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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mater.</journal-id>
<journal-title>Frontiers in Materials</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mater.</abbrev-journal-title>
<issn pub-type="epub">2296-8016</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1238559</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2023.1238559</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Materials</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of a cooling channel on the creep damage and failure probability of planar solid oxide fuel cells</article-title>
<alt-title alt-title-type="left-running-head">Luo 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/fmats.2023.1238559">10.3389/fmats.2023.1238559</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Luo</surname>
<given-names>Yun</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1891663/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xuqian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2342478/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Rongjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2342467/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Wenchun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2190786/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of New Energy</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Heavy Oil Processing</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</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/612879/overview">Jiantie Xu</ext-link>, South China University of Technology, 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/1048231/overview">Tong Liu</ext-link>, Wuhan Institute of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1528391/overview">Mas Irfan Purbawanto Hidayat</ext-link>, Sepuluh Nopember Institute of Technology, Indonesia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yun Luo, <email>luoyun1003@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1238559</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Luo, Chen, Liu and Jiang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Luo, Chen, Liu and Jiang</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>A solid oxide fuel cell (SOFC) is an all-solid-state chemical power generation device that converts chemical energy into electrical energy in an efficient and environmentally friendly way in medium- and high-temperature environments. However, the thermal stresses and creep damage are inevitably generated at high temperatures, which easily leads to mechanical failure or failure of the whole SOFC stack. Reducing the thermal stress generated by the uneven temperature distribution inside the SOFC stack has become a key problem to be solved urgently. In this paper, the thermal stress, creep damage, and failure behavior under their working conditions were analyzed by the finite element method. Then, the cooling channel was proposed to reduce the thermal stress and creep damage. The results show that adding the cooling channel to SOFC stack can reduce the creep damage and failure probability. The lower the cooling temperature, the better the cooling effect, and the lower the creep damage and failure probability.</p>
</abstract>
<kwd-group>
<kwd>solid oxide fuel cell</kwd>
<kwd>creep damage</kwd>
<kwd>failure probability</kwd>
<kwd>structural optimization</kwd>
<kwd>finite element analysis</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Energy Materials</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>A solid oxide fuel cell (SOFC) is the representative device of the third-generation fuel cell. It is a completely permanent chemical power generation device that can directly convert the chemical energy stored in the fuel and oxidant into electrical energy at medium and high temperatures (<xref ref-type="bibr" rid="B19">Yang et al., 2022</xref>). This has the highest theoretical energy density among several fuel cells. However, the reliability and durability at high temperatures are still a big challenge for longtime service (<xref ref-type="bibr" rid="B4">Golkhatmi et al., 2022</xref>). On the one hand, high thermal stresses are generated due to different coefficients of thermal expansions (CTEs) between SOFC components. The internal temperature of the SOFC stack is not uniform because the electrochemical reaction is exothermic (<xref ref-type="bibr" rid="B3">Kim et al., 2020</xref>). If the stack temperature is improperly controlled, the internal temperature will exceed the operating temperature range, leading to mechanical failure. On the other hand, the SOFC material inevitably generates creep damage under high thermal stress and high temperature for a long time (<xref ref-type="bibr" rid="B13">Wang et al., 2017</xref>). The micro-cavities form, grow, and then coalesce into macrocracks during creep. Large creep deformations can lead to contact failure between SOFC components and electrochemical performance degradation. Once the big cracks are generated in SOFC, the stack cannot run properly (<xref ref-type="bibr" rid="B9">Peksen, 2013</xref>). Therefore, reducing the thermal stress and creep damage caused by the uneven temperature distribution inside the SOFC stack has become the key problem to be solved urgently for the longtime service of SOFC.</p>
