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<front>
<journal-meta>
<journal-id journal-id-type="pmc">CMES</journal-id>
<journal-id journal-id-type="nlm-ta">CMES</journal-id>
<journal-id journal-id-type="publisher-id">CMES</journal-id>
<journal-title-group>
<journal-title>Computer Modeling in Engineering &#x0026; Sciences</journal-title>
</journal-title-group>
<issn pub-type="epub">1526-1506</issn>
<issn pub-type="ppub">1526-1492</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">70435</article-id>
<article-id pub-id-type="doi">10.32604/cmes.2025.070435</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Novel Analysis of <inline-formula id="ieqn-1"><mml:math id="mml-ieqn-1"><mml:mrow><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="bold-italic">i</mml:mi></mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">Z</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mi mathvariant="bold-italic">O</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">M</mml:mi><mml:mi mathvariant="bold-italic">W</mml:mi><mml:mi mathvariant="bold-italic">C</mml:mi><mml:mi mathvariant="bold-italic">N</mml:mi><mml:mi mathvariant="bold-italic">T</mml:mi></mml:mrow></mml:math></inline-formula>-Ternary Hybrid Nanofluid Flow in Electromagnetic Squeezing Systems</article-title>
<alt-title alt-title-type="left-running-head">Novel Analysis of <inline-formula id="ieqn-2"><mml:math id="mml-ieqn-2"><mml:mrow><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="bold-italic">i</mml:mi></mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">Z</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mi mathvariant="bold-italic">O</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">M</mml:mi><mml:mi mathvariant="bold-italic">W</mml:mi><mml:mi mathvariant="bold-italic">C</mml:mi><mml:mi mathvariant="bold-italic">N</mml:mi><mml:mi mathvariant="bold-italic">T</mml:mi></mml:mrow></mml:math></inline-formula>-Ternary Hybrid Nanofluid Flow in Electromagnetic Squeezing Systems</alt-title>
<alt-title alt-title-type="right-running-head">Novel Analysis of <inline-formula id="ieqn-3"><mml:math id="mml-ieqn-3"><mml:mrow><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="bold-italic">i</mml:mi></mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">Z</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mi mathvariant="bold-italic">O</mml:mi></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">M</mml:mi><mml:mi mathvariant="bold-italic">W</mml:mi><mml:mi mathvariant="bold-italic">C</mml:mi><mml:mi mathvariant="bold-italic">N</mml:mi><mml:mi mathvariant="bold-italic">T</mml:mi></mml:mrow></mml:math></inline-formula>-Ternary Hybrid Nanofluid Flow in Electromagnetic Squeezing Systems</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author">
<name name-style="western"><surname>Hamzah</surname><given-names>Muhammad</given-names></name><xref ref-type="aff" rid="aff-1">1</xref></contrib>
<contrib id="author-2" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Ramzan</surname><given-names>Muhammad</given-names></name><xref ref-type="aff" rid="aff-2">2</xref><email>ramzanmaths785@gmail.com</email></contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>Almehizia</surname><given-names>Abdulrahman A.</given-names></name><xref ref-type="aff" rid="aff-3">3</xref></contrib>
<contrib id="author-4" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Mahariq</surname><given-names>Ibrahim</given-names></name><xref ref-type="aff" rid="aff-4">4</xref><xref ref-type="aff" rid="aff-5">5</xref><xref ref-type="aff" rid="aff-6">6</xref><xref ref-type="aff" rid="aff-7">7</xref><xref ref-type="aff" rid="aff-8">8</xref><email>maharik.i@gust.edu.kw</email></contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Al-Essa</surname><given-names>Laila A.</given-names></name><xref ref-type="aff" rid="aff-9">9</xref></contrib>
<contrib id="author-6" contrib-type="author">
<name name-style="western"><surname>Hassan</surname><given-names>Ahmed S.</given-names></name><xref ref-type="aff" rid="aff-10">10</xref></contrib>
<aff id="aff-1"><label>1</label><institution>Department of Mathematics, Government College University Faisalabad</institution>, <addr-line>Faisalabad, 38000</addr-line>, <country>Pakistan</country></aff>
<aff id="aff-2"><label>2</label><institution>KMUTT Fixed Point Research Laboratory</institution>, <addr-line>Room SCL 802</addr-line>, <institution>Fixed Point Laboratory, Science Laboratory Building, Departments of Mathematics, Faculty of Science, King Mongkut&#x2019;s University of Technology Thonburi (KMUTT)</institution>, <country>126 Pracha-Uthit Road</country>, <addr-line>Bang Mod, Thung Khru, Bangkok, 10140</addr-line>, <country>Thailand</country></aff>
<aff id="aff-3"><label>3</label><institution>Drug Exploration and Development Chair (DEDC), Department of Pharmaceutical Chemistry, College of Pharmacy, King Saud University</institution>, <addr-line>Riyadh, 11451</addr-line>, <country>Saudi Arabia</country></aff>
<aff id="aff-4"><label>4</label><institution>Department of Mathematics, Saveetha School of Engineering</institution>, <addr-line>SIMATS</addr-line>, <institution>Saveetha University</institution>, <addr-line>Chennai, 602105, </addr-line><country>India</country></aff>
<aff id="aff-5"><label>5</label><institution>College of Engineering and Architecture, Gulf University for Science and Technology</institution>, <addr-line>Mishref, 32093</addr-line>, <country>Kuwait</country></aff>
<aff id="aff-6"><label>6</label><institution>Applied Science Research Center, Applied Science Private University</institution>, <addr-line>Amman, 11931</addr-line>, <country>Jordan</country></aff>
<aff id="aff-7"><label>7</label><institution>Department of Medical Research, China Medical University Hospital, China Medical University</institution>, <addr-line>Taichung, 40402</addr-line>, <country>Taiwan</country></aff>
<aff id="aff-8"><label>8</label><institution>University College, Korea University</institution>, <addr-line>Seoul, 02841,</addr-line> <country>Republic of Korea</country></aff>
<aff id="aff-9"><label>9</label><institution>Department of Mathematical Sciences, College of Science, Princess Nourah bint Abdulrahman University</institution>, <addr-line>P.O. Box 84428, Riyadh, 11671</addr-line>, <country>Saudi Arabia</country></aff>
<aff id="aff-10"><label>10</label><institution>Mechanical Engineering Department, College of Engineering and Computer Science, Jazan University</institution>, <addr-line>P.O. Box 706, Jazan, 45142</addr-line>, <country>Saudi Arabia</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label>Corresponding Authors: Muhammad Ramzan. Email: <email>ramzanmaths785@gmail.com</email>; Ibrahim Mahariq. Email: <email>maharik.i@gust.edu.kw</email></corresp>
</author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2026</year>
</pub-date>
<pub-date date-type="pub" publication-format="electronic">
<day>29</day><month>1</month><year>2026</year>
</pub-date>
<volume>146</volume>
<issue>1</issue>
<elocation-id>19</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 The Authors.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Published by Tech Science Press.</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_CMES_70435.pdf"></self-uri>
<abstract>
<p>The present investigation inspects the unsteady, incompressible MHD-induced flow of a ternary hybrid nanofluid made of <inline-formula id="ieqn-4"><mml:math id="mml-ieqn-4"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> (silicon dioxide), <inline-formula id="ieqn-5"><mml:math id="mml-ieqn-5"><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi></mml:math></inline-formula> (zinc oxide), and <inline-formula id="ieqn-6"><mml:math id="mml-ieqn-6"><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi></mml:math></inline-formula> (multi-walled carbon nanotubes) suspended in a water-ethylene glycol base fluid between two perforated squeezing Riga plates. This problem is important because it helps us understand the complicated connections between magnetic fields, nanofluid dynamics, and heat transport, all of which are critical for designing thermal management systems. These findings are especially useful for improving the design of innovative cooling technologies in electronics, energy systems, and healthcare applications. No prior study has been done on the theoretical study of the flow of ternary nanofluid <inline-formula id="ieqn-7"><mml:math id="mml-ieqn-7"><mml:mo stretchy="false">(</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo>+</mml:mo><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>W</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>E</mml:mi><mml:mi>t</mml:mi><mml:mi>h</mml:mi><mml:mi>y</mml:mi><mml:mi>l</mml:mi><mml:mi>G</mml:mi><mml:mi>l</mml:mi><mml:mi>y</mml:mi><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> past a pierced squeezed Riga plates using the boundary value problem solver 4th-order collocation (BVP4C) numerical approach to date. So, the current work has been carried out to fill this gap, and the core purpose of this study is to explore the aspects that enhance the heat transfer of base fluids <inline-formula id="ieqn-8"><mml:math id="mml-ieqn-8"><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>E</mml:mi><mml:mi>G</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> suspended with three nanomaterials <inline-formula id="ieqn-9"><mml:math id="mml-ieqn-9"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo>,</mml:mo></mml:math></inline-formula> and <inline-formula id="ieqn-10"><mml:math id="mml-ieqn-10"><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi></mml:math></inline-formula>. The Riga plates introduce electromagnetic forcing through an embedded array of magnets and electrodes, generating Lorentz forces to regulate the flow. The squeezing effect introduces dynamic boundary movement, which enhances mixing; however, permeability, due to porosity, replicates the true material limits. Similarity transformations of the Navier-Stokes and energy equations result in a highly nonlinear set of ordinary differential equations that govern momentum and thermal energy transport. The subsequent boundary value problem is solved utilizing the BVP4C numerical approach. The study observes the impact of magnetic parameters, squeezing velocity, solid volume percentages of the three nanoparticles, and porous medium factors on velocity and temperature fields. Results show that magnetic fields reduce the velocity profile by 6.75% due to increased squeezing and medium effects. Tri-hybrid nanofluids notice a 9% rise in temperature with higher thermal radiation.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Ternary hybrid nanofluid</kwd>
<kwd>thermal radiation</kwd>
<kwd>MATLAB</kwd>
<kwd>Riga plates</kwd>
<kwd>porous medium</kwd>
<kwd>squeezing flow</kwd>
<kwd>electromagnetic field</kwd>
</kwd-group>
<funding-group>
<award-group id="awg1">
<funding-source>King Saud University</funding-source>
<award-id>ORF-RC-2025-0127</award-id>
</award-group>
<award-group id="awg2">
<funding-source>Princess Nourah bint Abdulrahman University</funding-source>
<award-id>PNURSP2025R443</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>Energy usage has been identified as the demanding problem confronting humans, particularly over the next 50&#x2013;70 years, particularly the global warming and monitoring carbon emissions [<xref ref-type="bibr" rid="ref-1">1</xref>]. Most wealthy countries now prioritise the security of renewable energy. Primarily, energy conversion and transmission occur at the atomic level; nanotechnology is anticipated to play a key role in invigorating current energy industries and boosting emerging renewable sectors. More than 80% of the energy we use today is generated or consumed in the form of heating. Several manufacturing procedures require the movement of heat to either input or remove energy from the system. Given the enormous increase in global energy consumption, improving heat transfer and reducing energy loss caused by inefficient use have become essential priorities [<xref ref-type="bibr" rid="ref-2">2</xref>]. Heat extraction and regulation are challenging tasks in many high-heat-flux networks, including microchemical processes, nuclear fission, fusion, and process intensification.</p>
