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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xml:lang="en" article-type="research-article" dtd-version="1.1">
<front>
<journal-meta>
<journal-id journal-id-type="pmc">FDMP</journal-id>
<journal-id journal-id-type="nlm-ta">FDMP</journal-id>
<journal-id journal-id-type="publisher-id">FDMP</journal-id>
<journal-title-group>
<journal-title>Fluid Dynamics &#x0026; Materials Processing</journal-title>
</journal-title-group>
<issn pub-type="epub">1555-2578</issn>
<issn pub-type="ppub">1555-256X</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">21907</article-id>
<article-id pub-id-type="doi">10.32604/fdmp.2023.021907</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Fluid-Structure Coupled Analysis of the Transient Thermal Stress in an Exhaust Manifold</article-title><alt-title alt-title-type="left-running-head">Fluid-Structure Coupled Analysis of the Transient Thermal Stress in an Exhaust Manifold</alt-title><alt-title alt-title-type="right-running-head">Fluid-Structure Coupled Analysis of the Transient Thermal Stress in an Exhaust Manifold</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Yi</surname><given-names>Liang</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref><email>liangyi@guat.edu.cn</email>
</contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western"><surname>Gang</surname><given-names>Wen</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>Pan</surname><given-names>Nenggui</given-names></name>
<xref ref-type="aff" rid="aff-2">2</xref>
</contrib>
<contrib id="author-4" contrib-type="author">
<name name-style="western"><surname>Wang</surname><given-names>Wangui</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Mo</surname><given-names>Shengshuai</given-names></name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<aff id="aff-1"><label>1</label><institution>College of Automotive Engineering, Guilin University of Aerospace Technology</institution>, <addr-line>Guilin, 541004</addr-line>, <country>China</country></aff>
<aff id="aff-2"><label>2</label><institution>Passenger Vehicle Technology Center</institution>, <addr-line>Dongfeng Liuzhou Automobile Co., Ltd., Liuzhou, 545005</addr-line>, <country>China</country></aff>
</contrib-group><author-notes><corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Liang Yi. Email: <email>liangyi@guat.edu.cn</email></corresp></author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2023</year></pub-date>
<pub-date date-type="pub" publication-format="electronic"><day>18</day><month>9</month><year>2023</year></pub-date>
<volume>19</volume>
<issue>11</issue>
<fpage>2777</fpage>
<lpage>2790</lpage>
<history>
<date date-type="received"><day>12</day><month>2</month><year>2022</year></date>
<date date-type="accepted"><day>06</day><month>7</month><year>2022</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Yi et al.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yi et al.</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_FDMP_21907.pdf"></self-uri>
<abstract>
<p>The development of thermal stress in the exhaust manifold of a gasoline engine is considered. The problem is addresses in the frame of a combined approach where fluid and structure are coupled using the GT-POWER and STAR-CCM&#x002B; software. First, the external characteristic curve of the engine is compared with a one-dimensional simulation model, then the parameters of the model are modified until the curve matches the available experimental values. GT-POWER is then used to transfer the inlet boundary data under transient conditions to STAR-CCM&#x002B; in real-time. The temperature profiles of the inner and outer walls of the exhaust manifold are obtained in this way, together with the thermal stress and thermal deformation of the exhaust manifold itself. Using this information, the original model is improved through the addition of connections. Moreover, the local branch pipes are optimized, leading to significant improvements in terms of thermal stress and thermal deformation of the exhaust manifold (a 7% reduction in the maximum thermal stress).</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Exhaust manifold</kwd>
<kwd>fluid-structure coupling</kwd>
<kwd>temperature field</kwd>
<kwd>thermal stress</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>Basic Ability Improvement Project for Young and Middle-Aged Teachers in Guangxi Universities</funding-source>
<award-id>2021KY0792</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>Using software simulations, Zhu et al. [<xref ref-type="bibr" rid="ref-1">1</xref>] calculated the temperature field and thermal stress distribution of an exhaust manifold by concentrating on cracks that appeared in the exhaust manifold of a specific gasoline engine during a thermal-shock test. Results of the analysis indicated that the cracks on the exhaust manifold were caused by high thermal stress. They subsequently optimized the manifold structure, thereby significantly reducing the thermal stress of the 4-2-1 exhaust manifold and eliminating the risk of cracks [<xref ref-type="bibr" rid="ref-1">1</xref>]. To ensure that an exhaust manifold worked properly under high temperature and normal circulation conditions, Deng et al. [<xref ref-type="bibr" rid="ref-2">2</xref>] established a fluid domain computational fluid dynamics (CFD) model and solid domain computer-aided engineering (CAE) model. These models simulated and analyzed the two-way fluid-solid coupling heat transfer of the tightly coupled exhaust manifold by using STAR-CCM&#x002B; fluid simulation software and ABAQUS finite element method (FEM) simulation software. Ultimately, they calculated the fluid outer wall temperature