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<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>
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<article-meta>
<article-id pub-id-type="publisher-id">1439489</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1439489</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>Cluster dynamics study on nano damage of RPV steels under proton irradiation at 290&#xb0;C</article-title>
<alt-title alt-title-type="left-running-head">Wan et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1439489">10.3389/fenrg.2024.1439489</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wan</surname>
<given-names>Qiangmao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2752421/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shu</surname>
<given-names>Guogang</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Jiaxuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Pang</surname>
<given-names>Jianjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Lisha</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Duan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Ding</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Nuclear Industry College</institution>, <institution>CNNC</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Mechanical and Automotive Engineering</institution>, <institution>Zhejiang University of Water Resources and Electric Power</institution>, <addr-line>Hangzhou</addr-line>, <addr-line>Zhejiang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Modern Information Technology, Zhejiang Institute of Mechanical and Electrical Engineering</institution>, <addr-line>Hangzhou</addr-line>, <addr-line>Zhejiang</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>China United Gas Turbine Technology Co., Ltd</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Materials Science and Engineering, Southeast University</institution>, <addr-line>Suzhou</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/1459013/overview">Shichang Liu</ext-link>, North China Electric Power 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/2757472/overview">Chi Xu</ext-link>, Beijing Normal University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2757876/overview">Shi Wu</ext-link>, China Institute of Atomic Energy, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1399567/overview">Baoqin Fu</ext-link>, Sichuan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Qiangmao Wan, <email>wanqiangmao@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1439489</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>05</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wan, Shu, Tang, Pang, Chen, Wang, Lin and Ding.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wan, Shu, Tang, Pang, Chen, Wang, Lin and Ding</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>Irradiation-induced defects such as dislocation loops, cavities or solute clusters and chemical composition segregation of reactor pressure vessel (RPV) steel are the root causes of irradiation embrittlement. Combining two nucleation mechanisms, namely, the uniform nucleation and non-uniform nucleation of solute clusters (such as Cu-rich phase), a cluster kinetic simulation was established based on the reaction rate theory, and the co-evolution of matrix damage and Cu-rich phase in low-copper RPV steel was simulated under irradiation. And the average size and number density of defective clusters and solute clusters were established with irradiation dose. Compared with the average size and number density of dislocation loops observed by transmission electron microscopy (TEM) of proton irradiated RPV steel at 290&#xb0;C, the verification results show that the cluster dynamics model considering both the nucleation mechanism of interstitial dislocation loops and vacancy clusters can well simulate the irradiation damage behavior of materials.</p>
</abstract>
<kwd-group>
<kwd>reactor pressure vessels</kwd>
<kwd>cluster dynamics</kwd>
<kwd>proton irradiation</kwd>
<kwd>dislocation loops</kwd>
<kwd>solute clusters</kwd>
</kwd-group>
<contract-sponsor id="cn001">Natural Science Foundation of Zhejiang Province<named-content content-type="fundref-id">10.13039/501100004731</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nuclear Energy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Nuclear power is an important part of China&#x2019;s modern energy system to achieve cleanliness, efficiency, safety, and sustainability. The reactor pressure vessel (RPV) is a primary safety component of a pressurized water reactor (PWR) nuclear power plant, which loads the core and supports all components inside the reactor. It serves as a safety boundary for primary coolant pressure and radioactive material shielding. RPV is the only non replaceable component. Neutron irradiation can reduce the toughness of RPV materials and increase the risk of brittle failure. The lifespan of nuclear power plants is determined by the operation life of RPV.</p>