<p>Nanofluids are a revolutionary form of nanotechnology-based heat transfer fluid generated by dispersing and stabilizing nanoparticles with typical lengths ranging from <inline-formula id="ieqn-11"><mml:math id="mml-ieqn-11"><mml:mn>1</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-12"><mml:math id="mml-ieqn-12"><mml:mn>5</mml:mn><mml:mrow><mml:mtext>&#xA0;nm</mml:mtext></mml:mrow></mml:math></inline-formula> in standard heat transfer fluids. Over the past few decades, scientists have discovered that adding modest amounts of guest nanoparticles may significantly improve the thermal characteristics of base fluids. A nonlinear relationship between concentration and thermal conductivity, strong size-dependent thermal conductivity, anomalously low nanoparticle concentrations despite high thermal conductivity, and an upsurge in critical heat flux at a small particle concentration of roughly 10 ppm are just a few examples of the superior thermal traits of certain nanofluids [<xref ref-type="bibr" rid="ref-3">3</xref>]. Sidik et al. [<xref ref-type="bibr" rid="ref-4">4</xref>] reviewed and compiled on the production of hybrid nanoparticles, hybrid nanofluids, and hybrid nanofluid thermophysical characteristics. The problems and future advancements in the use of hybrid nanofluids in heat transfer applications were investigated. Sajid and Ali [<xref ref-type="bibr" rid="ref-5">5</xref>] provided a critical study of nanofluid applications in heat transfer devices. Raja et al. [<xref ref-type="bibr" rid="ref-6">6</xref>] assessed several factors that influence the properties of nanofluids, their ability to transport heat, and their implications in engineering. An initiative that commenced more than 140 years ago, when J. P. Joule (1861) presented the first approach to improving the heat transfer rate in condensing steam in his renowned research [<xref ref-type="bibr" rid="ref-7">7</xref>]. Household, commercial, and industrial uses comprise a heat-transfer process for power transformation, exploitation, and restoration [<xref ref-type="bibr" rid="ref-8">8</xref>]. Heat transfer improvements are commonly used in the following applications: ventilation and air conditioning of viscous instruments in heat processing of materials [<xref ref-type="bibr" rid="ref-9">9</xref>]; refrigerator evaporation [<xref ref-type="bibr" rid="ref-10">10</xref>]; gas flow warming in infrastructure and waste rehabilitation [<xref ref-type="bibr" rid="ref-11">11</xref>]; pharmaceutical and agricultural products [<xref ref-type="bibr" rid="ref-12">12</xref>]. It is well acknowledged that the thermal conductivity of nanofluids may be significantly increased by mixing nanoparticles with a base fluid. This results in the flow of hybrid nanofluids across various geometries to improve thermal conductivity.</p>
<p>A hybrid substance is a material that integrates the physicochemical characteristics of many substances at the same time and delivers these properties in a cohesive aspect. The physical and chemical characteristics of fabricated hybrid nanostructures are extraordinary since they do not exist in separate components [<xref ref-type="bibr" rid="ref-13">13</xref>]. Muneeshwaran et al. [<xref ref-type="bibr" rid="ref-14">14</xref>] presented hybrid nanofluids in a diversity of heat transport applications. The characteristics, preparation, and stability of hybrid nanofluids were scrutinized by Eshgarf et al. [<xref ref-type="bibr" rid="ref-15">15</xref>]. Additionally, a few correlations and models for forecasting the features of hybrid nanofluids were provided. Sharma et al. [<xref ref-type="bibr" rid="ref-16">16</xref>] inspected how a unique <inline-formula id="ieqn-13"><mml:math id="mml-ieqn-13"><mml:mi>A</mml:mi><mml:mi>g</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi></mml:math></inline-formula> hybrid nanofluid at different concentrations improves thermal characteristics and the heat transfer coefficient. Using the Arrhenius activation energy and a non-Newtonian flow model, Ref. [<xref ref-type="bibr" rid="ref-17">17</xref>] investigated heat and mass exchange in the chemically reactive, unstable boundary layer flow of an ethylene glycol (EG) hybrid nanofluid in a hydromagnetic environment. The <inline-formula id="ieqn-14"><mml:math id="mml-ieqn-14"><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mi>s</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>E</mml:mi><mml:mi>G</mml:mi></mml:math></inline-formula> hybrid nanofluid achieved the greatest increase in heat transfer rate, according to experimental data. Ekiciler [<xref ref-type="bibr" rid="ref-18">18</xref>] studied the two-phase <inline-formula id="ieqn-15"><mml:math id="mml-ieqn-15"><mml:mrow><mml:mo>(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mtext>%&#xA0;</mml:mtext></mml:mrow></mml:math></inline-formula> of <inline-formula id="ieqn-16"><mml:math id="mml-ieqn-16"><mml:msub><mml:mrow><mml:mtext>&#xA0;SiO</mml:mtext></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mtext>MWCNT</mml:mtext></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow></mml:math></inline-formula>water flow in a square duct with Reynolds numbers ranging from <inline-formula id="ieqn-17"><mml:math id="mml-ieqn-17"><mml:mn>3000</mml:mn><mml:mspace width="negativethinmathspace" /><mml:mo>&#x2212;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>10</mml:mn><mml:mo>,</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>000</mml:mn></mml:math></inline-formula> using first- and second-law analyses. The greatest substantial increase in <inline-formula id="ieqn-18"><mml:math id="mml-ieqn-18"><mml:mi>P</mml:mi><mml:mi>E</mml:mi><mml:mi>C</mml:mi></mml:math></inline-formula> were observed in hybrid nanofluids with <inline-formula id="ieqn-19"><mml:math id="mml-ieqn-19"><mml:mi>P</mml:mi><mml:mi>C</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-20"><mml:math id="mml-ieqn-20"><mml:mi>P</mml:mi><mml:mi>P</mml:mi></mml:math></inline-formula> forms, at <inline-formula id="ieqn-21"><mml:math id="mml-ieqn-21"><mml:mn>2.27</mml:mn></mml:math></inline-formula> and <inline-formula id="ieqn-22"><mml:math id="mml-ieqn-22"><mml:mn>3.24</mml:mn><mml:mi mathvariant="normal">&#x0025;</mml:mi><mml:mo>,</mml:mo></mml:math></inline-formula> respectively. When <inline-formula id="ieqn-23"><mml:math id="mml-ieqn-23"><mml:mi>P</mml:mi><mml:mi>S</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mo>,</mml:mo><mml:mi>P</mml:mi><mml:mi>C</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mo>,</mml:mo></mml:math></inline-formula> and <inline-formula id="ieqn-24"><mml:math id="mml-ieqn-24"><mml:mi>P</mml:mi><mml:mi>P</mml:mi><mml:mo>&#x2212;</mml:mo></mml:math></inline-formula>shaped nanomaterials were used, the exergy demolition of the hybrid fluid with the second nanoparticle forms carbon and phosphorus is <inline-formula id="ieqn-25"><mml:math id="mml-ieqn-25"><mml:mn>43.9</mml:mn><mml:mi mathvariant="normal">&#x0025;</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-26"><mml:math id="mml-ieqn-26"><mml:mn>58.7</mml:mn><mml:mi mathvariant="normal">&#x0025;</mml:mi></mml:math></inline-formula> higher than that of sulfur, respectively.</p>
<p>Ternary nanofluids have been shown to significantly improve heat transport properties of base fluids when compared to conventional fluids, nanomaterials-induced fluids, and hybrid materials-based fluids. As predicted, these are useful in energy control, cooling, and further applications requiring efficient heat transmission. Mahabaleshwar et al. [<xref ref-type="bibr" rid="ref-19">19</xref>] focused on ternary nanofluid flow with heat transfer over the Riga plates, taking into account the Newtonian heating effect. The current framework discovered that in the presence of a Newtonian heating effect, the temperature profile performs better thermally than in the absence of the heating effect. Farooq et al. [<xref ref-type="bibr" rid="ref-20">20</xref>] studied the mixed convection at the stagnation point of ternary hybrid nanofluids approaching an upright Riga plate. Further, note that Silicon dioxide <inline-formula id="ieqn-27"><mml:math id="mml-ieqn-27"><mml:mrow><mml:mo>(</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:math></inline-formula> Aluminum trioxide <inline-formula id="ieqn-28"><mml:math id="mml-ieqn-28"><mml:mrow><mml:mo>(</mml:mo><mml:mi>A</mml:mi><mml:msub><mml:mi>l</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:math></inline-formula> and Titanium dioxide <inline-formula id="ieqn-29"><mml:math id="mml-ieqn-29"><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> were considered nanomaterials, using water <inline-formula id="ieqn-30"><mml:math id="mml-ieqn-30"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mi>O</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> as the basic fluid. Additionally, when the convection (mixed) parameter is used to oppose the flow model, the noticeable temperature profile decreased while the flow transport profile increased. Abbas et al. [<xref ref-type="bibr" rid="ref-21">21</xref>] analysed the transport of ternary nanofluids (Thnf) across a Riga plate while taking into account the heating impact of the Prandtl fluid. Hybrid ternary nanomaterials made of aluminium alloys <inline-formula id="ieqn-31"><mml:math id="mml-ieqn-31"><mml:mi>A</mml:mi><mml:mi>A</mml:mi><mml:mn>7072</mml:mn></mml:math></inline-formula> &#x0026; <inline-formula id="ieqn-32"><mml:math id="mml-ieqn-32"><mml:mi>A</mml:mi><mml:mi>A</mml:mi><mml:mn>7075</mml:mn></mml:math></inline-formula> and Titanium dioxide <inline-formula id="ieqn-33"><mml:math id="mml-ieqn-33"><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> were suspended in engine oil. The velocity profile grew as the Prandtl fluid parameters increased. The rise of heat in the ternary nanofluid (Tnf) was due to rising thermal heat generation/absorption factors. Furthermore, the prominent temperature of the ternary nanofluid raised significantly when the variables, particularly nanoparticle&#x2019;s size and shape altered. Ramzan et al. [<xref ref-type="bibr" rid="ref-22">22</xref>] studied the properties of transient, electro-viscous, ternary hybrid nanofluid flow via squeezing parallel infinite plates. The ternary hybrid nanofluid is made by dissolving titanium dioxide, aluminum oxide, and silicon dioxide nanoparticles in glycol/water, the carrier fluid. The goal of the current study is to maximize the rate of mass and energy transfer for engineering and industrial applications. In addition to the impacts of activation energy, magnetic field, heat generation and absorption, and chemical reaction, the phenomenon of fluid flow is explored. Gangadhar et al. [<xref ref-type="bibr" rid="ref-23">23</xref>] observed the impact of electromagnetic initiation through the Riga plate under specific circumstances on the electrical magnetic field. Using copper, silver, and copper oxide nanoparticles, and blood as a base fluid were dispersed to generate the ternary hybrid nanofluid. Additionally, the effects of the slip state, uniform heat source, convective energy, and thermal radiation were taken into account when designing this ternary hybrid nanofluid flow. Karthikeyan et al. [<xref ref-type="bibr" rid="ref-24">24</xref>] looked at the effect of Maxwell fluid and entropy production on the mobility of ternary hybrid nanoparticles (Thn) as they pass through a Riga plate under convection boundary constraints. Higher Maxwell fluid parameter values had been demonstrated to enhance the velocity curve. Additionally, the results showed that the tri hybrid nano liquid&#x2019;s thermal layer strengthened in response to rising Biot number <inline-formula id="ieqn-34"><mml:math id="mml-ieqn-34"><mml:mrow><mml:mo>(</mml:mo><mml:mi>B</mml:mi><mml:mi>i</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and thermal radiation <inline-formula id="ieqn-35"><mml:math id="mml-ieqn-35"><mml:mrow><mml:mo>(</mml:mo><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. Sharif et al. [<xref ref-type="bibr" rid="ref-25">25</xref>] investigated the momentum, and thermal properties of MHD Ellis ternary nanomaterials implanted with dust particles using a flexible Riga plate, taking into account the dust material volume concentration. The findings showed that tri hybrid nano phase heat transfer outperformed the dusty phase. Furthermore, the noticing temperature profile improved for the rotational and volume fraction of dust particle parameters. The heat transfer properties of <inline-formula id="ieqn-36"><mml:math id="mml-ieqn-36"><mml:mi>A</mml:mi><mml:msub><mml:mi>l</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>C</mml:mi><mml:mi>u</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>N</mml:mi><mml:mi>i</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mi>O</mml:mi></mml:math></inline-formula> tri hybrid nanofluid were inspected by Thakur and Sood [<xref ref-type="bibr" rid="ref-26">26</xref>] using a convectively heated stretched Riga plate with varying thickness. Rammoorthi and Mohanavel [<xref ref-type="bibr" rid="ref-27">27</xref>] investigated the MHD flow of a compressed ternary nanofluid between two horizontally parallel Riga plates. The primary findings showed that although variations in viscous dissipation and thermal conductivity altered the temperature distribution, the Riga plate actuator greatly increased fluid velocity.</p>