field, convective heat transfer coefficient field, and solid region temperature field [<xref ref-type="bibr" rid="ref-2">2</xref>]. In the study of Zheng et al. [<xref ref-type="bibr" rid="ref-3">3</xref>], the exhaust manifold of an engine worked improperly, making thermal stress and thermal load more likely to happen. As a result, deformation and subsequently fracture of the exhaust manifold occurred. Taking different inlet boundary conditions as objects, Zheng et al. analyzed the internal flow field temperature of the exhaust manifold and calculated the thermal stress and thermal deformation using the sequential fluid-structure coupling method. Higher intake temperatures and speeds resulted in greater thermal stress and thermal deformation at both the inlet and the outlet of the exhaust manifold [<xref ref-type="bibr" rid="ref-3">3</xref>]. Dong et al. used the direct coupling method to simulate the transient thermal fluid and thermal stress coupling of the engine exhaust manifold. They subsequently compared the difference between the transient calculation results and the steady-state calculation results and verified that the transient thermal fluid and thermal stress coupling simulation was more accurate than the steady-state calculation [<xref ref-type="bibr" rid="ref-4">4</xref>].</p>
<p>The CFD and FEM methods are already widely employed in thermal stress analyses of exhaust manifolds, and the accuracy of these models is steadily improving [<xref ref-type="bibr" rid="ref-5">5</xref>,<xref ref-type="bibr" rid="ref-6">6</xref>]. However, most studies utilize the steady-state method, which largely ignores transient analysis theory and often results in significant errors. Therefore, in this paper, we employ the coupled transient model using GT-POWER and STAR-CCM&#x002B; fluid software and apply it to the exhaust manifold of a gasoline engine as the research object. The GT-POWER software transmits the inlet boundary information (mass flow and temperature) under transient conditions to STAR-CCM&#x002B; using UDF files in real-time. This ensures that the inlet mass flow and temperature change accordingly with variations in crankshaft angle, thus improving the accuracy and reliability of the calculated results. Devising an approach that accurately calculates the temperature field and thermal stress of exhaust manifolds provides a valuable reference for further research into gasoline engine exhaust manifolds.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Fluid-Structure Coupled Mode</title>
<p>Fluid-solid coupling heat transfer refers to the interaction between solids and fluids, accompanied by heat exchange. Therefore, it involves the joint action of mechanical load and thermal load. When coupling data is extracted from the coupling interface between the solid domain and the fluid domain, the solid domain uses the oil film temperature and heat transfer coefficient transmitted by the fluid, while the fluid uses the wall temperature transmitted by the solid domain as the boundary condition [<xref ref-type="bibr" rid="ref-7">7</xref>]. In the transient solution, accurate dynamic boundary conditions are particularly important. In this paper, we verify the combustion performance and emission characteristics of the one-dimensional simulation model engine experimentally, thereby proving the effectiveness of the simulation model [<xref ref-type="bibr" rid="ref-8">8</xref>].</p>
<p>In order to accurately obtain the temperature distribution, flow characteristics and the thermal stress distribution on the solid wall of the exhaust manifold. The temperature variation, the turbulent mixing, the transport of fluid components and the convection diffusion should also be taken into account when establishing the mathematical model. The basic governing equations of the fluid domain include the energy conservation equation, the momentum conservation equation and the mass conservation equation.</p>
<p>The mass conservation equation is given by [<xref ref-type="bibr" rid="ref-9">9</xref>&#x2013;<xref ref-type="bibr" rid="ref-11">11</xref>]</p>
<p><disp-formula id="eqn-1"><label>(1)</label>
<mml:math id="mml-eqn-1" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>&#x03C1;</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where <italic>t</italic> is the time, <inline-formula id="ieqn-1">
<mml:math id="mml-ieqn-1"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the velocity component in the <inline-formula id="ieqn-2">
<mml:math id="mml-ieqn-2"><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> direction, <inline-formula id="ieqn-3">
<mml:math id="mml-ieqn-3"><mml:mi>&#x03C1;</mml:mi></mml:math>
</inline-formula> is the density of the fluid.</p>
<p>The momentum conservation equation is given by</p>
<p><disp-formula id="eqn-2"><label>(2)</label>
<mml:math id="mml-eqn-2" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>&#x03C1;</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>j</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>g</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where <inline-formula id="ieqn-4">
<mml:math id="mml-ieqn-4"><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>g</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the component of gravity in the <inline-formula id="ieqn-5">
<mml:math id="mml-ieqn-5"><mml:mi>i</mml:mi></mml:math>
</inline-formula> direction, <inline-formula id="ieqn-6">
<mml:math id="mml-ieqn-6"><mml:mi>&#x03C1;</mml:mi></mml:math>
</inline-formula> is the static pressure, <inline-formula id="ieqn-8">
<mml:math id="mml-ieqn-8"><mml:mrow><mml:msub><mml:mi>&#x03C4;</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 stress vector.</p>
<p>The energy conservation equation is given by</p>