<p>The neutron irradiation damage problem of RPV steel is a key issue for the long-term and safe operation of nuclear power plants. Neutron irradiation of RPV steel involves two principal effects. Firstly, nuclear transmutation reaction, and the deexcitation process may also trigger &#x3b3;, &#x3b2; radiation. Secondly, The collision of neutrons with lattice atoms could form primary collision atoms (PKA), which triggers a cascade of collision processes, including displacement damage and ionization damage. Displacement damage is the most important role, which induce excess interstitial atoms and vacancies. The migration, aggregation, and annihilation of interstitial atoms and vacancies, as well as their interactions with solute atoms and existing defects such as defects of line, surface, and body, or irradiation products such as H and He, ultimately form nanoscale point defect clusters (such as dislocation loops and voids), complexes of point defects and solute yards, solute atom clusters (such as Cu rich clusters or Ni-Mn-Si rich clusters), or interface weakening element segregation (such as P). These nano-structure features hinder dislocation movement or weaken the interface, which cause hardening and embrittlement of RPV materials. Under high dose irradiation conditions, the embrittlement process of RPV steel may be accelerated beyond expectations, ultimately leading to a reduction in the safety window of RPV operation parameters, endangering its structural integrity and restricting its long-term economic and safe operation (<xref ref-type="bibr" rid="B11">Qingmao Wan, 2013</xref>; <xref ref-type="bibr" rid="B17">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="B7">Ke and Spencer, 2022</xref>).</p>
<p>The performance data of RPV materials under high dose irradiation is scarce or scattered in various countries. So it is not possible to reliably extrapolate the prediction model of RPV performance in regulations to new service conditions (<xref ref-type="bibr" rid="B13">Wan et al., 2010</xref>). Conducting high dose irradiation testing and evaluating RPV materials directly in experimental or commercial reactors is costly, time-consuming, difficult to control parameters. And neutron irradiation materials and specimens are radioactive and must be operated in hot rooms. Therefore, only a few key parameters can be selectively implemented, so it difficult to conduct comprehensive and systematic neutron irradiation experimental research. Ion irradiation of RPV materials causes displacement damage, ionization damage, and minimal doping. When selecting the appropriate ion energy for irradiation, the collision between the incident ion and the lattice atoms generates cascade collisions induced by PKA, resulting in displacement damage, which plays a major role. Because of the similar mass between protons and neutrons, proton irradiation is commonly used to simulate neutron irradiation to study radiation damage issues.</p>
<p>The experimental method of high flux proton irradiation is used to simulate the irradiation process of materials in nuclear reactors. Combined with theoretical analysis, the performance and related laws of nuclear power materials can be studied (<xref ref-type="bibr" rid="B1">Chitra and and Kotliar, 2000</xref>; <xref ref-type="bibr" rid="B6">Huibin et al., 2017</xref>; <xref ref-type="bibr" rid="B2">Cui et al., 2020</xref>). However, there are also drawbacks such as time consumption and harsh environment for experiment. In contrast, computer simulation methods (<xref ref-type="bibr" rid="B5">He et al., 2012</xref>; <xref ref-type="bibr" rid="B10">Mathew et al., 2018</xref>; <xref ref-type="bibr" rid="B12">Shimodaira et al., 2018</xref>) can not only save a lot of manpower and material resources, reduce development costs, but also provide &#x201c;experimental data&#x201d; under extreme conditions (ultra-high radiation, ultra-high pressure, and ultra-high temperature), so as to overcome experimental difficulties. They can also obtain microscopic details of material changes under irradiation conditions and obtain information that cannot be obtained in macroscopic experiments. It has very important theoretical significance for the prediction and evaluation of high dose radiation damage in RPV steel.</p>
<p>The cluster dynamics model based on mean field approximation has high computational efficiency and can quickly describe defect reaction events that occur at different time scales within the same framework. It simulates the diffusion reaction process of defects (clusters) to study the changes of single or small defects with time, space, and size (<xref ref-type="bibr" rid="B16">Wan et al., 2011</xref>; <xref ref-type="bibr" rid="B15">Wan Q. M et al., 2012</xref>; <xref ref-type="bibr" rid="B18">Yoshiie et al., 2015</xref>). It can achieve the same spatial resolution as transmission electron microscopy (TEM). Therefore, cluster dynamics can simulate the kinetic evolution process of defects under reactor irradiation dose across time scales (ps to year) and spatial scales (nm to m).</p>
<p>This study focuses on low copper RPV steel as the research object, establishes a model based on the average rate field theory, and develops a cluster dynamics program for radiation damage. It simulates the micro evolution process of various defects such as migration, aggregation, and nucleation during the radiation damage process, studies the generation and evolution of dislocation loops, voids, and solute clusters, the results of which were compared and verified by the experimental results. The study will provide reference for the prediction and evaluation radiation embrittlement of RPV.</p>
</sec>
<sec id="s2">
<title>2 Cluster dynamics model and method</title>