<p><xref ref-type="table" rid="table-1">Table 1</xref> discusses the applications and reference works of various nanofluids.</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>Applications &#x0026; reference works of different nanofluids</title>
</caption>
<table>
<colgroup>
<col align="center"/>
<col align="center"/>
<col align="center"/> </colgroup>
<thead>
<tr>
<th>Areas of application</th>
<th>Fluid flow studies</th>
<th>Resources and key outcomes</th>
</tr>
</thead>
<tbody>
<tr>
<td>Automotive exchangers &#x0026; coolant</td>
<td><inline-formula id="ieqn-37"><mml:math id="mml-ieqn-37"><mml:mi>T</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>E</mml:mi><mml:mi>G</mml:mi><mml:mo>,</mml:mo></mml:math></inline-formula> <inline-formula id="ieqn-38"><mml:math id="mml-ieqn-38"><mml:mi>E</mml:mi><mml:mi>G</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>b</mml:mi><mml:mi>a</mml:mi><mml:mi>s</mml:mi><mml:mi>e</mml:mi><mml:mi>d</mml:mi><mml:mi>n</mml:mi><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>o</mml:mi><mml:mi>f</mml:mi><mml:mi>l</mml:mi><mml:mi>u</mml:mi><mml:mi>i</mml:mi><mml:mi>d</mml:mi><mml:mi>s</mml:mi></mml:math></inline-formula></td>
<td>Significant thermal conductivity enhancement in thermal storage systems [<xref ref-type="bibr" rid="ref-28">28</xref>].</td>
</tr>
<tr>
<td>Solar energy storage systems</td>
<td><inline-formula id="ieqn-39"><mml:math id="mml-ieqn-39"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>d</mml:mi><mml:mi>o</mml:mi><mml:mi>p</mml:mi><mml:mi>e</mml:mi><mml:mi>d</mml:mi><mml:mi>n</mml:mi><mml:mi>i</mml:mi><mml:mi>t</mml:mi><mml:mi>r</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>s</mml:mi></mml:math></inline-formula></td>
<td>Increased specific heat capacity [<xref ref-type="bibr" rid="ref-29">29</xref>]</td>
</tr>
<tr>
<td>Management of battery heat</td>
<td><inline-formula id="ieqn-40"><mml:math id="mml-ieqn-40"><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>w</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi></mml:math></inline-formula></td>
<td>Improved temperature control of lithium-ion battery channels [<xref ref-type="bibr" rid="ref-30">30</xref>].</td>
</tr>
<tr>
<td>PV/T systems</td>
<td><inline-formula id="ieqn-41"><mml:math id="mml-ieqn-41"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>w</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>;</mml:mo></mml:math></inline-formula> <inline-formula id="ieqn-42"><mml:math id="mml-ieqn-42"><mml:mtext>&#x00A0;</mml:mtext><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi></mml:math></inline-formula><inline-formula id="ieqn-43"><mml:math id="mml-ieqn-43"><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>W</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>E</mml:mi><mml:mi>G</mml:mi></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-44"><mml:math id="mml-ieqn-44"><mml:mo>+</mml:mo><mml:mn>7.9</mml:mn><mml:mi mathvariant="normal">&#x0025;</mml:mi></mml:math></inline-formula> thermal performance; <inline-formula id="ieqn-45"><mml:math id="mml-ieqn-45"><mml:mo>+</mml:mo><mml:mn>10</mml:mn><mml:mi mathvariant="normal">&#x0025;</mml:mi></mml:math></inline-formula> thermal conductivity [<xref ref-type="bibr" rid="ref-31">31</xref>].</td>
</tr>
<tr>
<td>Cooling of electronic systems</td>
<td><inline-formula id="ieqn-46"><mml:math id="mml-ieqn-46"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mi>w</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>;</mml:mo><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>w</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mi>E</mml:mi><mml:mi>G</mml:mi></mml:math></inline-formula></td>
<td>Improved heat dissipation in flat plates and microchannels [<xref ref-type="bibr" rid="ref-32">32</xref>,<xref ref-type="bibr" rid="ref-33">33</xref>]</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The results suggest a need for further investigation into pierced ternary nanofluids. This framework provides a novel investigation of the following points:
<list list-type="bullet">
<list-item>
<p>A ternary hybrid nanofluid consisting of silicon dioxide <inline-formula id="ieqn-47"><mml:math id="mml-ieqn-47"><mml:mo stretchy="false">(</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, zinc oxide <inline-formula id="ieqn-48"><mml:math id="mml-ieqn-48"><mml:mo stretchy="false">(</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula>, and multi-walled carbon nanotubes <inline-formula id="ieqn-49"><mml:math id="mml-ieqn-49"><mml:mo stretchy="false">(</mml:mo><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> suspended in a water&#x2013;ethylene glycol <inline-formula id="ieqn-50"><mml:math id="mml-ieqn-50"><mml:mo stretchy="false">(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> base fluid is investigated in this work for the first time in terms of MHD flow and heat transfer between squeezing, porous parallel Riga plates.</p></list-item>
<list-item>
<p>This work is unique because it synergistically combines three different nanoparticles, each of which contributes complementary thermal and physical properties: <inline-formula id="ieqn-51"><mml:math id="mml-ieqn-51"><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi></mml:math></inline-formula> for exceptionally high thermal conductivity, <inline-formula id="ieqn-52"><mml:math id="mml-ieqn-52"><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi></mml:math></inline-formula> for photothermal and catalytic activity, and <inline-formula id="ieqn-53"><mml:math id="mml-ieqn-53"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> for stability.</p></list-item>
<list-item>
<p>A more accurate and flexible framework than conventional shooting or finite difference approaches is offered by the numerical solution of the highly nonlinear transformed boundary layer equations using MATLAB&#x2019;s BVP4C method.</p></list-item>
</list></p>
</sec>
<sec id="s2">
<label>2</label>
<title>Flow Model</title>
<sec id="s2_1">
<label>2.1</label>
<title>Physical Layout of the Model</title>
<p>This study examines the unsteady convective squeezing flow of a viscous, tri-hybrid nanomaterial fluid through two perforated Riga plates. This flow regime occurs between the compressed infinitely parallel Riga plates and is influenced by thermal radiation, varying thermal conductivity, magnetic fields, and viscous dissipation. The top plate moves with velocity toward the lower plate, generating a squeezing motion.</p>
<p>The symbol <inline-formula id="ieqn-54"><mml:math id="mml-ieqn-54"><mml:mover><mml:mi>h</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo stretchy="false">(</mml:mo><mml:mi>t</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> represents the height of the channel or the separation between the horizontal plates. The range of variation in the separation variable is <inline-formula id="ieqn-55"><mml:math id="mml-ieqn-55"><mml:mn>0</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-56"><mml:math id="mml-ieqn-56"><mml:mover><mml:mi>h</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:math></inline-formula>, where <inline-formula id="ieqn-57"><mml:math id="mml-ieqn-57"><mml:mover><mml:mi>h</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:math></inline-formula> is much higher than the thickness of the wall&#x2019;s border layer. While the upper surface can make a movement vertically toward the bottom plate for a suitable compression, the upper plate remains immovable. The vertical displacement of the proposed channel may be expressed using the following criterion, per the findings of Khaled and Vafai [<xref ref-type="bibr" rid="ref-34">34</xref>]. The following equations, where <inline-formula id="ieqn-58"><mml:math id="mml-ieqn-58"><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> is a constant, which expresses the function <inline-formula id="ieqn-59"><mml:math id="mml-ieqn-59"><mml:mover><mml:mi>h</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> in two distinct contexts.
<disp-formula id="eqn-1"><label>(1)</label><mml:math id="mml-eqn-1" display="block"><mml:mover><mml:mi>h</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo>{</mml:mo><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>a</mml:mi></mml:mfrac></mml:mrow></mml:msup><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>i</mml:mi><mml:mi>f</mml:mi><mml:mspace width="thinmathspace" /><mml:mi>a</mml:mi><mml:mo>&#x003E;</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mi>exp</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mi>s</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>i</mml:mi><mml:mi>f</mml:mi><mml:mspace width="thinmathspace" /><mml:mi>a</mml:mi><mml:mo>=</mml:mo><mml:mn>0.</mml:mn></mml:mtd></mml:mtr></mml:mtable><mml:mo>}</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>The proposed model is structured utilizing the <inline-formula id="ieqn-60"><mml:math id="mml-ieqn-60"><mml:mi>x</mml:mi><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x2212;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mi>y</mml:mi></mml:math></inline-formula> plane, with the <inline-formula id="ieqn-61"><mml:math id="mml-ieqn-61"><mml:mi>x</mml:mi><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x2212;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mrow><mml:mtext>axis</mml:mtext></mml:mrow></mml:math></inline-formula> show to be the actual direction of flow. The physical depiction of the problem at hand is exposed in <xref ref-type="fig" rid="fig-1">Fig. 1</xref>.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>Physical arrangement of the flow model</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-1.tif"/>
</fig>
<p>The following are the governing continuity equation (principle of conservation of mass), Navier-Stokes equation (principle of conservation of momentum), and temperature equation (principle of conservation of energy). Based on the literature [<xref ref-type="bibr" rid="ref-34">34</xref>&#x2013;<xref ref-type="bibr" rid="ref-36">36</xref>].</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Mathematical Modeling of the Problem</title>
<p><bold>Continuity Equation:</bold>
<disp-formula id="eqn-2"><label>(2)</label><mml:math id="mml-eqn-2" display="block"><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo></mml:math></disp-formula></p>
<p><bold>Momentum Equation:</bold>
<disp-formula id="eqn-3"><label>(3)</label><mml:math id="mml-eqn-3" display="block"><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>u</mml:mi><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>v</mml:mi><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:msub><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>K</mml:mi></mml:mfrac><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>&#x2212;</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msubsup><mml:mi>B</mml:mi><mml:mrow><mml:mover><mml:mi>x</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup><mml:mfrac><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>&#x2212;</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mfrac><mml:mrow><mml:mi>&#x03C0;</mml:mi><mml:msub><mml:mi>J</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>M</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mn>8</mml:mn></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mi>&#x03C0;</mml:mi><mml:mi>l</mml:mi></mml:mfrac><mml:mi>y</mml:mi></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:math></disp-formula></p>
<p><bold>Energy Equation:</bold>
<disp-formula id="eqn-4"><label>(4)</label><mml:math id="mml-eqn-4" display="block"><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>u</mml:mi><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>v</mml:mi><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mn>16</mml:mn><mml:msup><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:msubsup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn>3</mml:mn><mml:msup><mml:mi>k</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>where the Rosseland approximation yields a radiative unidirectional heat flux (<inline-formula id="ieqn-62"><mml:math id="mml-ieqn-62"><mml:msup><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>r</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup></mml:math></inline-formula>), as follows by [<xref ref-type="bibr" rid="ref-36">36</xref>], this means that heat transport is largely in one direction. This approximation is commonly utilized when the medium is thought to be in radiative equilibrium.