<p><disp-formula id="eqn-3"><label>(3)</label>
<mml:math id="mml-eqn-3" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>h</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mi>h</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>k</mml:mi><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where <inline-formula id="ieqn-9">
<mml:math id="mml-ieqn-9"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the conductivity caused by turbulent transfer, <inline-formula id="ieqn-10">
<mml:math id="mml-ieqn-10"><mml:mi>h</mml:mi></mml:math>
</inline-formula> is the static enthalpy, and <inline-formula id="ieqn-12">
<mml:math id="mml-ieqn-12"><mml:mi>k</mml:mi></mml:math>
</inline-formula> is the molecular conductivity.</p>
<p>Due to heat transfer between the fluid and the solid wall, the exhaust manifold needs to be divided into the fluid and solid domains [<xref ref-type="bibr" rid="ref-12">12</xref>]. The boundary conditions of the fluid domain are used to generate data for the inner surface of the cavity in the geometric model. An interface is generated between the solid domain and the fluid domain, where the contact surface between the two domains is defined as a type of heat and mass transfer. The solid mesh model is a combination of polyhedron and thin-film mesh models, which meets the requirements of computational accuracy [<xref ref-type="bibr" rid="ref-13">13</xref>]. The STAR-CCM&#x002B; unique polyhedron grid is used in the grids of the two domains, thus effectively reducing the number of grids and enhancing the utilization of computing resources [<xref ref-type="bibr" rid="ref-14">14</xref>].</p>
<p>In the fluid domain, the <inline-formula id="ieqn-13">
<mml:math id="mml-ieqn-13"><mml:mi>k</mml:mi></mml:math>
</inline-formula>-<inline-formula id="ieqn-14">
<mml:math id="mml-ieqn-14"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> turbulence model is used to calculate the convective heat transfer between fluid and wall as the boundary condition. The transport equation of standard <inline-formula id="ieqn-15">
<mml:math id="mml-ieqn-15"><mml:mi>k</mml:mi></mml:math>
</inline-formula>-<inline-formula id="ieqn-16">
<mml:math id="mml-ieqn-16"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> turbulence model can be described as</p>
<p><disp-formula id="eqn-4"><label>(4)</label>
<mml:math id="mml-eqn-4" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>k</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>k</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03BC;</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>k</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>b</mml:mi></mml:msub></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>M</mml:mi></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula></p>
<p><disp-formula id="eqn-5"><label>(5)</label>
<mml:math id="mml-eqn-5" display="block"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi>&#x03BC;</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mrow><mml:msub><mml:mi>x</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mi>&#x03B5;</mml:mi><mml:mi>k</mml:mi></mml:mfrac></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>b</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:msup><mml:mi>&#x03B5;</mml:mi><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:mrow><mml:mi>k</mml:mi></mml:mfrac></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:msub></mml:mrow></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:mstyle></mml:math>
</disp-formula>where <inline-formula id="ieqn-17">
<mml:math id="mml-ieqn-17"><mml:mi>k</mml:mi></mml:math>
</inline-formula> is the turbulent kinetic energy, <inline-formula id="ieqn-18">
<mml:math id="mml-ieqn-18"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> is the turbulent dissipation rate, <inline-formula id="ieqn-19">
<mml:math id="mml-ieqn-19"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the turbulent kinetic energy term generated by average velocity gradient, <inline-formula id="ieqn-20">
<mml:math id="mml-ieqn-20"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>b</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the turbulent kinetic energy term generated by buoyancy, <inline-formula id="ieqn-21">
<mml:math id="mml-ieqn-21"><mml:mrow><mml:msub><mml:mi>Y</mml:mi><mml:mi>M</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the expansion dissipation term, <inline-formula id="ieqn-22">
<mml:math id="mml-ieqn-22"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula>,<inline-formula id="ieqn-23">
<mml:math id="mml-ieqn-23"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>2</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula>,<inline-formula id="ieqn-24">
<mml:math id="mml-ieqn-24"><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mi>&#x03B5;</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> are constant. <inline-formula id="ieqn-25">
<mml:math id="mml-ieqn-25"><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> and <inline-formula id="ieqn-26">
<mml:math id="mml-ieqn-26"><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> are Prandtl numbers of <inline-formula id="ieqn-27">
<mml:math id="mml-ieqn-27"><mml:mi>k</mml:mi></mml:math>
</inline-formula> and <inline-formula id="ieqn-28">
<mml:math id="mml-ieqn-28"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula>. <inline-formula id="ieqn-29">
<mml:math id="mml-ieqn-29"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> and <inline-formula id="ieqn-30">
<mml:math id="mml-ieqn-30"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>&#x03B5;</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> are user-defined source items.</p>