<sec id="s2-1">
<title>2.1 Assumption</title>
<p>Radiation generates displacement cascades and isolated point defects between cascades, which include endogenous vacancy clusters, endogenous interstitial clusters, and endogenous isolated point defects. Most vacancy and interstitial atoms recombine and annihilate. The ratio of endogenous vacancy clusters and interstitial atomic clusters in displacement cascades to the total number of surviving point defects will decay with increasing irradiation dose. The three-dimensional cavity changes include (1) endogenous vacancy clusters of displacement cascades; (2) Two vacancies aggregate to form nuclei; (3) Vacancy clusters capture Cu atoms and transform into Cu rich clusters. The variation of two-dimensional planar interstitial clusters (or dislocation loops) includes (1) endogenous interstitial clusters of displacement cascades; (2) Two interstitial atoms aggregate to form nuclei; (3) Interstitial clusters capture Cu atoms and transform into Cu rich clusters. Three dimensional Cu rich clusters can also nucleate through the aggregation of two Cu atoms, which belongs to uniform nucleation, namely, homogeneous nucleation. Vacancy clusters or interstitial clusters capture Cu atoms and transform into Cu rich clusters, which belongs to heterogeneous nucleation.</p>
</sec>
<sec id="s2-2">
<title>2.2 Basic equations</title>
<sec id="s2-2-1">
<title>2.2.1 Changes in monomer concentration</title>
<p>Isolated vacancies, interstitial atoms, and Cu atoms can be collectively referred to as monomers. During the irradiation process, the concentrations of vacancies, interstitial atoms, and Cu atoms will evolve over time, and their evolution equations can be expressed as Eqs <xref ref-type="disp-formula" rid="e1">1</xref>&#x2013;<xref ref-type="disp-formula" rid="e3">3</xref>:<disp-formula id="e1">
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</p>
<p>In the formula: <inline-formula id="inf1">
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</inline-formula> respectively represent interstitial atoms, vacancies, Cu atoms, dislocation loops, voids, Cu rich phases, and dislocation lines density in the matrix; And <inline-formula id="inf19">
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</inline-formula> represents the sink strength of dislocation loops, voids and Cu rich phase for absorption point defects, respectively.</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Concentration evolution of clusters</title>
<p>Dislocation loops, vacancies, and Cu rich phases can be collectively referred to as clusters. During the irradiation process, the concentration and size of dislocation loops, vacancies, and Cu rich phases will evolve over time, and their evolution equation can be expressed as Eqs <xref ref-type="disp-formula" rid="e4">4</xref>&#x2013;<xref ref-type="disp-formula" rid="e6">6</xref>:<disp-formula id="e4">
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<label>(4)</label>
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</sec>
<sec id="s2-2-3">
<title>2.2.3 Cluster size evolution</title>
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<label>(9)</label>
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</p>
<p>In the formula, <inline-formula id="inf30">
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<mml:mrow>
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</inline-formula> represents the number of monomers contained in each dislocation loop, void, and Cu rich phase, respectively; And <inline-formula id="inf33">
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</inline-formula> is the number of interstitial atoms contained in each endogenous interstitial atomic cluster and the number of vacancies contained in the endogenous vacancy cluster of displace cascades, respectively; And <inline-formula id="inf35">
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</inline-formula> is the radii of each dislocation loop, void, and Cu rich phase, in units of the number of monomers.</p>
<p>The radius of dislocation loops, vacancies, and Cu rich phases can be expressed as Eqs <xref ref-type="disp-formula" rid="e10">10</xref>&#x2013;<xref ref-type="disp-formula" rid="e12">12</xref>:<disp-formula id="e10">
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<mml:mrow>
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<label>(10)</label>
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<label>(11)</label>
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<label>(12)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Cluster hardening</title>
<p>The increase in yield strength caused by irradiation-induced dislocation loops, voids, and Cu rich phases can be expressed as Eq. <xref ref-type="disp-formula" rid="e13">13</xref>:<disp-formula id="e13">
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<mml:mi>M</mml:mi>
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<mml:mtd>
<mml:mrow>
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<mml:mo>,</mml:mo>
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</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>In the formula: <inline-formula id="inf38">
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</inline-formula> is the strengthening factor, with a value of 0.1 for dislocation lines; For dislocation loops, the value is 0.267; For voids, the value is 0.05; For the rich Cu phase, the value is 0.15. And <inline-formula id="inf39">