<disp-formula id="eqn-5"><label>(5)</label><mml:math id="mml-eqn-5" display="block"><mml:msup><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>r</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>4</mml:mn><mml:msup><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mn>3</mml:mn><mml:msup><mml:mi>k</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>It is anticipated that the fluid temperature corresponds to <inline-formula id="ieqn-63"><mml:math id="mml-ieqn-63"><mml:mi>T</mml:mi></mml:math></inline-formula> closely be similar to <inline-formula id="ieqn-64"><mml:math id="mml-ieqn-64"><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> by expanding the Taylor series expansion <inline-formula id="ieqn-65"><mml:math id="mml-ieqn-65"><mml:msup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> near to <inline-formula id="ieqn-66"><mml:math id="mml-ieqn-66"><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>. By leaving out all the higher-order terms starting from the second order, <inline-formula id="ieqn-67"><mml:math id="mml-ieqn-67"><mml:msup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> is stated as:
<disp-formula id="eqn-6"><label>(6)</label><mml:math id="mml-eqn-6" display="block"><mml:msup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup><mml:mo>&#x2245;</mml:mo><mml:mn>4</mml:mn><mml:msubsup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msubsup><mml:mo>&#x2212;</mml:mo><mml:mn>3</mml:mn><mml:msubsup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msubsup><mml:mo>.</mml:mo></mml:math></disp-formula></p>
<p>The current model considers the following boundary conditions (BCs):
<disp-formula id="eqn-7"><label>(7)</label><mml:math id="mml-eqn-7" display="block"><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mrow><mml:mtext mathvariant="italic">At</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext mathvariant="italic">lower</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext mathvariant="italic">plate</mml:mtext></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x003A;</mml:mo><mml:mi>u</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>v</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>;</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03BA;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mtext mathvariant="italic">For</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext mathvariant="italic">free</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext mathvariant="italic">stream</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext mathvariant="italic">Condition</mml:mtext></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo stretchy="false">&#x2192;</mml:mo><mml:mi mathvariant="normal">&#x221E;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x003A;</mml:mo><mml:mi>u</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>T</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo></mml:mtd></mml:mtr></mml:mtable><mml:mo>}</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>In <xref ref-type="disp-formula" rid="eqn-7">Eq. (7)</xref>, when <inline-formula id="ieqn-68"><mml:math id="mml-ieqn-68"><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>, the Riga plates are supposed to be immobile. 
This means that the flow in <inline-formula id="ieqn-69"><mml:math id="mml-ieqn-69"><mml:mi>x</mml:mi><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x2212;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mrow><mml:mtext>axis</mml:mtext></mml:mrow></mml:math></inline-formula> is zero. Along <inline-formula id="ieqn-70"><mml:math id="mml-ieqn-70"><mml:mi>y</mml:mi></mml:math></inline-formula> direction, the velocity of the fluid equals the <inline-formula id="ieqn-71"><mml:math id="mml-ieqn-71"><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, i.e., wall permeable velocity and the heat flux on the wall <inline-formula id="ieqn-72"><mml:math id="mml-ieqn-72"><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the same as the temperature gradient. As <inline-formula id="ieqn-73"><mml:math id="mml-ieqn-73"><mml:mrow><mml:mtext>y</mml:mtext></mml:mrow></mml:math></inline-formula> approaches to infinity, the velocity and temperature distributions in the <inline-formula id="ieqn-74"><mml:math id="mml-ieqn-74"><mml:mi>x</mml:mi><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mo>&#x2212;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mspace width="negativethinmathspace" /><mml:mrow><mml:mtext>direction</mml:mtext></mml:mrow></mml:math></inline-formula> approach that of the unconstrained stream.</p>
<p><bold>Role and Modelling of Porosity and Permeability</bold></p>
<p>In the current study, the porous medium is modelled using Darcy&#x2019;s law, which introduces a resistance force proportional to the fluid velocity. This is captured in the momentum equation through the term:
<disp-formula id="ueqn-8"><mml:math id="mml-ueqn-8" display="block"><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mi>K</mml:mi></mml:mfrac><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>Here, <inline-formula id="ieqn-75"><mml:math id="mml-ieqn-75"><mml:mi>K</mml:mi></mml:math></inline-formula> denotes the permeability of the porous medium, which quantifies how easily fluid can flow through it. A lower K implies higher flow resistance, simulating denser or more compact porous materials.</p>
<p>While permeability directly enters the governing equations, porosity is inherently embedded in the effective thermophysical properties of the ternary hybrid nanofluid. It influences how heat and momentum are transported through the medium by altering the apparent density, heat capacity, and viscosity. These effects are considered in the definitions of <inline-formula id="ieqn-77"><mml:math id="mml-ieqn-77"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:math></inline-formula> and <inline-formula id="ieqn-78"><mml:math id="mml-ieqn-78"><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> which vary based on the solid&#x2013;fluid volume fractions and porosity-dependent mixing rules.</p>
<p>The combined effect of porosity and permeability controls the extent of momentum suppression and heat dispersion within the porous region, which is crucial for realistic modelling of nanofluid behaviour in engineered materials and biological tissues.</p>
<p><bold>Similarity Variables:</bold></p>
<p>Suitable similarity variables are proposed to solve the gained nonlinear coupled boundary value problem numerically. The stated equations are converted into a nondimensional form employing the dimensionless similarity variables. They were added in order to make the equations simpler and facilitate analysis. <xref ref-type="disp-formula" rid="eqn-8">Eq. (8)</xref>, which represents these dimensionless variables, is based on a related work by Muhammad et al. [<xref ref-type="bibr" rid="ref-36">36</xref>]. Using these scaling modifications, a nonlinear ordinary differential model is created using the 2D, unstable TNF flow <xref ref-type="disp-formula" rid="eqn-2">Eqs. (2)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-4">(4)</xref> and the boundary conditions given by <xref ref-type="disp-formula" rid="eqn-7">Eq. (7)</xref>.
<disp-formula id="eqn-8"><label>(8)</label><mml:math id="mml-eqn-8" display="block"><mml:mtable columnalign="right left right left right left right left right left right left" rowspacing="3pt" columnspacing="0em 2em 0em 2em 0em 2em 0em 2em 0em 2em 0em" displaystyle="true"><mml:mtr><mml:mtd /><mml:mtd><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mi>b</mml:mi><mml:mi>x</mml:mi><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msqrt><mml:mi>b</mml:mi></mml:msqrt><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mspace width="thinmathspace" /><mml:mover><mml:mi>x</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:msqrt><mml:mi>b</mml:mi></mml:msqrt><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mi>x</mml:mi><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mo>[</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>&#x03B5;</mml:mi><mml:mrow><mml:mo>{</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:msqrt><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mi>b</mml:mi><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>}</mml:mo></mml:mrow><mml:mo>]</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:msqrt><mml:mfrac><mml:mi>b</mml:mi><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:msqrt><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext>b</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>s</mml:mi><mml:mo>+</mml:mo><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>u</mml:mi><mml:mo>=</mml:mo><mml:mi>b</mml:mi><mml:mi>x</mml:mi><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>v</mml:mi><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msqrt><mml:mi>b</mml:mi><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:msqrt><mml:mi>f</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>.</mml:mo><mml:mspace width="thinmathspace" /></mml:mtd></mml:mtr></mml:mtable><mml:mo>}</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>when <xref ref-type="disp-formula" rid="eqn-8">Eq. (8)</xref> is applied to <xref ref-type="disp-formula" rid="eqn-2">Eqs. (2)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-4">(4)</xref> and <xref ref-type="disp-formula" rid="eqn-7">(7)</xref>, they are modified as follows.
