.90</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">7,494</td>
<td align="center">3.68</td>
<td align="center">&#xb1;5</td>
<td align="center">3.34</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">8,650</td>
<td align="center">4.08</td>
<td align="center">&#xb1;5</td>
<td align="center">4.14</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">11,090</td>
<td align="center">3.62</td>
<td align="center">&#xb1;5</td>
<td align="center">3.74</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">12,289</td>
<td align="center">3.02</td>
<td align="center">&#xb1;5</td>
<td align="center">3.17</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">13,529</td>
<td align="center">2.79</td>
<td align="center">&#xb1;5</td>
<td align="center">2.49</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">14,456</td>
<td align="center">3.19</td>
<td align="center">&#xb1;5</td>
<td align="center">&#x2212;2.42</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">15,929</td>
<td align="center">3.09</td>
<td align="center">&#xb1;5</td>
<td align="center">&#x2212;2.45</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">17,128</td>
<td align="center">3.11</td>
<td align="center">&#xb1;5</td>
<td align="center">&#x2212;2.48</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">18,746</td>
<td align="center">3.15</td>
<td align="center">&#xb1;5</td>
<td align="center">&#x2212;2.56</td>
<td align="center">&#xb1;8</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Results of Ling Ao NPP (Unit 2 Cycle 7) assembly-wise&#x20;power.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="left">Burnup (MWd/tU)</td>
<td colspan="2" align="center">Relative assembly power &#x2265;0.9</td>
<td colspan="2" align="center">Relative assembly power&#x3c;0.9</td>
</tr>
<tr>
<td align="center">Max relative error (%)</td>
<td align="center">Acceptance standard (%)</td>
<td align="center">Max relative error (%)</td>
<td align="center">Acceptance standard (%)</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">220</td>
<td align="center">2.77</td>
<td align="center">&#xb1;5</td>
<td align="center">4.07</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">1,260</td>
<td align="center">2.75</td>
<td align="center">&#xb1;5</td>
<td align="center">3.93</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">2,420</td>
<td align="center">2.75</td>
<td align="center">&#xb1;5</td>
<td align="center">3.69</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">3,700</td>
<td align="center">2.85</td>
<td align="center">&#xb1;5</td>
<td align="center">3.38</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">4,970</td>
<td align="center">3.02</td>
<td align="center">&#xb1;5</td>
<td align="center">3.43</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">6,220</td>
<td align="center">3.04</td>
<td align="center">&#xb1;5</td>
<td align="center">3.28</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">7,340</td>
<td align="center">&#x2212;2.96</td>
<td align="center">&#xb1;5</td>
<td align="center">3.11</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">8,620</td>
<td align="center">&#x2212;2.80</td>
<td align="center">&#xb1;5</td>
<td align="center">3.04</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">9,860</td>
<td align="center">&#x2212;2.66</td>
<td align="center">&#xb1;5</td>
<td align="center">3.02</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">11,000</td>
<td align="center">2.84</td>
<td align="center">&#xb1;5</td>
<td align="center">3.39</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">12,240</td>
<td align="center">2.73</td>
<td align="center">&#xb1;5</td>
<td align="center">3.25</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">12,920</td>
<td align="center">&#x2212;2.79</td>
<td align="center">&#xb1;5</td>
<td align="center">3.23</td>
<td align="center">&#xb1;8</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Results of Fangjiashan NPP (Unit 2 Cycle 4) assembly-wise&#x20;power.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="left">Burnup (MWd/tU)</td>
<td colspan="2" align="center">Relative assembly power &#x2265;0.9</td>
<td colspan="2" align="center">Relative assembly power&#x3c;0.9</td>
</tr>
<tr>
<td align="left">Max relative error (%)</td>
<td align="left">Acceptance standard (%)</td>
<td align="left">Max relative error (%)</td>
<td align="left">Acceptance standard (%)</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">179</td>
<td align="center">1.84</td>
<td align="center">&#xb1;5</td>
<td align="center">2.32</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">1,216</td>
<td align="center">1.46</td>
<td align="center">&#xb1;5</td>
<td align="center">2.09</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">2,332</td>
<td align="center">2.19</td>
<td align="center">&#xb1;5</td>
<td align="center">2.91</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">3,408</td>
<td align="center">2.67</td>
<td align="center">&#xb1;5</td>
<td align="center">3.58</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">4,451</td>
<td align="center">3.05</td>
<td align="center">&#xb1;5</td>
<td align="center">4.05</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">5,576</td>
<td align="center">3.21</td>