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</inline-formula> are <inline-formula id="inf40">
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</mml:mrow>
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</inline-formula> the dislocation line density after irradiation and the initial dislocation line surface density, respectively.</p>
<p>Based on the research results of Garner and Wolfer, the following equation for the evolution of dislocation lines can be proposed (Eq. <xref ref-type="disp-formula" rid="e14">14</xref>):<disp-formula id="e14">
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<mml:mo>&#x3d;</mml:mo>
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<mml:mrow>
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</mml:mrow>
</mml:mfrac>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
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<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>The superposition method of various cluster hardening contributions adopts the sum of squares square root method. It can be expressed as Eq. <xref ref-type="disp-formula" rid="e15">15</xref>.<disp-formula id="e15">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
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<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
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<mml:mi>&#x3c3;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>2</mml:mn>
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</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Main parameters</title>
<p>When solving the partial differential equation of the average rate field, it is important to choose material parameters as accurately as possible, which is beneficial for obtaining reliable prediction results. <xref ref-type="table" rid="T1">Table 1</xref> lists the main input parameters for proton irradiated RPV steel at 290&#xb0;C. Most of the parameters come from literature data (<xref ref-type="bibr" rid="B4">Gan et al., 1999</xref>; <xref ref-type="bibr" rid="B8">Kwon et al., 2003</xref>; <xref ref-type="bibr" rid="B3">Dubinko et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Qingmao Wan, 2013</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Main input parameters of proton-irradiated RPV steel at 290&#xb0;C.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Parameter name</th>
<th align="center">Parametric symbol</th>
<th align="center">unit</th>
<th align="center">Proton irradiation</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Flux</td>
<td align="center">
<inline-formula id="inf41">
<mml:math id="m56">
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">dpa/s</td>
<td align="center">1 &#xd7; 10<sup>&#x2212;5</sup>
</td>
</tr>
<tr>
<td align="center">Combination probability</td>
<td align="center">
<inline-formula id="inf42">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">&#x2014;</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="center">Point defect percentage in cascaded endogenous clusters</td>
<td align="center">
<inline-formula id="inf43">
<mml:math id="m58">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mtext>ic</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mtext>dc</mml:mtext>
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</mml:msub>
</mml:mrow>
</mml:math>
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<mml:mrow>
<mml:msub>
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<mml:mrow>
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</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">&#x2014;</td>
<td align="center">2.5 &#xd7; 10<sup>&#x2212;4</sup>
</td>
</tr>
<tr>
<td align="center">Point defect percentage attenuation factor in cascaded endogenous clusters</td>
<td align="center">
<inline-formula id="inf45">
<mml:math id="m60">
<mml:mrow>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">&#x2014;</td>
<td align="center">0.7</td>
</tr>
<tr>
<td align="center">Endogenous interstitial clusters of cascades</td>
<td align="center">
<inline-formula id="inf46">
<mml:math id="m61">
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<mml:msub>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td rowspan="2" align="center">atoms</td>
<td align="center">3</td>
</tr>
<tr>
<td align="center">Endogenous vacancy clusters of cascades</td>
<td align="center">
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<mml:math id="m62">
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<mml:msub>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">6</td>
</tr>
<tr>
<td rowspan="6" align="center">Reaction constant</td>
<td align="center">
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<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
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</mml:mrow>
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</inline-formula>, <inline-formula id="inf49">
<mml:math id="m64">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td rowspan="6" align="center">&#x2014;</td>
<td align="center">50</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf50">
<mml:math id="m65">
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</mml:mrow>
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</inline-formula>, <inline-formula id="inf51">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