<disp-formula id="eqn-9"><label>(9)</label><mml:math id="mml-eqn-9" display="block"><mml:mtable displaystyle="true" columnalign="right left" columnspacing="0em" rowspacing="3pt"><mml:mtr><mml:mtd></mml:mtd><mml:mtd><mml:mstyle><mml:mrow><mml:mrow><mml:mrow><mml:mrow><mml:mrow><mml:msub><mml:mi>&#x3B3;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2062;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mi>f</mml:mi><mml:mspace width="0.278em"></mml:mspace><mml:mo>&#x2061;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>a</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>&#x3B6;</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>&#x2062;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mi>a</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>&#x3B3;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mi>&#x3BB;</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>&#x3B3;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mi>M</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:msub><mml:mi>&#x3B3;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2062;</mml:mo><mml:mi>Z</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mi>exp</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:msup><mml:mi>S</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:mo>&#x2062;</mml:mo><mml:mi>&#x3B6;</mml:mi></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>+</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow><mml:mo>,</mml:mo></mml:mstyle></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<disp-formula id="eqn-10"><label>(10)</label><mml:math id="mml-eqn-10" display="block"><mml:mtable columnalign="right left right left right left right left right left right left" rowspacing="3pt" columnspacing="0em 2em 0em 2em 0em 2em 0em 2em 0em 2em 0em" displaystyle="true"><mml:mtr><mml:mtd /><mml:mtd><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mn>1</mml:mn><mml:mo movablelimits="true" form="prefix">Pr</mml:mo></mml:mfrac></mml:mstyle><mml:mrow><mml:mo>{</mml:mo><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>&#x03B5;</mml:mi><mml:mi>&#x03B8;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mn>4</mml:mn><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mn>3</mml:mn></mml:mfrac></mml:mstyle><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>}</mml:mo></mml:mrow><mml:msup><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:msup><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:msup></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>f</mml:mi><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mi>a</mml:mi><mml:mi>&#x03B6;</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:msup><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mi>a</mml:mi><mml:mn>2</mml:mn></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03B8;</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mi>E</mml:mi><mml:mi>c</mml:mi><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:msup><mml:mi mathvariant="normal">&#x2032;</mml:mi><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:msup></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mo>&#x2212;</mml:mo><mml:mi>Q</mml:mi><mml:mi>&#x03B8;</mml:mi><mml:mo>=</mml:mo><mml:mn>0.</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
<p>Furthermore, <xref ref-type="disp-formula" rid="eqn-11">Eq. (11)</xref> incorporates the boundary constraints from <xref ref-type="disp-formula" rid="eqn-7">Eq. (7)</xref>:
<disp-formula id="eqn-11"><label>(11)</label><mml:math id="mml-eqn-11" display="block"><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:mi>A</mml:mi><mml:mi>t</mml:mi><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03B6;</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mi>S</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:msup><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mi>B</mml:mi><mml:mi>i</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>A</mml:mi><mml:mi>s</mml:mi><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>&#x03B6;</mml:mi><mml:mo stretchy="false">&#x2192;</mml:mo><mml:mi mathvariant="normal">&#x221E;</mml:mi><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:msup><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mn>0.</mml:mn></mml:mtd></mml:mtr></mml:mtable><mml:mo>}</mml:mo></mml:mrow></mml:math></disp-formula>where,
<disp-formula id="eqn-12"><label>(12)</label><mml:math id="mml-eqn-12" display="block"><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mtable columnalign="left" rowspacing="4pt" columnspacing="1em"><mml:mtr><mml:mtd><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03C1;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03C1;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>&#x03BB;</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mi>K</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>B</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub></mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mn>4</mml:mn><mml:msup><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:msubsup><mml:mover><mml:mi>T</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msubsup></mml:mrow><mml:mrow><mml:mn>3</mml:mn><mml:msup><mml:mi>k</mml:mi><mml:mrow><mml:mo>&#x2217;</mml:mo><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>P</mml:mi><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03C1;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>Z</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:mi>&#x03C0;</mml:mi><mml:msub><mml:mi>J</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mi>M</mml:mi></mml:mrow><mml:mrow><mml:mn>8</mml:mn><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mi>b</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>E</mml:mi><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>&#x03C1;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mover><mml:mi>o</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover></mml:mrow></mml:msub><mml:mi>x</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:msqrt><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mi>b</mml:mi><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>S</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:msqrt><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:msqrt></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mtd></mml:mtr></mml:mtable><mml:mo>]</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>Based on the similarity transformation, the parameters shown in <xref ref-type="disp-formula" rid="eqn-12">Eq. (12)</xref> are taken into consideration. Using TNF correlation, <xref ref-type="table" rid="table-2">Table 2</xref> lists the values for <inline-formula id="ieqn-79"><mml:math id="mml-ieqn-79"><mml:msub><mml:mi>&#x03B3;</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> where <inline-formula id="ieqn-80"><mml:math id="mml-ieqn-80"><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mstyle displaystyle="false" scriptlevel="0"><mml:mtext>&#x2013;</mml:mtext></mml:mstyle><mml:mn>6</mml:mn></mml:math></inline-formula>. Here, <inline-formula id="ieqn-81"><mml:math id="mml-ieqn-81"><mml:mi>M</mml:mi></mml:math></inline-formula> the magnetic, <inline-formula id="ieqn-82"><mml:math id="mml-ieqn-82"><mml:mi>&#x03BB;</mml:mi></mml:math></inline-formula> represents a porous medium, <inline-formula id="ieqn-83"><mml:math id="mml-ieqn-83"><mml:mi>R</mml:mi><mml:mi>d</mml:mi></mml:math></inline-formula> the thermal radiation, <inline-formula id="ieqn-84"><mml:math id="mml-ieqn-84"><mml:mi>Z</mml:mi></mml:math></inline-formula> the Hartmann number, <inline-formula id="ieqn-85"><mml:math id="mml-ieqn-85"><mml:mi>E</mml:mi><mml:mi>c</mml:mi></mml:math></inline-formula> the Eckert number, <inline-formula id="ieqn-86"><mml:math id="mml-ieqn-86"><mml:mi>P</mml:mi><mml:mi>r</mml:mi></mml:math></inline-formula> the Prandtl number, and <inline-formula id="ieqn-87"><mml:math id="mml-ieqn-87"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> the surface permeability velocity.</p>
<table-wrap id="table-2">
<label>Table 2</label>
<caption>
<title>Thermophysical properties [<xref ref-type="bibr" rid="ref-35">35</xref>&#x2013;<xref ref-type="bibr" rid="ref-37">37</xref>]</title>
</caption>
<table>
<colgroup>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/> </colgroup>
<thead>
<tr>
<th rowspan="2">Physical properties</th>
<th colspan="2">Continuous base fluid</th>
<th colspan="3">Nanoparticles</th>
</tr>
<tr>

<th><inline-formula id="ieqn-88"><mml:math id="mml-ieqn-88"><mml:mi mathvariant="bold-italic">W</mml:mi><mml:mi mathvariant="bold-italic">a</mml:mi><mml:mi mathvariant="bold-italic">t</mml:mi><mml:mi mathvariant="bold-italic">e</mml:mi><mml:mi mathvariant="bold-italic">r</mml:mi></mml:math></inline-formula> <inline-formula id="ieqn-89"><mml:math id="mml-ieqn-89"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">H</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></th>
<th>Ethy glycol<break/><inline-formula id="ieqn-90"><mml:math id="mml-ieqn-90"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">C</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="bold-italic">H</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">6</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></th>
<th>Silicon dioxide <inline-formula id="ieqn-91"><mml:math id="mml-ieqn-91"><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mi mathvariant="bold-italic">S</mml:mi><mml:mi mathvariant="bold-italic">i</mml:mi></mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mrow><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></th>
<th>Zinc oxide<break/><inline-formula id="ieqn-92"><mml:math id="mml-ieqn-92"><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="bold-italic">Z</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mi mathvariant="bold-italic">O</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></th>
<th>Multiwall carbon nanotubes<break/>( <italic>MWCNT</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td>Density: <inline-formula id="ieqn-93"><mml:math id="mml-ieqn-93"><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>kg</mml:mtext></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:msup><mml:mrow><mml:mtext>m</mml:mtext></mml:mrow><mml:mrow><mml:mrow><mml:mtext>3</mml:mtext></mml:mrow></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-94"><mml:math id="mml-ieqn-94"><mml:mn>977.1</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-95"><mml:math id="mml-ieqn-95"><mml:mn>1115</mml:mn></mml:math></inline-formula></td>
<td>2270</td>
<td><inline-formula id="ieqn-96"><mml:math id="mml-ieqn-96"><mml:mn>5600</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-97"><mml:math id="mml-ieqn-97"><mml:mn>1600</mml:mn></mml:math></inline-formula></td>
</tr>
<tr>
<td>Thermal conductivity: <inline-formula id="ieqn-98"><mml:math id="mml-ieqn-98"><mml:mi>k</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>W/m</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext>k</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-99"><mml:math id="mml-ieqn-99"><mml:mn>0.613</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-100"><mml:math id="mml-ieqn-100"><mml:mn>0.253</mml:mn></mml:math></inline-formula></td>
<td>1.4013</td>
<td><inline-formula id="ieqn-101"><mml:math id="mml-ieqn-101"><mml:mn>50</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-102"><mml:math id="mml-ieqn-102"><mml:mn>3000</mml:mn></mml:math></inline-formula></td>
</tr>
<tr>
<td>Heat capacity: <inline-formula id="ieqn-103"><mml:math id="mml-ieqn-103"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>J/kg</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext>K</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-104"><mml:math id="mml-ieqn-104"><mml:mn>4179</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-105"><mml:math id="mml-ieqn-105"><mml:mn>2430</mml:mn></mml:math></inline-formula></td>
<td>745</td>
<td>495.21</td>
<td><inline-formula id="ieqn-106"><mml:math id="mml-ieqn-106"><mml:mn>769</mml:mn></mml:math></inline-formula></td>
</tr>
<tr>
<td>Electrical conductivity: <inline-formula id="ieqn-107"><mml:math id="mml-ieqn-107"><mml:mi>&#x03C3;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mtext>S/m</mml:mtext></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-108"><mml:math id="mml-ieqn-108"><mml:mn>5</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-109"><mml:math id="mml-ieqn-109"><mml:mn>4.3</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>5</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-110"><mml:math id="mml-ieqn-110"><mml:mn>3.5</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-111"><mml:math id="mml-ieqn-111"><mml:mn>7.26</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>7</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-112"><mml:math id="mml-ieqn-112"><mml:mn>1.9</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula></td>
</tr>
</tbody>
</table>
</table-wrap>
<p><bold>Engineering Parameters</bold></p>
<p>Engineering quantities such as skin friction coefficient <inline-formula id="ieqn-113"><mml:math id="mml-ieqn-113"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and Nusselt number <inline-formula id="ieqn-114"><mml:math id="mml-ieqn-114"><mml:mrow><mml:mo>(</mml:mo><mml:mi>N</mml:mi><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> are employed in the research of heat/mass transport and liquid mechanics. These numbers are frequently utilized in a variety of engineering applications and are pertinent to diverse flow types. These can be assessed independently for the upper and lower plates in the manner described below. The skin friction coefficient (<inline-formula id="ieqn-115"><mml:math id="mml-ieqn-115"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>) and local Nusselt number (<inline-formula id="ieqn-116"><mml:math id="mml-ieqn-116"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula>) are provided by:
<disp-formula id="eqn-13"><label>(13)</label><mml:math id="mml-eqn-13" display="block"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mover><mml:mi>u</mml:mi><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mi>N</mml:mi><mml:mi>u</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>x</mml:mi><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x221E;</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac></mml:math></disp-formula>when <inline-formula id="ieqn-117"><mml:math id="mml-ieqn-117"><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-118"><mml:math id="mml-ieqn-118"><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> correspond to the shear stress and heat flux parameters, respectively,