<p>Until now, many researchers have studied the thermal and creep behavior of SOFC. Tu et al. (<xref ref-type="bibr" rid="B5">Gong et al., 2023</xref>) proposed a novel L-type flow field and found that the operating temperature and temperature gradient are all reduced. Chen et al. (<xref ref-type="bibr" rid="B11">Wang et al., 2022</xref>) performed a thermal stress analysis on the planar anode-supported SOFC stack and found that the joint between the glass&#x2013;ceramic and PEN would suffer from high stress risk. Shim et al. (<xref ref-type="bibr" rid="B3">Kim et al., 2020</xref>) inferred that controlling metallic conduction between repeating units may change the key heat transfer pathways and internal thermal conditions. <xref ref-type="bibr" rid="B10">Peksen (2011</xref>) presented a coupled 3D thermofluid/thermomechanical analysis of a 36-layer planar-type SOFC stack, considering the cell, wire mesh, frame, interconnector plate, and glass&#x2013;ceramic sealant, but no damage and failure analyses were performed. Wu et al. (<xref ref-type="bibr" rid="B15">Wei et al., 2014</xref>) proposed a new design of a flow channel and easier seal by simulation and found that the power density and electrical efficiency were all increased. Wang and Liu et al. (<xref ref-type="bibr" rid="B25">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="B23">Zhang et al., 2023</xref>) conducted many interesting investigations on the novel electrode material of SOFC and found their proposed Ruddlesden&#x2013;Popper structure anode material and high-entropy perovskite-type symmetrical electrode exhibited good electrochemical performance and stability during the operation.</p>
<p>
<xref ref-type="bibr" rid="B21">Yu et al. (2014</xref>), <xref ref-type="bibr" rid="B26">Zhang et al. (2014</xref>), and <xref ref-type="bibr" rid="B27">Zhang et al. (2019</xref>) conducted several investigations on the thermal stress, creep damage, and failure probability of SOFC. The bonded compliant seal can decrease thermal deformation using the creep effect (<xref ref-type="bibr" rid="B7">Jiang et al., 2013</xref>). The creep crack growth behavior of the interconnected steel was studied (<xref ref-type="bibr" rid="B22">Yu et al., 2017</xref>). The temperature effect of creep behavior is more evident than that of the stress effect. The creep damage is increased with the increase in temperature. When the temperature is lower than 600&#xb0;C, nearly no crack occurs (<xref ref-type="bibr" rid="B20">Yu et al., 2018</xref>). The cathode thickness and electrolyte thickness have little effect on the TDFP of SOFC components. Decreasing the anode thickness, the frame thickness can reduce the TDFP of the sealant. The sealant thickness and frame thickness can greatly affect the life of the SOFC stack. Previously, we (<xref ref-type="bibr" rid="B6">Jiang et al., 2015</xref>; <xref ref-type="bibr" rid="B8">Luo et al., 2016</xref>; <xref ref-type="bibr" rid="B24">Zhang et al., 2021</xref>) also conducted many investigations on the thermal stress, creep damage, and failure probability of planar SOFCs. Although the material parameters and geometry size were optimized, a solution to reduce thermal stress and creep damage was not proposed.</p>
<p>Because the electrochemical reaction in SOFC is exothermic, the temperature inside the reactor will continue to rise as the electrochemical reaction proceeds. If the heat inside the reactor is not eliminated in time, the reactor temperature will exceed the normal operating temperature, which can easily cause reactor failure at a high temperature. During the service process at high temperatures, the stable operation temperature should be maintained. Therefore, in this study, a cooling channel was proposed to stabilize the internal temperature of the SOFC stack. According to the internal temperature of the SOFC stack, the temperature of the cooling channel was determined. First, the effects of the cooling channel on the thermal stress and failure probability of the SOFC stack were investigated. The effect of cooling temperature was also discussed.</p>
</sec>
<sec id="s2">
<title>2 Geometric model and material</title>
<sec id="s2-1">
<title>2.1 Geometric model</title>
<p>The planar SOFC with a reverse channel was used. The basic unit is composed of a positive electrolyte negative (PEN), seal layer, and collector plate. PEN is a single cell with an anode, electrolyte, and cathode. The PEN is connected to the collector plate by bonding with glass&#x2013;ceramic. The geometric model of the basic repetitive unit is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The length and width of SOFCs are 10 and 10&#xa0;cm, respectively. The materials of the cathode, electrolyte, anode, seal, and collector plate are LSCF, YSZ, NiO-YSZ, GC-9, and 430 stainless steel, respectively. The thickness of the cathode, electrolyte, anode, and seal is 40, 10, 600, and 100, respectively. Both the height and width of the air/fuel channel in the collector plate are 500&#xa0;&#x3bc;m. The total height of the collector plate is 2000&#xa0;&#x3bc;m. The cooling channel with a height of 200&#xa0;&#x3bc;m is located in the center of the collector plate.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Geometric model size of SOFC.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Operation technologies and material parameters</title>
<p>The SOFC stack is heated to 650&#xb0;C at a heating rate of 1&#xb0;C/min. Then, the stack is operated at 650&#xb0;C for 50,000&#xa0;h. The assembly pressure is 0.1&#xa0;MPa. During the operation, the creep effect at high temperatures is considered. In addition, the SOFC stack is assumed to be stress-free at the bonding temperature due to the stress relaxation at high temperatures. The residual stresses generated from bonding temperature to room temperature are also considered. The variations in thermal stresses, creep damage, and failure probability with time of the SOFC are calculated during the operation. Temperature-dependent thermophysical and mechanical properties are used, which are obtained from <xref ref-type="bibr" rid="B14">Wang et al. (2019</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Meshing and boundary condition</title>