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</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf52">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">i</mml:mi>
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</inline-formula>, <inline-formula id="inf53">
<mml:math id="m68">
<mml:mrow>
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</inline-formula>
</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf54">
<mml:math id="m69">
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<mml:mi>Z</mml:mi>
<mml:mrow>
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</inline-formula>, <inline-formula id="inf55">
<mml:math id="m70">
<mml:mrow>
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<mml:mi>Z</mml:mi>
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</mml:math>
</inline-formula>
</td>
<td align="center">1.25</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf56">
<mml:math id="m71">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
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</inline-formula>, <inline-formula id="inf57">
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</mml:math>
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</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf58">
<mml:math id="m73">
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<mml:mi>Z</mml:mi>
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<mml:mi>C</mml:mi>
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<mml:mi>C</mml:mi>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf59">
<mml:math id="m74">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf60">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>i</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1 &#xd7; 10<sup>&#x2212;5</sup>; 1.5 &#xd7; 10<sup>&#x2212;5</sup>;<break/>0.5 &#xd7; 10<sup>&#x2212;5</sup>
</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf61">
<mml:math id="m76">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>u</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">Vacancy formation energy</td>
<td align="center">
<inline-formula id="inf62">
<mml:math id="m77">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td rowspan="3" align="center">ev</td>
<td align="center">1.55</td>
</tr>
<tr>
<td align="center">Migration energy</td>
<td align="center">
<inline-formula id="inf63">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf64">
<mml:math id="m79">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf65">
<mml:math id="m80">
<mml:mrow>
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<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
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</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>;</td>
<td align="center">0.25; 1.25; 2.70;</td>
</tr>
<tr>
<td align="center">Surface energy; Interface energy</td>
<td align="center">
<inline-formula id="inf66">
<mml:math id="m81">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
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<mml:mi>v</mml:mi>
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<mml:mi>i</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf67">
<mml:math id="m82">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">0.13; 0.25</td>
</tr>
<tr>
<td align="center">Pre coefficient refers to diffusion coefficient</td>
<td align="center">
<inline-formula id="inf68">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf69">
<mml:math id="m84">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>; <inline-formula id="inf70">
<mml:math id="m85">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>u</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">cm<sup>2</sup>/s</td>
<td align="center">0.05; 0.5; 300</td>
</tr>
<tr>
<td align="center">Initial dislocation density</td>
<td align="center">
<inline-formula id="inf71">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">cm<sup>&#x2212;2</sup>
</td>
<td align="center">1 &#xd7; 10<sup>10</sup>
</td>
</tr>
<tr>
<td align="center">Lattice constant</td>
<td align="center">
<inline-formula id="inf72">
<mml:math id="m87">
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">nm</td>
<td align="center">0.29064</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-4">
<title>2.4 Algorithm for multi-dimensional pathological differential equations</title>
<p>This model belongs to multidimensional ill conditioned rigid differential equations. If we consider the size distribution of various clusters, the number of equations will reach approximately 10<sup>9</sup>. This study does not currently consider the size distribution of clusters and only calculates the average size of clusters. The algorithm used is the Runge Kutta method, and a simulation program for nano-structure damage has been developed.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Calculation results</title>
<sec id="s3-1">