<disp-formula id="eqn-14"><label>(14)</label><mml:math id="mml-eqn-14" display="block"><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>;</mml:mo><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msup><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mrow><mml:mi>r</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo>&#x2217;</mml:mo></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo stretchy="false">|</mml:mo></mml:mrow><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>So, <inline-formula id="ieqn-119"><mml:math id="mml-ieqn-119"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-120"><mml:math id="mml-ieqn-120"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> are modified using a similarity transformation as:
<disp-formula id="eqn-15"><label>(15)</label><mml:math id="mml-eqn-15" display="block"><mml:mrow><mml:mrow><mml:mi>R</mml:mi><mml:mo>&#x2062;</mml:mo><mml:msubsup><mml:mi>e</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:msubsup><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:msub><mml:mi>&#x3BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mi>h</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:mrow></mml:mrow></mml:msub><mml:msub><mml:mi>&#x3BC;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:mrow><mml:mo>;</mml:mo><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mrow><mml:mrow><mml:mi>R</mml:mi><mml:mo>&#x2062;</mml:mo><mml:msubsup><mml:mi>e</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac></mml:mrow></mml:msubsup><mml:mo>&#x2062;</mml:mo><mml:mi>N</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>u</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>4</mml:mn><mml:mo>&#x2062;</mml:mo><mml:mi>R</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>d</mml:mi><mml:mo>&#x2062;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mi>h</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>&#x2062;</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:mrow></mml:mrow></mml:msub></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2062;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msup><mml:mi>&#x3B8;</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow></mml:math></disp-formula>when examining the behavior of fluid flow and heat transfer at boundaries, <xref ref-type="disp-formula" rid="eqn-14">Eq. (14)</xref> is important. It provides the information required to assess and predict the thermal and momentum characteristics of a system. Where the local Reynolds number is defined as <inline-formula id="ieqn-121"><mml:math id="mml-ieqn-121"><mml:msub><mml:mrow><mml:mtext>Re</mml:mtext></mml:mrow><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mover><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo accent="false">&#x00AF;</mml:mo></mml:mover><mml:msub><mml:mi>&#x03BD;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:math></inline-formula>.</p>
<p><bold>Thermophysical Characteristics:</bold></p>
<p>As thermophysical characteristics are extremely important since they allow us to more accurately calculate efficiency. According to the literature, heat transfer characteristics are dependent on the formulation, whereas viscosity is temperature-dependent and thermal conductivity is concentration-dependent.</p>
<p><bold>Density</bold>
<disp-formula id="ueqn-18"><mml:math id="mml-ueqn-18" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>{</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>f</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>}</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><bold>Viscosity</bold>
<disp-formula id="ueqn-19"><mml:math id="mml-ueqn-19" display="block"><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:msub><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2.5</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2.5</mml:mn></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2.5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
<p><bold>Thermal conductivity</bold>
<disp-formula id="ueqn-20"><mml:math id="mml-ueqn-20" display="block"><mml:mfrac><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac></mml:math></disp-formula>where,</p>
<p><inline-formula id="ieqn-122"><mml:math id="mml-ieqn-122"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula>, <inline-formula id="ieqn-123"><mml:math id="mml-ieqn-123"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:math></inline-formula></p>
<p><bold>Thermal expansion coefficient</bold>
<disp-formula id="ueqn-21"><mml:math id="mml-ueqn-21" display="block"><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>T</mml:mi><mml:mi>h</mml:mi><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>{</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>[</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>]</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>}</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B2;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Numerical Analysis</title>
<p>The system of coupled ordinary differential equations ODEs that forms the boundary value problem (BVP) is defined by using a MATLAB solver. After that, functions are developed for the ODEs along with the boundary conditions, and the boundary constraints are given for the interval&#x2019;s ends. The numerical solver has an option called collocation that uses these functions in addition to an initial guess for the answer. The behavior of the system may be further analyzed and visualised by extracting the solution from the returning structure. Convergence requires adjusting the tolerance and iteration settings, which also offers a reliable method for resolving BVPs via collocation with the solver. A system of nonlinear, differential equations, <xref ref-type="disp-formula" rid="eqn-9">Eqs. (9)</xref> and <xref ref-type="disp-formula" rid="eqn-10">(10)</xref>, with matching boundary constraints, <xref ref-type="disp-formula" rid="eqn-11">Eq. (11)</xref>, is solved using this approach. The following is how equations are converted into first-order ODEs:</p>
<p>Let
<disp-formula id="ueqn-22"><mml:math id="mml-ueqn-22" display="block"><mml:mtable displaystyle="true" columnalign="right left" columnspacing="0em" rowspacing="3pt"><mml:mtr><mml:mtd></mml:mtd><mml:mtd><mml:mstyle><mml:mrow><mml:mrow><mml:mi>f</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x3B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mrow><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x3B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>2</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mrow><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x3B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>3</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mrow><mml:mrow><mml:mi>&#x3B8;</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x3B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>,</mml:mo><mml:mspace width="0.167em"></mml:mspace><mml:mspace width="0.167em"></mml:mspace><mml:mrow><mml:msup><mml:mi>&#x3B8;</mml:mi><mml:mrow><mml:mi>&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mo>=</mml:mo><mml:mrow><mml:mi>d</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>5</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mrow><mml:mo>.</mml:mo></mml:mstyle></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
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<p>The system is defined by the initial conditions listed below:
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<p>We tackled the boundary value problem using MATLAB&#x2019;s BVP4C solver, which utilizes a collocation method that keeps an eye on errors based on the residuals of the differential equations. Instead of directly managing the error of the true solution, this solver focuses on making sure the norm of the residual stays within certain limits, dictated by both relative and absolute tolerances. By default, these tolerances are set to <inline-formula id="ieqn-124"><mml:math id="mml-ieqn-124"><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mi>l</mml:mi><mml:mi>T</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and <inline-formula id="ieqn-125"><mml:math id="mml-ieqn-125"><mml:mi>A</mml:mi><mml:mi>b</mml:mi><mml:mi>s</mml:mi><mml:mi>T</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mn>10</mml:mn><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>6</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which helps keep the residual error below a threshold proportional to <inline-formula id="ieqn-126"><mml:math id="mml-ieqn-126"><mml:mi>A</mml:mi><mml:mi>b</mml:mi><mml:mi>s</mml:mi><mml:mi>T</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>+</mml:mo><mml:mi>R</mml:mi><mml:mi>e</mml:mi><mml:mi>l</mml:mi><mml:mi>T</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>&#x00D7;</mml:mo><mml:mrow><mml:mo>|</mml:mo><mml:mi>f</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>|</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:math></inline-formula> This method strikes a nice balance between achieving numerical accuracy and maintaining computational efficiency. Furthermore, details about the chosen numerical scheme are discussed in <xref ref-type="fig" rid="fig-2">Fig. 2</xref>.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title>Flow chart of numerical scheme</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-2.tif"/>
</fig>
</sec>
<sec id="s4">
<label>4</label>
<title>Results and Discussion</title>
<p>The fluid behaviour in this study is illustrated by the graphical illustrations of temperature and momentum profiles for the tri-hybrid nanofluid <inline-formula id="ieqn-127"><mml:math id="mml-ieqn-127"><mml:mo stretchy="false">(</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo>+</mml:mo><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>W</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>E</mml:mi><mml:mi>t</mml:mi><mml:mi>h</mml:mi><mml:mi>y</mml:mi><mml:mi>l</mml:mi><mml:mi>G</mml:mi><mml:mi>l</mml:mi><mml:mi>y</mml:mi><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> flows between two parallel Riga plates. Using similarity variables, the physical model is first transformed into ODEs to produce these profiles. Following conversion, the equations are put into practice with MATLAB, a program that offers a means of resolving intricate mathematical issues and displaying the outcomes. The temperature and velocity profiles at various locations inside the flow domain are shown in <xref ref-type="fig" rid="fig-3">Figs. 3</xref>&#x2013;<xref ref-type="fig" rid="fig-14">14</xref>. Through analysing these profiles, one may learn more about the fluid&#x2019;s behaviour and how the relevant factors impact these profiles [<xref ref-type="bibr" rid="ref-38">38</xref>&#x2013;<xref ref-type="bibr" rid="ref-41">41</xref>].</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Consequences of hertman number on <inline-formula id="ieqn-128"><mml:math id="mml-ieqn-128"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-3.tif"/>
</fig><fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Consequences of suction on <inline-formula id="ieqn-129"><mml:math id="mml-ieqn-129"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-4.tif"/>
</fig><fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Consequences of porous parameter on <inline-formula id="ieqn-130"><mml:math id="mml-ieqn-130"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-5.tif"/>
</fig><fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>Consequences of volume fractions of nanoparticles on <inline-formula id="ieqn-131"><mml:math id="mml-ieqn-131"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-6.tif"/>
</fig><fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>Consequences of suction parameter on <inline-formula id="ieqn-132"><mml:math id="mml-ieqn-132"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-7.tif"/>
</fig><fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>Consequences of thermal radiation on <inline-formula id="ieqn-133"><mml:math id="mml-ieqn-133"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-8.tif"/>
</fig><fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>Consequences of Biot number on <inline-formula id="ieqn-134"><mml:math id="mml-ieqn-134"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-9.tif"/>
</fig><fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>Consequences of Eckert number on <inline-formula id="ieqn-135"><mml:math id="mml-ieqn-135"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-10.tif"/>
</fig><fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>Consequences of thermal conductivity on <inline-formula id="ieqn-136"><mml:math id="mml-ieqn-136"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-11.tif"/>
</fig><fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>Consequences of Prandtl number on <inline-formula id="ieqn-137"><mml:math id="mml-ieqn-137"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-12.tif"/>
</fig><fig id="fig-13">
<label>Figure 13</label>
<caption>
<title>Consequences of the sSuction parameter on <inline-formula id="ieqn-138"><mml:math id="mml-ieqn-138"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-13.tif"/>
</fig><fig id="fig-14">
<label>Figure 14</label>
<caption>
<title>Velocity profile comparison between the present study and the benchmark results by Rammoorthi and Mohanavel</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-14.tif"/>
</fig>
<sec id="s4_1">
<label>4.1</label>
<title>Influence of Various Parameters on the Velocity Profile</title>
<p>The impact of <inline-formula id="ieqn-139"><mml:math id="mml-ieqn-139"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.2</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>Z</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.6</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> on the velocity distribution <inline-formula id="ieqn-140"><mml:math id="mml-ieqn-140"><mml:msup><mml:mi>f</mml:mi><mml:mrow><mml:mi mathvariant="normal">&#x2032;</mml:mi></mml:mrow></mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is depicted in <xref ref-type="fig" rid="fig-3">Fig. 3</xref>. The magnetic field between the plates is strengthened as <inline-formula id="ieqn-141"><mml:math id="mml-ieqn-141"><mml:mi>Z</mml:mi></mml:math></inline-formula> is increased. The stronger magnetic effect between the plates drives the fluid flow. The performance of Riga plates will resemble that of a regular channel when <inline-formula id="ieqn-142"><mml:math id="mml-ieqn-142"><mml:mi>Z</mml:mi></mml:math></inline-formula> goes back to zero. The Hartmann number greatly influences the velocity profile in the presence of a magnetic field. The interaction between electromagnetic and viscous forces, whose relative intensity is measured by the Hartmann number, is where the physical relevance is found. Therefore, it may be possible to effectively use the increased magnetism between the plates to speed up the flow in the squeezing phase. As a result, if <inline-formula id="ieqn-143"><mml:math id="mml-ieqn-143"><mml:mi>Z</mml:mi></mml:math></inline-formula> disappears, velocities are reduced, and the Riga plates become normal plates.</p>