<p>Because the SOFC stack is a periodic repeating structure, the finite element model is simplified as a two-dimensional (2D) plain-strain model to save computing time. The finite element meshing for the conventional and new SOFC stacks is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The element width is 100&#xa0;&#x3bc;m, and the element height is changed from 5&#xa0;&#x3bc;m to 100&#xa0;&#x3bc;m for different component thicknesses. The element type is a four-node plane reduction integrating element (CPS4R). During the stress analysis, in order to limit the model displacement and have freedom, the displacements of points A and C were restrained along the <italic>X</italic>-direction, and the displacements of points B and D were restrained along the <italic>Y</italic>-direction, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Finite element meshes of the SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>3 Calculation model</title>
<sec id="s3-1">
<title>3.1 Constitutive model</title>
<p>The thermal stress is calculated by thermoelastoplastic analysis. For the operation stage of the SOFC stack, the total strain rate can be decomposed into four components as follows:<disp-formula id="e1">
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</mml:msup>
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<label>(1)</label>
</disp-formula>where <inline-formula id="inf1">
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</inline-formula> stand for the rate of elastic strain, plastic strain, thermal strain, and creep strain, respectively. For the start-up stage, the creep effect is ignored due to the short time, and the total strain in the SOFC is induced by the elastic, plastic, and thermal strains. Elastic strain is calculated using the isotropic Hooke&#x2019;s law with temperature-dependent Young&#x2019;s modulus and Poisson&#x2019;s ratio. Thermal strain is calculated using the temperature-dependent coefficient of thermal expansion (CTE). For plastic strain, a rate-independent plastic model with von Mises yield criteria and a linear isotropic hardening model is employed. The isotropic hardening model shows that the yield surface expands with the accumulated plastic strain, while its center remains in the same place of the stress field, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Isotropic hardening model.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Creep damage model</title>
<p>Creep strain should be calculated accurately to predict the creep damage under a high-temperature state. The creep strain during the operation stage is calculated based on the Wen&#x2013;Tu creep damage constitutive model (<xref ref-type="bibr" rid="B18">Wen et al., 2013</xref>):<disp-formula id="e2">
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<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>9</mml:mn>
<mml:mi>n</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>4</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>108</mml:mn>
<mml:mi>n</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m8">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:msqrt>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <inline-formula id="inf5">
<mml:math id="m9">
<mml:mrow>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>c</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is the creep strain rate tensor, <italic>B</italic> is the creep strength coefficient related to the steady state, <inline-formula id="inf6">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the von Mises stress, <inline-formula id="inf7">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the deviatoric stress tensor, <inline-formula id="inf8">
<mml:math id="m12">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the damage parameter of microcracks, <italic>n</italic> is the stress exponent related to the steady state, <inline-formula id="inf9">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b2;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the parameter related to <inline-formula id="inf10">
<mml:math id="m14">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>n</italic>, and <inline-formula id="inf11">
<mml:math id="m15">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the damage state variable ranging from 0 to 1.</p>
<p>The creep damage is calculated by the ductility exhaustion approach (<xref ref-type="bibr" rid="B17">Wen and Tu, 2014</xref>). In this approach, when the local creep strain accumulation reaches the creep ductility (creep fracture strain) value, the damage reaches the critical value. The ductility exhaustion approach is expressed in Eq. <xref ref-type="disp-formula" rid="e5">5</xref>. In addition, the multiaxial creep fracture strain is calculated using the modified microscopic cavity growth model, as shown in Eq. <xref ref-type="disp-formula" rid="e6">6</xref>
<disp-formula id="e5">
<mml:math id="m16">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x222b;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mi>t</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>c</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m17">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf12">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the hydrostatic stress, <inline-formula id="inf13">