<p>There are three basic methods for heat transfer: thermal conduction, thermal radiation and thermal convection. Thermal convection widely exists in various fluids, it refers to the process of heat transfer between various parts of the fluid due to relative displacement. The heat transfer that causes heat movement is called thermal conduction. Thermal radiation is electromagnetic radiation generated by the thermal motion of particles in matter. Thermal radiation is generated when heat from the movement of charges in the material is converted to electromagnetic radiation. In this paper, the effect of thermal radiation is ignored because it has little effect on this study [<xref ref-type="bibr" rid="ref-15">15</xref>].</p>
<p>Thermal conduction follows Fourier law is given by</p>
<p><disp-formula id="eqn-6"><label>(6)</label>
<mml:math id="mml-eqn-6" display="block"><mml:mi>q</mml:mi><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mi>&#x03BB;</mml:mi><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi mathvariant="italic">T</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi mathvariant="italic">n</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</disp-formula>where <inline-formula id="ieqn-31">
<mml:math id="mml-ieqn-31"><mml:mi>q</mml:mi></mml:math>
</inline-formula> is the heat flux density, <inline-formula id="ieqn-32">
<mml:math id="mml-ieqn-32"><mml:mi>&#x03BB;</mml:mi></mml:math>
</inline-formula> is the thermal conductivity, <inline-formula id="ieqn-33">
<mml:math id="mml-ieqn-33"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mrow><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:mstyle></mml:math>
</inline-formula> is the temperature gradient in all directions.</p>
<p>Thermal convection equation can be described as</p>
<p><disp-formula id="eqn-7"><label>(7)</label>
<mml:math id="mml-eqn-7" display="block"><mml:mi>q</mml:mi><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>G</mml:mi></mml:msub></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math>
</disp-formula>where <inline-formula id="ieqn-34">
<mml:math id="mml-ieqn-34"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the convective heat transfer coefficient, <inline-formula id="ieqn-35">
<mml:math id="mml-ieqn-35"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>s</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the surface temperature of solid. <inline-formula id="ieqn-36">
<mml:math id="mml-ieqn-36"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>G</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the fluid temperature.</p>
<p>Assuming that the manifold is a circular tube, the convective heat transfer coefficient between the high-temperature exhaust gas and the inner wall surface is given by</p>
<p><disp-formula id="eqn-8"><label>(8)</label>
<mml:math id="mml-eqn-8" display="block"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>&#x03BB;</mml:mi><mml:mi mathvariant="italic">f</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math>
</disp-formula>where <inline-formula id="ieqn-37">
<mml:math id="mml-ieqn-37"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:math>
</inline-formula> is the inner diameter of exhaust branch pipe, <inline-formula id="ieqn-38">
<mml:math id="mml-ieqn-38"><mml:mrow><mml:msub><mml:mi>&#x03BB;</mml:mi><mml:mi mathvariant="italic">f</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the thermal conductivity of the gas, <inline-formula id="ieqn-39">
<mml:math id="mml-ieqn-39"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the Nusselt number. Due to <inline-formula id="ieqn-40">
<mml:math id="mml-ieqn-40"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:msub></mml:mrow><mml:mo>&gt;</mml:mo><mml:mrow><mml:msup><mml:mn>10</mml:mn><mml:mn>4</mml:mn></mml:msup></mml:mrow></mml:math>
</inline-formula>, <inline-formula id="ieqn-41">
<mml:math id="mml-ieqn-41"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mn>0.023</mml:mn><mml:msubsup><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mrow><mml:mn>0.8</mml:mn></mml:mrow></mml:msubsup><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>f</mml:mi></mml:mrow><mml:mrow><mml:mn>0.3</mml:mn></mml:mrow></mml:msubsup></mml:math>
</inline-formula>, <inline-formula id="ieqn-42">
<mml:math id="mml-ieqn-42"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mi>U</mml:mi><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula>, <inline-formula id="ieqn-43">
<mml:math id="mml-ieqn-43"><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mrow><mml:mi>r</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula> is the Prandtl number, <inline-formula id="ieqn-44">
<mml:math id="mml-ieqn-44"><mml:mi>U</mml:mi></mml:math>
</inline-formula> is the average flow rate of gas in the pipe, <inline-formula id="ieqn-45">
<mml:math id="mml-ieqn-45"><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> is the Kinematic viscosity of gas.</p>
<p>Physical models are often divided into a large number of units in finite element analysis. The governing equation of thermal conduction of the unit body can be written as follows:</p>
<p><disp-formula id="eqn-9"><label>(9)</label>
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</disp-formula>where</p>
<p><disp-formula id="ueqn-10">
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</disp-formula></p>
<p><inline-formula id="ieqn-46">
<mml:math id="mml-ieqn-46"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula>, <inline-formula id="ieqn-47">
<mml:math id="mml-ieqn-47"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> and <inline-formula id="ieqn-48">
<mml:math id="mml-ieqn-48"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula> are the medium conductivity.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Sub-Model</title>