<p>The effect of the suction parameter <inline-formula id="ieqn-144"><mml:math id="mml-ieqn-144"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.2</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>S</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.6</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> can be seen in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>, one can notice that as the suction rises, the overall fluid velocity upsurges. The act of sucking a fluid in, or suction, has a large influence on flow behaviour and velocity profiles. Faster fluid flow close to the surface is usually the result of decreasing the thickness of the boundary layer (BL) and increasing the velocity gradient at the surface of the plate. The boundary layer is thinned by suction, which removes fluid close to the surface. Because of the suction, the velocity profile steepens at the surface, indicating that the fluid is travelling more quickly toward the wall than it would in a suction-free situation. Even if the velocity increases close to the wall, if the suction is high, the total velocity profile may be lower farther from the wall.</p>
<p>The impact of a porous parameter <inline-formula id="ieqn-145"><mml:math id="mml-ieqn-145"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.1</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>&#x03BB;</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>1.7</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> on a velocity profile is seen in <xref ref-type="fig" rid="fig-5">Fig. 5</xref>. The porosity characteristic reduces fluid velocity in the velocity profile. Generally speaking, a higher porosity parameter (which signifies greater permeability of the porous material) results in higher drag force, which lowers velocity.</p>
<p>The volume fraction <inline-formula id="ieqn-146"><mml:math id="mml-ieqn-146"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.00</mml:mn><mml:mo>&#x2264;</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2264;</mml:mo><mml:mn>0.12</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> of <inline-formula id="ieqn-147"><mml:math id="mml-ieqn-147"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>, <inline-formula id="ieqn-148"><mml:math id="mml-ieqn-148"><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi></mml:math></inline-formula>, and <inline-formula id="ieqn-149"><mml:math id="mml-ieqn-149"><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi></mml:math></inline-formula> nanoparticles dominate the velocity field as seen in <xref ref-type="fig" rid="fig-6">Fig. 6</xref>. As volume fractions grow, disturbances like eddies and flow separations seen to be more noticeable. The volume percentage of nanoparticles in a fluid usually reduces the velocity profile, owing to the higher viscosity and friction induced by the nanoparticles. Essentially, the nanoparticles thicken the fluid and increase its resistance to flow, slowing it down.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Influence of Various Parameters on the Temperature Profile</title>
<p>The effect of the heat source parameter on the thermal field <inline-formula id="ieqn-150"><mml:math id="mml-ieqn-150"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is portrayed in <xref ref-type="fig" rid="fig-7">Fig. 7</xref>. The thermal boundary layer expands as the fluid temperature increases as a result of a heat source. Temperature intensifies the thermal energy added due to heat sources. Thermal energy is introduced into a system via a heat source, such as a resistor that dissipates electrical power. This energy raises the molecules&#x2019; kinetic energy, which raises the thermal effect and causes the thermal boundary layer to grow.</p>
<p>The effect of the thermal radiation parameter, <inline-formula id="ieqn-151"><mml:math id="mml-ieqn-151"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.3</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>2.3</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, on the thermal distribution, <inline-formula id="ieqn-152"><mml:math id="mml-ieqn-152"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:math></inline-formula> across the gap is shown in <xref ref-type="fig" rid="fig-8">Fig. 8</xref>. The dimensionless heat equation <xref ref-type="disp-formula" rid="eqn-10">Eq. (10)</xref> in the increased thermal diffusion term includes the parameter <inline-formula id="ieqn-153"><mml:math id="mml-ieqn-153"><mml:mi>R</mml:mi><mml:mi>d</mml:mi></mml:math></inline-formula>. It specifies how much heat transport from thermal radiation and thermal conduction contributes to each other. The contribution of heat radiation disappears with <inline-formula id="ieqn-154"><mml:math id="mml-ieqn-154"><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>. Thermal radiation becomes more and more dominant over thermal conduction when <inline-formula id="ieqn-155"><mml:math id="mml-ieqn-155"><mml:mi>R</mml:mi><mml:mi>d</mml:mi><mml:mo>&#x003E;</mml:mo><mml:mn>1</mml:mn></mml:math></inline-formula>. In traditional boundary layer flows, this would result in increased flow energy and temperature, but in the existing model, raising the radiation parameter has the reverse effect. The decreasing temperatures linked to a larger radiation heat flow impact are caused by the squeezing effect, which suppresses thermal diffusion. The decline of temperature between the two Riga plates is almost linear when unidirectional radiative flux is not present. However, the connection gets increasingly nonlinear as the radiative influence increases, especially toward the downside Riga plate.</p>
<p>The impact of thermal Biot number, <inline-formula id="ieqn-156"><mml:math id="mml-ieqn-156"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.1</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>B</mml:mi><mml:mi>i</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.5</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, on temperature profiles, <inline-formula id="ieqn-157"><mml:math id="mml-ieqn-157"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, is seen in <xref ref-type="fig" rid="fig-9">Fig. 9</xref>. This quantity, which is a variation of the traditional thermal Biot number, appears in the boundary conditions at the bottom Riga plate. Physically speaking, when this value is less than <inline-formula id="ieqn-158"><mml:math id="mml-ieqn-158"><mml:mn>0.2</mml:mn></mml:math></inline-formula>, it indicates that temperature gradients are minimal within the lower Riga plate and that heat conduction there is substantially quicker than heat convection outside of it. This is in line with the &#x201C;thermally thin&#x201D; situation. The &#x201C;thermally thick&#x201D; situation occurs when <inline-formula id="ieqn-159"><mml:math id="mml-ieqn-159"><mml:mi>B</mml:mi><mml:mi>i</mml:mi><mml:mo>&#x003E;</mml:mo><mml:mn>0.2</mml:mn></mml:math></inline-formula>, meaning that thermal conduction within the downside Riga plate proceeds at a significantly slower rate than thermal convection far from its plate into the pierced flow regime. The temperature across the gap significantly rises as Boit number increases. Increased thermal convection warms the flow, resulting in higher convection from the downside Riga plate to the squeezing regime.</p>
<p><xref ref-type="fig" rid="fig-10">Fig. 10</xref> demonstrates the impact of the Eckert number <inline-formula id="ieqn-160"><mml:math id="mml-ieqn-160"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.1</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>E</mml:mi><mml:mi>c</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.5</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, i.e., energy dissipation parameter effects on thermal profiles <inline-formula id="ieqn-161"><mml:math id="mml-ieqn-161"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>.</mml:mo></mml:math></inline-formula> The relative contribution of kinetic energy dissipated to the boundary layer (BL) enthalpy difference is represented by the Eckert number. Viscous dissipation is assumed to be zero for <inline-formula id="ieqn-162"><mml:math id="mml-ieqn-162"><mml:mi>E</mml:mi><mml:mi>c</mml:mi><mml:mo>&#x2248;</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>. A higher temperature is the outcome of a gradually larger conversion of kinetic energy to heat as <inline-formula id="ieqn-163"><mml:math id="mml-ieqn-163"><mml:mi>E</mml:mi><mml:mi>c</mml:mi></mml:math></inline-formula> rises. This conversion mostly occurs through viscous dissipation, in which the flow&#x2019;s mechanical energy is converted to heat, raising the temperature due to frictional forces between the walls and the fluid.</p>
<p>The transport of heat to the fluid is influenced by varied thermal conductivity <inline-formula id="ieqn-164"><mml:math id="mml-ieqn-164"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.2</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>&#x03B5;</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.6</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, as seen in <xref ref-type="fig" rid="fig-11">Fig. 11</xref>. Higher thermal conductivity areas of the fluid will heat faster and subsequently radiate heat to the fluid&#x2019;s cooler areas. It also lessens the fluid&#x2019;s internal temperature gradients. This is because the fluid&#x2019;s parts with higher thermal conductivity act as temperature sinks, taking up heat from the hotter segments and transferring it to the colder ones.</p>
<p>The inspiration of the Prandtl number <inline-formula id="ieqn-165"><mml:math id="mml-ieqn-165"><mml:mrow><mml:mo>(</mml:mo><mml:mn>7.0</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>P</mml:mi><mml:mi>r</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>15.4</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> on <inline-formula id="ieqn-166"><mml:math id="mml-ieqn-166"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is demonstrated in <xref ref-type="fig" rid="fig-12">Fig. 12</xref>. The fluid&#x2019;s momentum diffusivity and thermal diffusivity are related by the Prandtl number <inline-formula id="ieqn-167"><mml:math id="mml-ieqn-167"><mml:mi>P</mml:mi><mml:mi>r</mml:mi></mml:math></inline-formula>. Thus, the fluid flow with a greater <inline-formula id="ieqn-168"><mml:math id="mml-ieqn-168"><mml:mi>P</mml:mi><mml:mi>r</mml:mi></mml:math></inline-formula> has low thermal diffusivity, which causes the temperature gradient to steepen and decrease. Designing thermal systems i.e., heat exchangers, requires particular nanofluids with variable <inline-formula id="ieqn-169"><mml:math id="mml-ieqn-169"><mml:mi>P</mml:mi><mml:mi>r</mml:mi></mml:math></inline-formula> values to ensure optimal thermal performance.</p>
<p>The inspection of suction parameter, <inline-formula id="ieqn-170"><mml:math id="mml-ieqn-170"><mml:mrow><mml:mo>(</mml:mo><mml:mn>0.2</mml:mn><mml:mo>&#x2264;</mml:mo><mml:mi>S</mml:mi><mml:mo>&#x2264;</mml:mo><mml:mn>0.6</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, on the thermal distribution <inline-formula id="ieqn-171"><mml:math id="mml-ieqn-171"><mml:mi>&#x03B8;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>&#x03B6;</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> can be noticed in <xref ref-type="fig" rid="fig-13">Fig. 13</xref>. The Temperature often fall when a fluid is drawn into a porous media by suction. In particular, raising the suction parameter lowers the temperature and may also lower the local skin friction coefficient and heat flow. In a physical sense, suction cools the system by removing heat.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Validation</title>
<p>The present analysis is benchmarked against the study by Rammoorthi and Mohanavel [<xref ref-type="bibr" rid="ref-27">27</xref>] by employing parameter values consistent with their work. The reliability of the results is validated through the graphical comparisons presented in <xref ref-type="fig" rid="fig-14">Figs. 14</xref> and <xref ref-type="fig" rid="fig-15">15</xref>. As shown in <xref ref-type="table" rid="table-2">Table 2</xref>, the skin friction coefficient and Nusselt number exhibit sensitivity to various dimensionless parameters. Specifically, both <inline-formula id="ieqn-172"><mml:math id="mml-ieqn-172"><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mrow><mml:mtext>Re</mml:mtext></mml:mrow><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-173"><mml:math id="mml-ieqn-173"><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mrow><mml:mtext>Re</mml:mtext></mml:mrow><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mi>N</mml:mi><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> increase with higher values of <inline-formula id="ieqn-174"><mml:math id="mml-ieqn-174"><mml:mi>Z</mml:mi><mml:mo>,</mml:mo><mml:mi>&#x03BB;</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>&#x03D5;</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>, and <inline-formula id="ieqn-175"><mml:math id="mml-ieqn-175"><mml:mi>M</mml:mi></mml:math></inline-formula> while they decline with increasing <inline-formula id="ieqn-176"><mml:math id="mml-ieqn-176"><mml:mi>b</mml:mi></mml:math></inline-formula>. Conversely, parameters such as <inline-formula id="ieqn-177"><mml:math id="mml-ieqn-177"><mml:mi>E</mml:mi><mml:mi>c</mml:mi><mml:mo>,</mml:mo><mml:mi>R</mml:mi><mml:mi>d</mml:mi></mml:math></inline-formula>, and <inline-formula id="ieqn-178"><mml:math id="mml-ieqn-178"><mml:mi>&#x03B5;</mml:mi></mml:math></inline-formula> exert a negligible effect on skin friction. The Nusselt number increases with <inline-formula id="ieqn-179"><mml:math id="mml-ieqn-179"><mml:mi>R</mml:mi><mml:mi>d</mml:mi></mml:math></inline-formula> and decreases with both <inline-formula id="ieqn-180"><mml:math id="mml-ieqn-180"><mml:mi>E</mml:mi><mml:mi>c</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-181"><mml:math id="mml-ieqn-181"><mml:mi>&#x03B5;</mml:mi></mml:math></inline-formula>. These observed patterns offer critical insights into the influence of physical parameters on thermal transport behaviour.</p>