<mml:math id="m19">
<mml:mrow>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>c</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the equivalent creep strain rate, <inline-formula id="inf14">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the uniaxial creep failure strain, representing the creep resistance at high temperature, and <inline-formula id="inf15">
<mml:math id="m21">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x2a;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is the multiaxial creep failure strain. When the damage reaches 0.99, the material is considered to be damaged completely, and crack initiation occurs. The creep and Weibull parameters of every parts of SOFC at 600&#xa0;&#xb0;C are shown in <xref ref-type="table" rid="T1">Table 1</xref> (<xref ref-type="bibr" rid="B12">Wang Y. et al., 2022</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Creep parameters of SOFC at 600&#xb0;C.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Material</th>
<th align="center">LSCF</th>
<th align="center">YSZ</th>
<th align="center">NiO&#x2013;YSZ</th>
<th align="center">Seal layer</th>
<th align="center">Collector plate</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>B</italic> (MPa<sup>-n</sup>h<sup>-1</sup>)</td>
<td align="center">1.27E-13</td>
<td align="center">1.18E-16</td>
<td align="center">2.64E-12</td>
<td align="center">2.36E-14</td>
<td align="center">7.95E-16</td>
</tr>
<tr>
<td align="center">
<italic>n</italic>
</td>
<td align="center">1.7</td>
<td align="center">1</td>
<td align="center">1.7</td>
<td align="center">5.943</td>
<td align="center">6.896</td>
</tr>
<tr>
<td align="center">
<inline-formula id="inf16">
<mml:math id="m22">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>e</mml:mi>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mover accent="true">
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>c</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">0.02</td>
<td align="center">0.02</td>
<td align="center">0.02</td>
<td align="center">0.01</td>
<td align="center">0.26</td>
</tr>
<tr>
<td align="center">Weibull modulus <italic>m</italic>
</td>
<td align="center">3.7</td>
<td align="center">8.6</td>
<td align="center">17.8</td>
<td align="center">6.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">Unit volume element <italic>V</italic>
<sub>
<italic>0</italic>
</sub> (mm<sup>3</sup>)</td>
<td align="center">1.21</td>
<td align="center">0.35</td>
<td align="center">0.578</td>
<td align="center">1.0</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">Characteristic strain <italic>&#x3b7;</italic>
</td>
<td align="center">0.01</td>
<td align="center">0.01</td>
<td align="center">0.01</td>
<td align="center">0.007</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Failure probability model</title>
<p>Currently, the failure calculation of SOFC is mainly based on the Weibull statistical method. <xref ref-type="bibr" rid="B16">Weibull (1939</xref>) proposed a more flexible mathematical distribution model to fit the spread of brittle material failure strength. The traditional generalized form of the Weibull distribution model is usually expressed as (<xref ref-type="bibr" rid="B1">Anandakumar et al., 2010</xref>):<disp-formula id="e7">
<mml:math id="m23">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munder>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:munder>
</mml:mstyle>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <italic>P</italic> is the survival probability, <italic>&#x3c3;</italic>
<sub>0</sub> is the characteristic strength that represents a scale parameter for the distribution, and <italic>m</italic> is the Weibull modulus. <italic>V</italic>
<sub>
<italic>0</italic>
</sub> is a reference volume linked to the characteristic strength. <italic>V</italic>
<sub>
<italic>j</italic>
</sub> is the volume of the material. The Weibull method shows that the failure probability is controlled by volume and applied stress. However, since the applied stresses in a SOFC are relaxed gradually during creep, it can also cause the growth of the pre-existing flaws and nucleation of new cavities and cracks by the creep damage. In this study, the failure probability is calculated based on the time-dependent failure probability model proposed by <xref ref-type="bibr" rid="B28">Zhang et al. (2018</xref>):<disp-formula id="e8">
<mml:math id="m24">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munder>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:munder>
</mml:mstyle>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <italic>&#x3b7;</italic> is the scale parameter that expresses the characteristic strain. The corresponding failure probability is obtained at each increment by importing the equivalent creep strain. Here, we assume that the Weibull parameters are the same before and after creep. The Weibull parameters of every part of the SOFC at 600&#xb0;C are shown in <xref ref-type="table" rid="T1">Table 1</xref> (<xref ref-type="bibr" rid="B12">Wang Y. et al., 2022</xref>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>4 Results and discussion</title>
<sec id="s4-1">
<title>4.1 Results for the conventional SOFC stack</title>