<title>3.1 Cluster evolution</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> shows the dynamic simulation results of A508-3 steel under proton irradiation at 290&#xb0;C, including a 3 &#xd7; 5 array diagram. The first line shows the interstitial defects and the hardening components of dislocation loops with the variation of irradiation dose. While the second line shows the vacancy type defects and the hardening components of voids with the variation of irradiation dose. The third line shows the Cu atomic related cluster and the hardening component of Cu rich phases with the variation of irradiation dose. The columns a-e represents monomer concentration, number of monomers contained in the cluster, cluster concentration, cluster size, and cluster hardening component, respectively.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Dynamic simulation results of A508-3 steel irradiation at 290&#xb0;C, the variation of clusters, i.e., (1) interstitial dislocation loops, (2) microvoids, and (3) Cu-rich phases with irradiation flux, including <bold>(A)</bold> monomer concentration; <bold>(B)</bold> the number of monomers in the cluster, <bold>(C)</bold> the concentration of the cluster; <bold>(D)</bold> cluster diameter; <bold>(E)</bold> The amount of hardening caused by clusters.</p>
</caption>
<graphic xlink:href="fenrg-12-1439489-g001.tif"/>
</fig>
<p>Within the irradiation dose range of 0.01&#x2013;0.4 dpa, (a) the concentration range of interstitial atoms is 3.4 &#xd7; 10<sup>&#x2212;16</sup>&#x2212;1.3 &#xd7; 10<sup>&#x2212;15</sup>, which gradually decreases with increasing irradiation dose and tends towards equilibrium concentration, with an order of magnitude of 10<sup>&#x2212;16</sup>; (b) The number of interstitial atoms contained in every dislocation loop is approximately 100&#x2013;500; (c) The density range of dislocation loops is 1.3 &#xd7; 10<sup>21</sup>&#x2013;1.3 &#xd7; 10<sup>22</sup>&#xa0;m<sup>&#x2212;3</sup>, which gradually increases with the increase of irradiation dose, fast firstly and then slow, with an order of magnitude of 10<sup>22</sup>&#xa0;m<sup>&#x2212;3</sup>; (d) The diameter is about 2&#x2013;8 nm, and the diameter shows an increasing trend with increasing dose, and the growth rate shares the same &#x201c;fast followed by slow&#x201d; type; (e) The hardening component of dislocation loops shows a similar increasing trend with the irradiation dose, first fast and then slow, increasing from less than 50&#x2013;160&#xa0;MPa up to 0.4&#xa0;dpa.</p>
<p>Within the irradiation dose range of 0.01 to 0.4&#xa0;dpa, (a) the vacancy concentration range is 4 &#xd7; 10<sup>&#x2212;8</sup>&#x2013;1.6 &#xd7; 10<sup>&#x2212;7</sup>, which gradually decreases with increasing irradiation dose and tends towards equilibrium concentration, with an order of magnitude of 10<sup>&#x2212;8</sup>; (b) The number of vacancies contained in a void is approximately 50&#x2013;150; (c) The density range of voids is 6.0 &#xd7; 10<sup>21</sup>&#x2013;1.3 &#xd7; 10<sup>23</sup>&#xa0;m<sup>&#x2212;3</sup>, which gradually increases with the increase of irradiation dose, fast firstly and then slow, with an order of 10<sup>23</sup>m<sup>&#x2212;3</sup>; (d) The diameter is about 1&#x2013;1.5 nm, and the diameter shows an increasing trend with increasing dose, and the growth rate shares the same &#x201c;fast followed by slow&#x201d; type; (e) The hardening component of voids shows a similar increasing trend with the irradiation dose, first fast and then slow, increasing from less than 25&#x2013;50&#xa0;MPa up to 0.4&#xa0;dpa.</p>
<p>Within the irradiation dose range of 0.01 to 0.4&#xa0;dpa, (a) the concentration range of Cu atoms is 9.6 &#xd7; 10<sup>&#x2212;6</sup>&#x2013;5.9 &#xd7; 10<sup>&#x2212;4</sup>, which decreases continuously with increasing irradiation dose; (b) The number of Cu atoms in the Cu-rich phase is approximately 100&#x2013;800; (c) The density range of Cu rich phases is 4.0 &#xd7; 10<sup>20</sup>&#x2013;3.1 &#xd7; 10<sup>22</sup>&#xa0;m<sup>&#x2212;3</sup>, which gradually increases with the increase of irradiation dose, fast firstly and then slow, with an order of magnitude of 10<sup>22</sup>&#xa0;m<sup>&#x2212;3</sup>; (d) The diameter is about 1&#x2013;2.5 nm, and the diameter shows an increasing trend with increasing dose, and the growth rate shares the same &#x201c;fast followed by slow&#x201d; type; (d) The hardening component of the Cu-rich phases shows a similar increasing trend with the irradiation dose, first fast and then slow, increasing from less than 20&#x2013;80&#xa0;MPa up to 0.4&#xa0;dpa, which is close to the saturation hardening amount of Cu rich phase. The supersaturated solid solution Cu atoms basically precipitate.</p>
</sec>
<sec id="s3-2">
<title>3.2 Relationship between cluster hardening component and total hardening amount</title>
<p>
<xref ref-type="fig" rid="F2">Figure 2</xref> shows the variation of various hardening amounts of A508-3 steel under proton irradiation at 290&#xb0;C with the irradiation dose. Below 0.05&#xa0;dpa, the hardening components of dislocation loops, voids, and Cu rich phases are comparable for the contribution of the total hardening amount; After 0.05&#xa0;dpa, the hardening components of dislocation loops, Cu rich phases, voids, and dislocation line networks are ranked in descending order, with hardening component of dislocation loops dominating the total hardening amount. This indicates that the evolution of dislocation loops is the dominant factor for the irradiation embrittlement of A508-3 steel under high dose proton irradiation conditions at 290&#xb0;C.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Dynamic simulation results of A508-3 steel irradiated by protons at 290&#xb0;C, the contribution of clusters, i.e., (1) interstitial dislocation loops, (2) microvoids, (3) Cu-rich phases, and (4) dislocation lines, to irradiation hardening.</p>