<p>By utilizing a combination of GT-POWER and STAR-CCM&#x002B; fluid software, the inlet boundary conditions (Inlet mass flow of the four cylinders and gas temperature at the four cylinder inlets) solved by GT-POWER are transferred to STAR-CCM&#x002B; in real-time under transient conditions. Then the node temperature of the temperature field distribution in the fluid domain is calculated by STAR-CCM&#x002B;. The node temperature is directly defined by some commands, and then it is used as the body load as the input to solve the wall thermal stress.</p>
<p>The STAR-CCM&#x002B; program has a variety of built-in physical models. The Three-Dimensional model is selected to represent space and the Implicit Unsteady model is chosen for time. Through analysis of the geometric model, we can see that large memory resources are required for performing calculations using the model. Therefore, to reduce the number of calculations, we select Segregated Flow as the flow item. Since the Reynolds number of the gas in the engine exhaust manifold is greater than 2300, the flow state of the gas in the exhaust manifold is three-dimensional turbulent flow. The <italic>k</italic>-<inline-formula id="ieqn-50">
<mml:math id="mml-ieqn-50"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> model is the most widely used turbulence model in the industry, so we choose the <inline-formula id="ieqn-49">
<mml:math id="mml-ieqn-49"><mml:mi>k</mml:mi></mml:math>
</inline-formula>-<inline-formula id="ieqn-51">
<mml:math id="mml-ieqn-51"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> turbulence model for this study. Due to the strong turbulent flow of gas in the exhaust manifold, we set the turbulence intensity to 0.1 and the vortex scale to 0.05 of the inlet radius. The sub-model selection is listed in <xref ref-type="table" rid="table-1">Table 1</xref>.</p>
<table-wrap id="table-1"><label>Table 1</label>
<caption>
<title>Selected sub models [<xref ref-type="bibr" rid="ref-16">16</xref>&#x2013;<xref ref-type="bibr" rid="ref-19">19</xref>]</title></caption>
<table><colgroup>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th></th>
<th>Physics model</th>
</tr>
</thead>
<tbody>
<tr>
<td>Space</td>
<td>Three dimensional</td>
</tr>
<tr>
<td>Time</td>
<td>Implicit unsteady</td>
</tr>
<tr>
<td>Material</td>
<td>Gas</td>
</tr>
<tr>
<td>Flow</td>
<td>Segregated flow</td>
</tr>
<tr>
<td>Equation of state</td>
<td>Ideal gas</td>
</tr>
<tr>
<td>Energy</td>
<td>Segregated fluid temperature</td>
</tr>
<tr>
<td>Viscous regime</td>
<td>Turbulent</td>
</tr>
<tr>
<td>Reynolds-averaged turbulence</td>
<td><italic>k</italic>-<inline-formula id="ieqn-50a">
<mml:math id="mml-ieqn-50a"><mml:mi>&#x03B5;</mml:mi></mml:math>
</inline-formula> turbulence</td>
</tr>
<tr>
<td rowspan="6">Enabled models</td>
<td>Realizable K-epsilon two-layer</td>
</tr>
<tr>
<td>Reynolds-averaged navier-stokes</td>
</tr>
<tr>
<td>Two-layer all wall treatment</td>
</tr>
<tr>
<td>Wall distance</td>
</tr>
<tr>
<td>Gradient</td>
</tr>
<tr>
<td>Interpolation</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Initial Conditions</title>
<p>To facilitate CFD transient analysis, the parameters of the calculation domain and the wall boundary parameters at zero time are set as the initial conditions of the analysis. The setting of these parameters has a substantial impact on the convergence of the model and the accuracy of the calculation results. Therefore, the initial conditions of the thermal analysis flow field are: initial pressure of 1.01 &#x00D7; 10<sup>5</sup> N/m<sup>2</sup>; ambient initial temperature set at 300 K; initial velocity of 0 m/s; and the convective heat transfer coefficient of the outer wall of the exhaust manifold is 11 W/m<sup>2</sup>&#x2219;k). The values of constants are listed in <xref ref-type="table" rid="table-2">Table 2</xref>.</p>
<table-wrap id="table-2"><label>Table 2</label>
<caption>
<title>The values of constants</title></caption>
<table><colgroup>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Constant parameter</th>
<th>Value</th>
</tr>
</thead>
<tbody>
<tr>
<td><inline-formula id="ieqn-51a">
<mml:math id="mml-ieqn-51a"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>&#x03BC;</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>0.09</td>
</tr>
<tr>
<td><inline-formula id="ieqn-52">
<mml:math id="mml-ieqn-52"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03F5;</mml:mi><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>1.44</td>
</tr>
<tr>
<td><inline-formula id="ieqn-53">
<mml:math id="mml-ieqn-53"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03F5;</mml:mi><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>1.9</td>
</tr>
<tr>
<td><inline-formula id="ieqn-54">
<mml:math id="mml-ieqn-54"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>t</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>1.0</td>
</tr>
<tr>
<td><inline-formula id="ieqn-55">
<mml:math id="mml-ieqn-55"><mml:mrow><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>1.0</td>
</tr>
<tr>
<td><inline-formula id="ieqn-56">
<mml:math id="mml-ieqn-56"><mml:mrow><mml:msub><mml:mi>&#x03B4;</mml:mi><mml:mi>e</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>1.2</td>
</tr>
<tr>
<td><inline-formula id="ieqn-57">
<mml:math id="mml-ieqn-57"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>M</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>2.0</td>
</tr>
<tr>
<td><inline-formula id="ieqn-58">
<mml:math id="mml-ieqn-58"><mml:mi>T</mml:mi><mml:mi>k</mml:mi><mml:mi>e</mml:mi><mml:mtext>&#x00A0;</mml:mtext><mml:mi>M</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:math>
</inline-formula></td>
<td>1.0E-10</td>
</tr>
<tr>
<td><inline-formula id="ieqn-59">