<td align="center">&#xb1;5</td>
<td align="center">3.96</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">6,642</td>
<td align="center">3.69</td>
<td align="center">&#xb1;5</td>
<td align="center">4.87</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">7,711</td>
<td align="center">3.61</td>
<td align="center">&#xb1;5</td>
<td align="center">4.84</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">8,755</td>
<td align="center">3.63</td>
<td align="center">&#xb1;5</td>
<td align="center">4.99</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">9,837</td>
<td align="center">3.66</td>
<td align="center">&#xb1;5</td>
<td align="center">4.68</td>
<td align="center">&#xb1;8</td>
</tr>
<tr>
<td align="left">10,966</td>
<td align="center">3.77</td>
<td align="center">&#xb1;5</td>
<td align="center">5.05</td>
<td align="center">&#xb1;8</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Results of assembly-wise power (greater than 0.9).</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g009.tif"/>
</fig>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Results of assembly-wise power (less than 0.9).</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g010.tif"/>
</fig>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Assembly-power distribution of Daya Bay NPP (Unit 1 Cycle 11) 250MWd/tU.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g011.tif"/>
</fig>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Assembly-power distribution of Daya Bay NPP (Unit 1 Cycle 11) 860MWd/tU.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g012.tif"/>
</fig>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Assembly-power distribution of Daya Bay NPP (Unit 1 Cycle 11) 18746MWd/tU.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g013.tif"/>
</fig>
<p>The hot spot factors of Daya Bay NPP (Unit 1 Cycle 11) are shown in <xref ref-type="fig" rid="F14">Figure&#x20;14</xref>. The relative errors of hot spot factors of all cycles are shown in <xref ref-type="fig" rid="F15">Figure&#x20;15</xref>; the relative errors of hot spot factor are within 8%. The nuclear enthalpy rise factors of Daya Bay NPP (Unit 1 Cycle 11) are shown in <xref ref-type="fig" rid="F16">Figure&#x20;16</xref>. All the relative error results of nuclear enthalpy rise factor are shown in <xref ref-type="fig" rid="F17">Figure&#x20;17</xref>; the relative errors are within&#x20;5%.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Hot spot factors of Daya Bay NPP (Unit 1 Cycle 11).</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g014.tif"/>
</fig>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Results of the hot spot factor.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g015.tif"/>
</fig>
<fig id="F16" position="float">
<label>FIGURE 16</label>
<caption>
<p>Nuclear enthalpy rise factors of Daya Bay NPP (Unit 1 Cycle 11).</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g016.tif"/>
</fig>
<fig id="F17" position="float">
<label>FIGURE 17</label>
<caption>
<p>Results of the nuclear enthalpy rise factor.</p>
</caption>
<graphic xlink:href="fenrg-09-779243-g017.tif"/>
</fig>
<p>All the calculated parameters are in good accordance with the measured values, which are in agreement with the acceptance criteria. For each core cycle of the NPP used to perform the validation, the average computer processing time of calculations is several minutes. Before the core simulation, the assembly-homogenized few-group constants and the databank of core front-order loops should be ready. The results show that TORCH V2.0 software has high calculation accuracy and efficiency for each cycle operation data of each power&#x20;plant.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In this article, the main components of the PWR core design software package TORCH V2.0 and the main theoretical models and program features adopted in different codes are briefly introduced, and TORCH V2.0 software is verified by using the data of the reactor startup physics test and NPP operation of each power plant. With the exception of very few results of critical boron concentration for some deep operation cycles, all the results of the compared parameters are in good accordance with the measured values, which are in agreement with the industrial acceptance criteria. The results show that the software TORCH V2.0 has reliable calculation ability and can be applied in the PWR nuclear power engineering design which is based on square fuel assembly. In the future, the uncertainty analysis of TORCH V2.0 would be carried out for the comprehensive verification and validation.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>XP contributed significantly to analysis and manuscript preparation; CZ performed the data analysis; WZ contributed to analysis and manuscript preparation; QL performed the data analyses and wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This study is supported by the National Natural Science Foundation of China (Grant No. 11905214, 12005215) and China Association for Science and Technology (Young Elite Scientists Sponsorship Program 2019QNRC001).</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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