</caption>
<graphic xlink:href="fenrg-12-1439489-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Experimental verification</title>
<p>The high-temperature proton irradiation test utilizes the 320&#xa0;kV high charge ion experimental research platform of the National Laboratory of Heavy Ion Accelerator at Lanzhou Institute of Modern Physics. Using an incident beam perpendicular to the surface of the sample, with a scanning area of approximately 1.5 cm<sup>2</sup> &#xd7; 1.5 cm<sup>2</sup>, the total current intensity of the proton beam reaching the sample stage is approximately 25 &#x3bc; A. The vacuum degree is better than 1 &#xd7; 10<sup>&#x2212;4</sup> Pa, and the temperature control accuracy is &#xb1;5&#xb0;C. Under the proton irradiation at 290&#xb0;C, the proton beam density is approximately 6.8 &#xd7; 10<sup>13</sup> ion/cm<sup>2</sup>-s, equivalent to 11 &#x3bc; A/cm<sup>2</sup>. This irradiation was conducted to 5.57 ion/cm<sup>2</sup> &#xd7; 10<sup>17</sup> ion/cm<sup>2</sup>, equivalent to 0.163 dpa. The measured size and number density values were obtained by quantifying the dislocation loops of proton irradiated Chinese A508-3 RPV steel using TEM (<xref ref-type="bibr" rid="B14">Wan Q et al., 2012</xref>; <xref ref-type="bibr" rid="B9">Lei et al., 2014</xref>). The comparison between the experimental measured values of dislocation loops and the simulated values of cluster dynamics is shown in <xref ref-type="table" rid="T2">Table 2</xref>. The verification results show that for the dislocation loops in RPV steel irradiated with 290&#xb0;C proton, the calculated values of cluster dynamics are on the same order of magnitude as the TEM measured values in proton irradiation experiments, with a size deviation of 50%, a number density of 10%, and a hardening deviation of 20%. This indicates that cluster dynamics can effectively simulate the proton irradiation of RPV steel at 290&#xb0;C.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Experimental measurements and simulated values of cluster dynamics of dislocation loops in proton-irradiated Chinese A508-3 RPV steel at 290&#xb0;C.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">T<sub>i</sub>
<break/>&#xb0;C</th>
<th align="center">Dose<break/>dpa</th>
<th align="center">d<break/>nm</th>
<th align="center">N<break/>&#xd7;10<sup>22</sup>m<sup>&#x2212;3</sup>
</th>
<th align="center">&#x25b3;&#x3c3;<sub>loop</sub> MPa</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Measured values of TEM</td>
<td align="center">290</td>
<td align="center">0.163</td>
<td align="center">10.1</td>
<td align="center">0.88</td>
<td align="center">150</td>
</tr>
<tr>
<td align="center">Calculated values of DC</td>
<td align="center">290</td>
<td align="center">0.163</td>
<td align="center">&#x223c;5</td>
<td align="center">0.8</td>
<td align="center">&#x223c;120</td>
</tr>
<tr>
<td align="center">Relative deviation, %</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">50%</td>
<td align="center">10%</td>
<td align="center">20%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Considered both the homogeneous nucleation mechanisms and the heterogeneous nucleation mechanisms of solute clusters, the study developed a simulation program based on cluster dynamics model for the nano-structure evolution of RPV steel during irradiation. The average size and number density evolution of interstitial dislocation loops, voids, and solute clusters generated by proton irradiation at 290&#xb0;C were calculated, which were compared and verified with TEM measurements of specific proton irradiation experiment for Chinese A508-3 RPV steels at 0.163 dpa. The research results indicate that the simulation results are roughly consistent with the experimental results. Subsequent research can consider developing more universal cluster dynamics simulation methods with much more defects, conducting parameter sensitivity analysis and comprehensive experimental data validation.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available due to some procedural restrictions. Requests to access the datasets should be directed to <email>wanqiangmao@qq.com</email>.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>QW: Conceptualization, Data curation, Writing&#x2013;original draft, Writing&#x2013;review and editing. GS: Formal Analysis, Writing&#x2013;original draft, Writing&#x2013;review and editing, Conceptualization. JT: Methodology, Supervision, Writing&#x2013;review and editing. JP: Validation, Writing&#x2013;review and editing. LC: Software, Writing&#x2013;review and editing, Writing&#x2013;original draft. DW: Supervision, Writing&#x2013;review and editing. HL: Project administration, Writing&#x2013;review and editing. HD: Investigation, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was financially supported by the Zhejiang Provincial Natural Science Foundation of China under Grant No. LGG20E010005, No. LY21E010001, Dean&#x2019;s Fund of nuclear industry college under Grant No. YZJJ-2023-05.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Author GS was employed by China United Gas Turbine Technology Co., Ltd.</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="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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