<p>The thermal stresses are generated because of temperature variation from room temperature to operation temperature. <xref ref-type="fig" rid="F4">Figure 4</xref> shows the contour distribution of CEEQ, creep damage, and failure probability after 50,000&#xa0;h of operation. The maximum CEEQ and creep damage are all located at the sealing layer. The failure probability is located at the sealing layer between the anode and bipolar plate. The CEEQ, creep damage, and failure probability at other positions are very small. The distribution of creep damage is similar to CEEQ. The maximum creep damage and failure probability are 0.68 and 6.81E-4, respectively. The marginal area of the SOFC stack, especially in the sealing layer, is the key focus area.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contour distribution of CEEQ <bold>(A)</bold>, creep damage <bold>(B)</bold>, and failure probability <bold>(C)</bold> after 50,000&#xa0;h of operation for the conventional SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g004.tif"/>
</fig>
<p>In order to analyze the stress and damage in the marginal area clearly, <xref ref-type="fig" rid="F5">Figure 5</xref> shows the CEEQ, creep damage, and failure probability along path P1 after 50,000&#xa0;h of operation. Here, path P1 is the distance from a collector plate&#x2192;sealing layer&#x2192;PEN&#x2192;another collector plate. The maximum CEEQ and creep damage are all located in the sealing layer, while the maximum von Mises stress is located in the cell. The variation law of creep damage is the same as that of the CEEQ. The von Mises stress in the sealing layer is very small, so it indicates that the creep damage and failure probability are determined by the CEEQ rather than the von Mises stress.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>CEEQ, creep damage, and failure probability after 50,000&#xa0;h of operation for the conventional SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g005.tif"/>
</fig>
<p>Because the maximum creep damage and failure probability are all located in the sealing layer, variations occur in CEEQ, creep damage, von Mises stress, and failure probability during the operation with time of a node in the sealing layer, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. It obviously shows that the variation curves are divided into three stages. At stage I, the CEEQ, creep damage, and failure probability are greatly increased, while the von Mises stress is greatly decreased. At stage II, the CEEQ, creep damage, and failure probability are increased gradually, while the von Mises stress is decreased gradually. At stage III, the CEEQ, creep damage, and failure probability continue to increase at a smaller rate, while the von Mises stress decreases slightly. More attention should be paid to the thermal stress and creep damage of the SOFC stack in the early service period, especially within 10,000&#xa0;h.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Variation in CEEQ, creep damage, von Mises stress, and failure probability of a node in the sealing layer during operation with time for the conventional SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g006.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Results for the optimized SOFC stack</title>
<p>The cooling channel was employed in the SOFC stack. <xref ref-type="fig" rid="F7">Figure 7</xref> shows the contour distribution of CEEQ, creep damage, and failure probability after 50,000&#xa0;h of operation for the optimized SOFC stack with a cooling channel at 600&#xb0;C. Compared with <xref ref-type="fig" rid="F4">Figure 4</xref>, the CEEQ, creep damage, and failure probability were all decreased. The CEEQ and creep damage were decreased by 65% and 72%, respectively. The failure probability was decreased by 10 times. It is proved that the cooling channel can reduce creep damage and failure probability, thus increasing the service life at high temperatures.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Contour distribution of CEEQ <bold>(A)</bold>, creep damage <bold>(B)</bold>, and failure probability <bold>(C)</bold> after 50,000&#xa0;h of operation for the optimized SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g007.tif"/>
</fig>
<p>The marginal area is the potential area for failure to occur, and the CEEQ, creep damage, and von Mises stress along path P1 in the marginal area after 50,000&#xa0;h of operation for the optimized SOFC stack are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. Similar to the conventional SOFC stack, the maximum CEEQ and creep damage are located in the sealing layer, where the von Mises stress is the minimum. Furthermore, the CEEQ and creep damage are the same for the two types of sealing layers (anode/bipolar plate and cathode/bipolar plate). The maximum CEEQ and creep damage are 0.021 and 0.135, respectively. The maximum von Mises stress is 69&#xa0;MPa, which is located in the bipolar plate adjacent to the cathode side. The maximum von Mises stress is transferred from the cathode side to the bipolar plate side.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>CEEQ, creep damage, and von Mises stress after 50,000&#xa0;h of operation for the optimized SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g008.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the variation in CEEQ, creep damage, von Mises stress, and failure probability of a node in the sealing layer during operation with time for the optimized SOFC stack. The variation curves are also divided into three stages, which are similar to the curves of the conventional SOFC stack. The difference is that the CEEQ, creep damage, and failure probability have almost no changes at stages II and III. After 50,000&#xa0;h of service, the creep damage and failure probability for the optimized SOFC stack are still smaller than those for the conventional SOFC stack. It indicates that the creep damage and failure probability mainly accumulate at the first stage within 6,000&#xa0;h for the optimized SOFC stack. The attenuation of the SOFC stack due to creep damage is mainly concentrated in the early stage, and it is negligible in the late stage.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Variation in CEEQ, creep damage, von Mises stress, and failure probability of a node in the sealing layer during operation with time for the optimized SOFC stack.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g009.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>4.3 Discussion</title>