<mml:math id="mml-ieqn-59"><mml:mi>T</mml:mi><mml:mi>d</mml:mi><mml:mi>r</mml:mi><mml:mtext>&#x00A0;</mml:mtext><mml:mi>M</mml:mi><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:math>
</inline-formula></td>
<td>1.0E-10</td>
</tr>
<tr>
<td><inline-formula id="ieqn-60">
<mml:math id="mml-ieqn-60"><mml:mi>R</mml:mi><mml:msubsup><mml:mi>e</mml:mi><mml:mi>y</mml:mi><mml:mo>&#x2217;</mml:mo></mml:msubsup></mml:math>
</inline-formula></td>
<td>60</td>
</tr>
<tr>
<td><inline-formula id="ieqn-61">
<mml:math id="mml-ieqn-61"><mml:mi mathvariant="normal">&#x25B3;</mml:mi><mml:mspace width="thinmathspace" /><mml:mi>R</mml:mi><mml:mrow><mml:msub><mml:mi>e</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math>
</inline-formula></td>
<td>10</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Boundary Conditions</title>
<p>According to the design parameters of engines and exhaust manifolds shown in <xref ref-type="table" rid="table-3">Table 3</xref>, we construct a one-dimensional simulation model for naturally aspirated gasoline engines using GT-POWER software with an ignition sequence of 1-3-4-2, four cylinders, and four strokes. The model includes an intake and exhaust system, oil supply system, cylinder block system, as well as other modules. The one-dimensional simulation model of the engine is built using GT-POWER software, as <xref ref-type="fig" rid="fig-1">Fig. 1</xref> illustrates. This model provides the boundary conditions of the inlet and outlet of the engine exhaust manifold.</p>
<table-wrap id="table-3"><label>Table 3</label>
<caption>
<title>Main performance parameters of the engine</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Item</th>
<th>Unit</th>
<th>Parameter</th>
</tr>
</thead>
<tbody>
<tr>
<td>Cylinder diameter</td>
<td>mm</td>
<td>82.3</td>
</tr>
<tr>
<td>Stroke</td>
<td>mm</td>
<td>92.6</td>
</tr>
<tr>
<td>Engine displacement</td>
<td>L</td>
<td>2</td>
</tr>
<tr>
<td>Compression ratio</td>
<td></td>
<td>9.6:1</td>
</tr>
<tr>
<td>Max speed</td>
<td>r/min</td>
<td>5000</td>
</tr>
<tr>
<td>Max torque</td>
<td>N&#x00B7;m</td>
<td>282</td>
</tr>
<tr>
<td>Rated power</td>
<td>kW</td>
<td>145</td>
</tr>
</tbody>
</table>
</table-wrap><fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>One-dimensional simulation model of engine</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-1.tif"/>
</fig>
<p>When the exhaust manifold works, the internal air flow and solid wall heat transfer change dynamically with time. In order to avoid the non convergence of the exhaust manifold in the first cycle, the transient calculation of the exhaust manifold for three cycles (2160&#x00B0;CA) is carried out in this paper. Because the time of each crank angle is 3.3 &#x00D7; 10<sup>&#x2212;5</sup> s under the maximum speed of 5000 r/min, the time step is set to 3 &#x00D7; 10<sup>&#x2212;5</sup> s. The maximum iteration number is set to 10, which can ensure the full transmission of data between nodes.</p>
<p>In this study, we compare the external characteristic curve of the engine with that of the one-dimensional simulation model. Then, we gradually modify the parameters of the simulation model until the external characteristic curve calculated by the one-dimensional simulation model is in good agreement with the experimental value. As <xref ref-type="fig" rid="fig-2">Figs. 2</xref> and <xref ref-type="fig" rid="fig-3">3</xref> indicate, the errors for power and torque between the simulation and test are 3.7% and 2.8%, respectively. These values are both within 5%, which verifies the effectiveness of the GT-POWER simulation model.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Results of power simulation and test</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-2.tif"/>
</fig><fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Results of torque simulation and test</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-3.tif"/>
</fig>
<p>According to the calculations of the GT-POWER simulation, we obtain values for the inlet mass flow and gas temperature at the four cylinder inlets, as <xref ref-type="fig" rid="fig-4">Figs. 4</xref> and <xref ref-type="fig" rid="fig-5">5</xref> show, respectively. In the coupling simulation between GT-POWER and STAR-CCM&#x002B;, GT-POWER transfers the entry boundary conditions to STAR-CCM&#x002B; in real-time in the form of a UDF file.</p>
<fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Inlet mass flow of the four cylinders</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-4.tif"/>
</fig><fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Gas temperature at the four cylinder inlets</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-5.tif"/>
</fig>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Grid Independence Verification</title>
<p>The instantaneous velocity in engine exhausts can reach hundreds of meters per second, with high Reynolds numbers. This produces non-negligible viscous forces, and the velocity gradient is very large along the normal direction. Therefore, to ensure the accuracy of the calculation results and capture the flow characteristics in this region more effectively, it is necessary to divide the boundary layer. In this paper, the target y&#x002B; value is 30, and a three-layer boundary layer grid with a thickness of 0.56 mm is generated on the interface between fluid domain and solid domain by calculation.</p>