<fig id="fig-15">
<label>Figure 15</label>
<caption>
<title>Temperature profile comparison between the present study and the benchmark results by Rammoorthi and Mohanavel</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-15.tif"/>
</fig>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Streamlines</title>
<p>In this section, 3D surface plots against various flow factors are illustrated in <xref ref-type="fig" rid="fig-16">Figs. 16</xref> and <xref ref-type="fig" rid="fig-17">17</xref>. The following 3D surface plots show how in a magnetohydrodynamic tri-hybrid nanofluid flow system, the local Nusselt number <inline-formula id="ieqn-182"><mml:math id="mml-ieqn-182"><mml:mrow><mml:mo>(</mml:mo><mml:mi>N</mml:mi><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> as well as the local Skin Friction Coefficient <inline-formula id="ieqn-183"><mml:math id="mml-ieqn-183"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> are affected by <inline-formula id="ieqn-184"><mml:math id="mml-ieqn-184"><mml:mi>M</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-185"><mml:math id="mml-ieqn-185"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> that are magnetic parameter and nanoparticle volume fraction, respectively. <inline-formula id="ieqn-186"><mml:math id="mml-ieqn-186"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> grows linearly with the growth of <inline-formula id="ieqn-187"><mml:math id="mml-ieqn-187"><mml:mi>M</mml:mi></mml:math></inline-formula> and the nanoparticle volume fraction <inline-formula id="ieqn-188"><mml:math id="mml-ieqn-188"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula>. <inline-formula id="ieqn-189"><mml:math id="mml-ieqn-189"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> increases from around <inline-formula id="ieqn-190"><mml:math id="mml-ieqn-190"><mml:mn>2.7</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-191"><mml:math id="mml-ieqn-191"><mml:mn>5.3</mml:mn></mml:math></inline-formula> at <inline-formula id="ieqn-192"><mml:math id="mml-ieqn-192"><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mn>0.5</mml:mn></mml:math></inline-formula> when <inline-formula id="ieqn-193"><mml:math id="mml-ieqn-193"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> is increased from <inline-formula id="ieqn-194"><mml:math id="mml-ieqn-194"><mml:mn>0</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-195"><mml:math id="mml-ieqn-195"><mml:mn>0.1</mml:mn></mml:math></inline-formula>. <inline-formula id="ieqn-196"><mml:math id="mml-ieqn-196"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> rises from approximately <inline-formula id="ieqn-197"><mml:math id="mml-ieqn-197"><mml:mn>2.7</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-198"><mml:math id="mml-ieqn-198"><mml:mn>5.2</mml:mn></mml:math></inline-formula> when <inline-formula id="ieqn-199"><mml:math id="mml-ieqn-199"><mml:mi>M</mml:mi></mml:math></inline-formula> is increased from <inline-formula id="ieqn-200"><mml:math id="mml-ieqn-200"><mml:mn>0.5</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-201"><mml:math id="mml-ieqn-201"><mml:mn>2.5</mml:mn></mml:math></inline-formula> at <inline-formula id="ieqn-202"><mml:math id="mml-ieqn-202"><mml:mi>&#x03D5;</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>. Thermal conductivity is improved by a higher nanoparticle concentration. Increasing <inline-formula id="ieqn-203"><mml:math id="mml-ieqn-203"><mml:mi>M</mml:mi></mml:math></inline-formula> improves flow stability, which raises the effectiveness of heat transfer. <inline-formula id="ieqn-204"><mml:math id="mml-ieqn-204"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> grows with magnetic parameter <inline-formula id="ieqn-205"><mml:math id="mml-ieqn-205"><mml:mi>M</mml:mi></mml:math></inline-formula> and volume fraction <inline-formula id="ieqn-206"><mml:math id="mml-ieqn-206"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula>, although at a smaller gradient than <inline-formula id="ieqn-207"><mml:math id="mml-ieqn-207"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula>. At <inline-formula id="ieqn-208"><mml:math id="mml-ieqn-208"><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mn>0.5</mml:mn></mml:math></inline-formula>, <inline-formula id="ieqn-209"><mml:math id="mml-ieqn-209"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> rises from approximately <inline-formula id="ieqn-210"><mml:math id="mml-ieqn-210"><mml:mn>1.5</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-211"><mml:math id="mml-ieqn-211"><mml:mn>2.3</mml:mn></mml:math></inline-formula> as <inline-formula id="ieqn-212"><mml:math id="mml-ieqn-212"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> goes from <inline-formula id="ieqn-213"><mml:math id="mml-ieqn-213"><mml:mn>0</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-214"><mml:math id="mml-ieqn-214"><mml:mn>0.1</mml:mn></mml:math></inline-formula>. For constant <inline-formula id="ieqn-215"><mml:math id="mml-ieqn-215"><mml:mi>&#x03D5;</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:math></inline-formula>, <inline-formula id="ieqn-216"><mml:math id="mml-ieqn-216"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> rises from approximately <inline-formula id="ieqn-217"><mml:math id="mml-ieqn-217"><mml:mn>1.5</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-218"><mml:math id="mml-ieqn-218"><mml:mn>2.2</mml:mn></mml:math></inline-formula> as <inline-formula id="ieqn-219"><mml:math id="mml-ieqn-219"><mml:mi>M</mml:mi></mml:math></inline-formula> rises from <inline-formula id="ieqn-220"><mml:math id="mml-ieqn-220"><mml:mn>0.5</mml:mn></mml:math></inline-formula> to <inline-formula id="ieqn-221"><mml:math id="mml-ieqn-221"><mml:mn>2.5</mml:mn></mml:math></inline-formula>. The generation of Lorentz force due to the magnetic field increases flow hinderance, resulting in increased skin friction. Nanoparticles thicken the boundary layer, resulting in more viscous effects.</p>
<fig id="fig-16">
<label>Figure 16</label>
<caption>
<title>3D surface plots of <inline-formula id="ieqn-222"><mml:math id="mml-ieqn-222"><mml:mi>M</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-223"><mml:math id="mml-ieqn-223"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> against Nusselt number</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-16.tif"/>
</fig><fig id="fig-17">
<label>Figure 17</label>
<caption>
<title>3D surface plots of <inline-formula id="ieqn-224"><mml:math id="mml-ieqn-224"><mml:mi>M</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-225"><mml:math id="mml-ieqn-225"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> against skin friction coefficient</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_70435-fig-17.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Conclusion</title>
<p>The fluid transport and thermal properties of nanofluids between horizontal, parallel Riga plates are examined in this work, when magnetic fields and radiative impacts are present. A scrutiny of a time-dependent(unsteady), squeezing flow of tri-hybrid nanofluid <inline-formula id="ieqn-226"><mml:math id="mml-ieqn-226"><mml:mo stretchy="false">(</mml:mo><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mi>Z</mml:mi><mml:mi>n</mml:mi><mml:mi>O</mml:mi><mml:mo>+</mml:mo><mml:mi>M</mml:mi><mml:mi>W</mml:mi><mml:mi>C</mml:mi><mml:mi>N</mml:mi><mml:mi>T</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>W</mml:mi><mml:mi>a</mml:mi><mml:mi>t</mml:mi><mml:mi>e</mml:mi><mml:mi>r</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mi>E</mml:mi><mml:mi>t</mml:mi><mml:mi>h</mml:mi><mml:mi>y</mml:mi><mml:mi>l</mml:mi><mml:mi>G</mml:mi><mml:mi>l</mml:mi><mml:mi>y</mml:mi><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> between two parallel plates is presented in this article. The study considers the impacts of thermal radiation, the suction effect, viscosity dissipation, and the heat source. Using the similarity transformation approach, the leading system of connected nonlinear partial differential equations PDEs was transformed into a system of ODEs. These equations were then numerically solved using the shooting technique together with the Bvp4c approach. The following is a list of the investigation&#x2019;s noteworthy findings.
<list list-type="bullet">
<list-item>
<p>The enrichment of Hartmann number (<inline-formula id="ieqn-227"><mml:math id="mml-ieqn-227"><mml:mi>Z</mml:mi></mml:math></inline-formula>) results in increased fluid flow, indicating the significant impact of magnetohydrodynamics on fluid flow.</p></list-item>
<list-item>
<p>Raising the suction parameter enhances the flow field but reduces the temperature profile of the used tri-hybrid nanofluid.</p></list-item>
<list-item>
<p>Water-Ethyl Glycol <inline-formula id="ieqn-228"><mml:math id="mml-ieqn-228"><mml:mo stretchy="false">(</mml:mo><mml:mn>60</mml:mn><mml:mo>&#x003A;</mml:mo><mml:mspace width="negativethinmathspace" /><mml:mn>40</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:math></inline-formula> based nanofluids containing Silicon dioxide (<inline-formula id="ieqn-229"><mml:math id="mml-ieqn-229"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>), zinc oxide (<inline-formula id="ieqn-230"><mml:math id="mml-ieqn-230"><mml:mi>S</mml:mi><mml:mi>i</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>), and multiwall carbon nanotubes (<italic>MWCNTs</italic>) nanoparticles improve heat transport efficiency and also the reliability of the system.</p></list-item>
<list-item>
<p>Higher values of <inline-formula id="ieqn-231"><mml:math id="mml-ieqn-231"><mml:mi>R</mml:mi><mml:mi>d</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-232"><mml:math id="mml-ieqn-232"><mml:mi>&#x03B5;</mml:mi></mml:math></inline-formula> make an increase in the thermal profile. They pointedly enhance the thermal distribution and the thermal effect within the system.</p></list-item>
<list-item>
<p>A combined investigation through streamline plots reveals quantifiable changes in <inline-formula id="ieqn-233"><mml:math id="mml-ieqn-233"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-234"><mml:math id="mml-ieqn-234"><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> due to <inline-formula id="ieqn-235"><mml:math id="mml-ieqn-235"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> and <inline-formula id="ieqn-236"><mml:math id="mml-ieqn-236"><mml:mi>M</mml:mi></mml:math></inline-formula>. The streamlined behaviour shows that raising <inline-formula id="ieqn-237"><mml:math id="mml-ieqn-237"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> improves thermal mixing and heat transmission, whereas increasing <inline-formula id="ieqn-238"><mml:math id="mml-ieqn-238"><mml:mi>M</mml:mi></mml:math></inline-formula> causes Lorentz forces that reduce flow velocity. Higher <inline-formula id="ieqn-239"><mml:math id="mml-ieqn-239"><mml:mi>&#x03D5;</mml:mi></mml:math></inline-formula> increases the Nusselt number, while higher <inline-formula id="ieqn-240"><mml:math id="mml-ieqn-240"><mml:mi>M</mml:mi></mml:math></inline-formula> decreases it and increases skin friction.</p></list-item>
</list></p>
<p>This work offers a new numerical investigation of ternary hybrid nanofluid flow in a Riga plate-based squeezing system, although it has certain drawbacks. Only two-dimensional, laminar, and incompressible flow with simplified boundary conditions is included in the study; turbulence, surface roughness, and geometric imperfections are not taken into account. The impacts of temperature variations, nanoparticle clumping, and interparticle forces are also ignored, as it is assumed that the thermophysical characteristics of the nanofluid stay constant. Furthermore, a streamlined Riga plate configuration with homogeneous fields is used to model the electromagnetic effects, which may not fully represent actual situations.</p>
<p>Furthermore, the lack of experimental validation means that the findings remain speculative. These simplifications, while required for tractability, limit the findings&#x2019; direct application to complicated practical systems. Future research could address these constraints by expanding the model to include three-dimensional geometries, experimental benchmarks, and non-ideal effects like slip conditions, temperature-dependent characteristics, and turbulence modelling.</p>
</sec>
</body>
<back>
<ack>
<p>The authors are grateful to King Saud University, Riyadh, Saudi Arabia, for funding this work through the Ongoing Research Funding program&#x2014;Research Chairs (ORF-RC-2025-0127). Furthermore, this study is supported via Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP2025R443), Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>This research was funded by King Saud University, Riyadh, Saudi Arabia, through the Ongoing Research Funding program&#x2014;Research Chairs (ORF-RC-2025-0127). Furthermore, this research was funded via Princess Nourah bint Abdulrahman University Researchers Supporting Project number (PNURSP2025R443).</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>Conceptualization, Muhammad Hamzah and Muhammad Ramzan; methodology, Muhammad Ramzan; software, Muhammad Hamzah; validation, Muhammad Hamzah, Muhammad Ramzan, Abdulrahman A. Almehizia, and Ibrahim Mahariq; formal analysis, Laila A. AL-Essa; investigation, Ahmed S. Hassan; resources, Abdulrahman A. Almehizia and Ahmed S. Hassan; data curation, Ibrahim Mahariq and Laila A. AL-Essa; writing&#x2014;original draft preparation, Muhammad Hamzah and Muhammad Ramzan; writing&#x2014;review and editing, Muhammad Hamzah and Muhammad Ramzan; visualization, Laila A. AL-Essa; supervision, Ahmed S. Hassan. All authors reviewed the results and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of Data and Materials</title>
<p>The data that support the findings of this study are available from the corresponding author upon reasonable request.</p>
</sec>
<sec>
<title>Ethics Approval</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.</p>
</sec>
<ref-list content-type="authoryear">
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