<p>Based on the aforementioned analysis, the cooling channel can reduce creep damage and failure probability of the SOFC stack. The temperature of the cooling channel is set at 600&#xb0;C. In order to analyze the cooling channel temperature on the controlling effect, the CEEQ, creep damage, and failure probability of the optimized SOFC stack with a low cooling temperature (450&#xb0;C) were also discussed. <xref ref-type="fig" rid="F10">Figure 10</xref> shows the CEEQ, creep damage, and failure probability after 50,000&#xa0;h of operation for the optimized SOFC stack at a cooling temperature of 450&#xb0;C. The distributions of CEEQ, creep damage, and von Mises stress are similar to those for the higher temperature (600&#xb0;C). Compared to 600&#xb0;C, the CEEQ and creep damage at 450&#xb0;C decreased from 0.23 to 0.17 and from 0.14 to 0.11, respectively. The maximum von Mises stress is transferred from the bipolar plate side to the cathode side, and its value in the bipolar plate is increased.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>CEEQ, creep damage, and von Mises stress after 50,000&#xa0;h of operation for the optimized SOFC stack at a low cooling temperature.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g010.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> shows the variation in CEEQ, creep damage, von Mises stress, and failure probability of a node in the sealing layer during the operation with time for the optimized SOFC stack at a low cooling temperature. It can be seen that the variation curves are similar to those of the higher cooling temperature. The creep damage and failure probability have no changes in stage III. The creep damage and failure probability are also decreased with the increase in the cooling temperature.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Variation in CEEQ, creep damage, von Mises stress, and failure probability of a node in the sealing layer during operation with time for the optimized SOFC stack at a low cooling temperature.</p>
</caption>
<graphic xlink:href="fmats-10-1238559-g011.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T2">Table 2</xref> lists the comparisons of maximum CEEQ, creep damage, and failure probability for the conventional and optimized SOFC stack. The maximum CEEQ, creep damage, and failure probability are all decreased by setting the cooling channel. Decreasing the cooling channel temperature is beneficial to further reducing the creep damage and failure probability. The cooling channel temperature can be realized by internal reforming or passing the cooling medium.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparisons of maximum CEEQ, creep damage, and failure probability.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Type</th>
<th align="center">Maximum equivalent creep strain</th>
<th align="center">Maximum creep damage</th>
<th align="center">Maximum failure probability</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Conventional SOFC stack</td>
<td align="center">0.065</td>
<td align="center">0.510</td>
<td align="center">6.71 &#xd7; 10<sup>&#x2212;4</sup>
</td>
</tr>
<tr>
<td align="center">Optimized SOFC stack (600&#xb0;C)</td>
<td align="center">0.022</td>
<td align="center">0.142</td>
<td align="center">9.72 &#xd7; 10<sup>&#x2212;5</sup>
</td>
</tr>
<tr>
<td align="center">Optimized SOFC stack (450&#xb0;C)</td>
<td align="center">0.019</td>
<td align="center">0.123</td>
<td align="center">4.93 &#xd7; 10<sup>&#x2212;5</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this study, the thermal stress, creep damage, and failure probability of the SOFC stack were studied by simulation. The cooling channel was proposed to reduce the failure risk of the SOFC. The effects of cooling temperature were also discussed. The following conclusions can be obtained:<list list-type="simple">
<list-item>
<p>(1) The maximum creep damage and failure probability are located in the sealing layer. Larger CEEQ leads to a greater damage and failure risk after longtime service.</p>
</list-item>
<list-item>
<p>(2) Adding the cooling channel to the SOFC stack can reduce the creep damage and the failure probability because the internal temperature becomes more uniform.</p>
</list-item>
<list-item>
<p>(3) The attenuation of the optimized SOFC stack is mainly concentrated in the early stage, and the maximum von Mises stress is transferred from the cathode side to the bipolar plate side.</p>
</list-item>
<list-item>
<p>(4) The lower the cooling temperature, the better the cooling effect, and the lower the creep damage and failure probability.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>YL: data curation, investigation, and writing&#x2013;original draft preparation. XC and RL: methodology, logical structure, software, and validation. WJ: writing&#x2013;reviewing and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack>
<p>The authors gratefully acknowledge the support provided by the National Key R&#x26;D Program of China (2021YFB4001503).</p>
</ack>
<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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