<p>Taking the exhaust manifold inlet wall temperature as the evaluation index, we compare the modeling results of 0.91 million, 1.12 million, 1.44 million, and 2.04 million grids. Ultimately, we select 1.12 million grids as the optimal value. Of the total number of 1.12 million grids, 0.32 million are in the fluid domain, while 0.8 million are in the solid domain, as <xref ref-type="fig" rid="fig-6">Fig. 6</xref> displays. The mixing factor, growth factor, and density of the tetrahedrons and polyhedrons are all set to 1.2. An appropriately-sized grid ensures sufficient data transmission between nodes during calculations. Thus, the global and minimum grid sizes are 1.5 and 0.5 mm, respectively.</p>
<fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>Effect of grid number on exhaust manifold temperature</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-6.tif"/>
</fig>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Temperature Field Analysis</title>
<p>The temperature distribution in the solid domain of the manifold has a tremendous impact on the thermal stress and thermal deformation of the entire exhaust manifold. This can, as a result, seriously affect the service performance and service life of the exhaust manifold [<xref ref-type="bibr" rid="ref-20">20</xref>]. As <xref ref-type="fig" rid="fig-7">Figs. 7</xref> and <xref ref-type="fig" rid="fig-8">8</xref> illustrate, the maximum temperature of the outer wall of the exhaust manifold appears in the upper area of the pressure stabilizing chamber at the outlet end, reaching 1047.7 K, which is similar to the temperatures at the intersection of the second and third branch pipe outlets. This high temperature is mainly attributable to the rapid vortex collection of high-temperature gas in the exhaust manifold. Additionally, the surface of the four inlet flanges is not in direct contact with high-temperature airflow. Besides, there is a large heat dissipation area and little fluid heat transfer, resulting in lower temperatures. The temperature at the outlet flange is higher than at the inlet flange, but the minimum temperature is only 905 K.</p>
<fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>Exhaust manifold outer wall temperature (front)</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-7.tif"/>
</fig><fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>Exhaust manifold outer wall temperature (rear)</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-8.tif"/>
</fig>
<p>The outer wall surface of the exhaust manifold directly generates convective heat transfer with the external environment, so the temperature is relatively low. In contrast, the inner wall surface is in direct contact with high-temperature gas, resulting in high convective heat transfer intensity and temperature. Moreover, the temperature range in the exhaust manifold wall surface is unevenly distributed, and there is a certain temperature gradient between the inner and outer wall surfaces. The maximum wall temperature of the exhaust manifold is shown in <xref ref-type="fig" rid="fig-8">Fig. 8</xref>, where the wall thickness is 5.5 mm. At the node with the maximum temperature, we place a monitoring point every 0.5 mm from the inside to the outside along the radial direction of the wall surface. A total of 11 points from the outer wall surface to the inner wall surface are used to analyze the temperature variations at the node with the maximum temperature, as shown in <xref ref-type="fig" rid="fig-9">Fig. 9</xref>.</p>
<fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>The temperature of the solid wall at the node with the maximum temperature</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-9.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Thermal Stress Model</title>
<sec id="s3_1">
<label>3.1</label>
<title>Boundary Conditions</title>
<p>The thermal deformation and thermal stress of the structure can be calculated by adding appropriate figures to the model for solving the temperature field. First, the temperature field in the solid domain is used as the applied load for thermal stress analysis, then the thermal deformation and thermal stress of the structure are calculated by the load step of the static analysis. The nonlinear parameters of the material are set according to the temperature variation range. Besides, the material of the exhaust manifold wall is QTANi35si5Cr2. Mechanical properties of the material include a yield strength greater than 220 MPa and a tensile strength greater than 370 MPa. Other material property parameters are presented in <xref ref-type="table" rid="table-4">Table 4</xref>. The boundary condition is to constrain all degrees of freedom in the bolt holes at the front and rear flanges, while the ambient temperature is set to 300 K.</p>
<table-wrap id="table-4"><label>Table 4</label>
<caption>
<title>Material properties of the exhaust manifold</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Item</th>
<th>Unit</th>
<th>Parameter</th>
</tr>
</thead>
<tbody>
<tr>
<td>Elasticity modulus</td>
<td>N/mm</td>
<td>1.38 &#x00D7; 10<sup>5</sup></td>
</tr>
<tr>
<td>Poisson ratio</td>
<td></td>
<td>0.283</td>
</tr>
<tr>
<td>Density</td>
<td>Kg/m<sup>3</sup></td>
<td>7450</td>
</tr>
<tr>
<td>Thermal conductivity</td>
<td>W/(m&#x00B7;k)</td>
<td>19.95</td>
</tr>
<tr>
<td>Thermal expansion coefficient</td>
<td>K<sup>&#x2212;1</sup></td>
<td>1.51 &#x00D7; 10<sup>&#x2212;5</sup></td>
</tr>
<tr>
<td>Specific heat capacity</td>
<td>J/(kg&#x00B7;K)</td>
<td>500</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Thermal Stress and Thermal Deformation</title>
<p>As <xref ref-type="fig" rid="fig-10">Fig. 10</xref> shows, a maximum thermal deformation of 1.64 mm occurs at the bending position of the pipelines of Cylinder 1 and Cylinder 4. <xref ref-type="fig" rid="fig-11">Fig. 11</xref> indicates that maximum thermal stress occurs at the junction between the outlet flange and the manifold. The maximum value is 205.03 MPa, which exceeds the yield strength of the material (200 MPa). Therefore, irrecoverable plastic deformation occurs near this position. Besides, there is a large temperature gradient at the junction between the outlet flange and the manifold. This position is more prone to thermal expansion and cold contraction during the temperature cycle, thus leading to large thermal stress and a greater likelihood of fatigue failure. Here, the local shape is maintained and the mesh is encrypted, resulting in excessive rough mesh and large thermal stress concentration. In practical situations, engineers should consider measures to reduce stress concentration during design and manufacturing, such as by setting chamfer. Results from the analysis also indicate that stress concentration occurs at the junction between the inlet flange and the branch pipeline, but it is less than the yield strength.</p>
<fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>Cloud diagram of thermal deformation</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-10.tif"/>
</fig><fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>Cloud diagram of thermal stress</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-11.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Optimization Measures</title>
<p>In this paper, we improve the original manifold model by strengthening the connecting rib plate to increase the overall stiffness of the manifold. The purpose of this is to reduce the thermal stress at the exhaust manifold without changing the internal flow field, thereby making the stress in the exhaust manifold more uniform and increasing overall structural stiffness. The improved model is displayed in <xref ref-type="fig" rid="fig-12">Fig. 12</xref>.</p>
<fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>Cloud diagram of thermal stress before and after optimization</title></caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="FDMP_21907-fig-12.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-12">Fig. 12</xref> shows a thermal stress comparison between the optimized model and the original model, and it reveals that the overall thermal stress distribution trend in the manifold remains essentially unchanged. However, the stress value decreases to a certain extent compared with before improvements. This is especially true at the junction between the exhaust manifold outlet and the flange, as well as the junction of each exhaust manifold branch pipe. The maximum thermal stress is reduced by up to 14.44 MPa from 205.03 to 190.59 MPa, indicating a decrease of about 7.0%. After optimization, the maximum thermal stress is within the yield strength of the material (200 MPa), thus meeting service requirements.</p>
<p>The maximum thermal strain decreases from 1.64 to 1.57 mm, primarily because the connecting ribs between the branch pipes somewhat restrict the deformation of the exhaust manifold, where the maximum thermal strain decreases by 0.07 mm, which is a 4.3% reduction.</p>
<p>To highlight the differences between the original model and the improved model, <xref ref-type="table" rid="table-5">Table 5</xref> lists the results of the calculations. It indicates that there is a general consistency between the original model and the improved model regarding the distribution of temperature field, thermal stress, and thermal deformation. However, the calculated values are slightly different, and the maximum temperature of the improved model is about 6.19 K lower than the original model. While this change is negligible, the thermal stress and thermal deformation decrease more significantly.</p>
<table-wrap id="table-5"><label>Table 5</label>
<caption>
<title>Comparison of results between original model and optimized model</title></caption>
<table><colgroup>
<col/>
<col/>
<col/>
<col/>
</colgroup>
<thead>
<tr>
<th>Item</th>
<th>Original model</th>
<th>Optimized model</th>
<th>Optimization results</th>
</tr>
</thead>
<tbody>
<tr>
<td>Temperature field</td>
<td>1047.70 K</td>
<td>1041.51 K</td>
<td>0.6%</td>
</tr>
<tr>
<td>Thermal stress</td>
<td>205.03 MPa</td>
<td>190.59 MPa</td>
<td>7.0%</td>
</tr>
<tr>
<td>Thermal deformation</td>
<td>1.64 mm</td>
<td>1.57 mm</td>
<td>4.3%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Conclusions</title>
<p>In this study, we established a one-dimensional model of the engine using GT-POWER software, then completed a calibration verification of the model. After calibration, the errors regarding torque and power between the simulation and the test were 2.8% and 3.7%, respectively. Coupled with STAR-CCM&#x002B; software, GT-Power calculated fluid-structure coupling with inlet temperature and mass flow rate as boundary conditions, thereby solving the problem of setting dynamic boundary conditions in a transient analysis. The temperature field of the exhaust manifold wall under actual working conditions was obtained by directly analyzing coupled heat transfer. According to the calculation results of thermal stress and thermal deformation under a transient temperature field, we optimized the original model by adding connections. After optimization, the maximum thermal stress fell by 14.44 MPa, or 7.0%, which demonstrates that the optimization scheme is feasible. These results provide a useful reference for optimizing designs of gasoline engine exhaust manifolds.</p>
</sec>
</body>
<back>
<sec>
<title>Funding Statement</title>
<p>This work is supported by the Basic Ability Improvement Project for Young and Middle-Aged Teachers in Guangxi Universities, Project No. 2021KY0792.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare that they have no conflicts of interest to report regarding the present study.</p>
</sec>
<ref-list content-type="authoryear">
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