<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1 20151215//EN" "http://jats.nlm.nih.gov/publishing/1.1/JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xml:lang="en" article-type="research-article" dtd-version="1.1">
<front>
<journal-meta>
<journal-id journal-id-type="pmc">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">28951</article-id>
<article-id pub-id-type="doi">10.32604/cmes.2023.028951</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Overall Assessment of Heat Transfer for a Rarefied Flow in a Microchannel with Obstacles Using Lattice Boltzmann Method</article-title>
<alt-title alt-title-type="left-running-head">Overall Assessment of Heat Transfer for a Rarefied Flow in a Microchannel with Obstacles Using Lattice Boltzmann Method</alt-title>
<alt-title alt-title-type="right-running-head">Overall Assessment of Heat Transfer for a Rarefied Flow in a Microchannel with Obstacles Using Lattice Boltzmann Method</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author">
<name name-style="western"><surname>Hammid</surname><given-names>Siham</given-names></name><xref ref-type="aff" rid="aff-1">1</xref></contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western"><surname>Naima</surname><given-names>Khatir</given-names></name><xref ref-type="aff" rid="aff-2">2</xref></contrib>
<contrib id="author-3" contrib-type="author">
<name name-style="western"><surname>Ikumapayi</surname><given-names>Omolayo M.</given-names></name><xref ref-type="aff" rid="aff-3">3</xref></contrib>
<contrib id="author-4" contrib-type="author">
<name name-style="western"><surname>Kezrane</surname><given-names>Cheikh</given-names></name><xref ref-type="aff" rid="aff-1">1</xref></contrib>
<contrib id="author-5" contrib-type="author">
<name name-style="western"><surname>Liazid</surname><given-names>Abdelkrim</given-names></name><xref ref-type="aff" rid="aff-4">4</xref></contrib>
<contrib id="author-6" contrib-type="author">
<name name-style="western"><surname>Asad</surname><given-names>Jihad</given-names></name><xref ref-type="aff" rid="aff-5">5</xref></contrib>
<contrib id="author-7" contrib-type="author">
<name name-style="western"><surname>Rahman</surname><given-names>Mokdad Hayawi</given-names></name><xref ref-type="aff" rid="aff-6">6</xref></contrib>
<contrib id="author-8" contrib-type="author">
<name name-style="western"><surname>Rashid</surname><given-names>Farhan Lafta</given-names></name><xref ref-type="aff" rid="aff-7">7</xref></contrib>
<contrib id="author-9" contrib-type="author">
<name name-style="western"><surname>Hussien</surname><given-names>Naseer Ali</given-names></name><xref ref-type="aff" rid="aff-8">8</xref></contrib>
<contrib id="author-10" contrib-type="author" corresp="yes">
<name name-style="western"><surname>Menni</surname><given-names>Younes</given-names></name><xref ref-type="aff" rid="aff-2">2</xref><xref ref-type="aff" rid="aff-9">9</xref><email>menni.younes@cuniv-naama.dz</email></contrib>
<aff id="aff-1"><label>1</label><institution>Laboratory of Development in Mechanics and Materials (LDMM), Zian Achour University</institution>, <addr-line>Djelfa, PB 3117</addr-line>, <country>Algeria</country></aff>
<aff id="aff-2"><label>2</label><institution>Department of Technology, University Center Salhi Ahmed Naama (Ctr. Univ. Naama), P. O. Box 66</institution>, <addr-line>Naama, 45000</addr-line>, <country>Algeria</country></aff>
<aff id="aff-3"><label>3</label><institution>Department of Mechanical and Mechatronics Engineering Afe Babalola University</institution>, <addr-line>Ado Ekiti, 360101</addr-line>, <country>Nigeria</country></aff>
<aff id="aff-4"><label>4</label><institution>Departement of Physics, Faculty of Science, Abou Bekr Belkaid University</institution>, <addr-line>Tlemcen, 13000</addr-line>, <country>Algeria</country></aff>
<aff id="aff-5"><label>5</label><institution>Department of Physics, Faculty of Applied Sciences, Palestine Technical University-Kadoorie, Tulkarm</institution>, <country>Palestine</country></aff>
<aff id="aff-6"><label>6</label><institution>Aeronautical Technical Engineering, Al-Farahidi University</institution>, <addr-line>Baghdad, 10011</addr-line>, <country>Iraq</country></aff>
<aff id="aff-7"><label>7</label><institution>Mechanical Engineering Department, University of Kerbala</institution>, <addr-line>Karbala, 56001</addr-line>, <country>Iraq</country></aff>
<aff id="aff-8"><label>8</label><institution>Information and Communication Technology Research Group, Scientific Research Center, Al-Ayen University</institution>, <addr-line>Thi-Qar</addr-line>, <country>Iraq</country></aff>
<aff id="aff-9"><label>9</label><institution>National University of Science and Technology</institution>, <addr-line>Dhi Qar</addr-line>, <country>Iraq</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Younes Menni. Email: <email>menni.younes@cuniv-naama.dz</email></corresp>
</author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2023</year></pub-date>
<pub-date date-type="pub" publication-format="electronic"><day>22</day><month>9</month><year>2023</year></pub-date>
<volume>138</volume>
<issue>1</issue>
<fpage>273</fpage>
<lpage>299</lpage>
<history>
<date date-type="received"><day>18</day><month>1</month><year>2023</year>
</date>
<date date-type="accepted"><day>04</day><month>5</month><year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024 Hammid et al.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Hammid et al.</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_CMES_28951.pdf"></self-uri>
<abstract>
<p>The objective of this investigation is to assess the effect of obstacles on numerical heat transfer and fluid flow momentum in a rectangular microchannel (MC). Two distinct configurations were studied: one without obstacles and the other with alternating obstacles placed on the upper and lower walls. The research utilized the thermal lattice Boltzmann method (LBM), which solves the energy and momentum equations of fluids with the BGK approximation, implemented in a Python coding environment. Temperature jump and slip velocity conditions were utilized in the simulation for the MC and extended to all obstacle boundaries. The study aims to analyze the rarefaction effect, with Knudsen numbers (Kn) of 0.012, 0.02, and 0.05. The outcomes indicate that rarefaction has a significant impact on the velocity and temperature distribution. The presence of nine obstacles led to slower fluid movement inside the microchannel MC, resulting in faster cooling at the outlet. In MCs with obstacles, the rarefaction effect plays a crucial role in decreasing the Nusselt number (Nu) and skin friction coefficient (Cf). Furthermore, the study demonstrated that the obstacles played a crucial role in boosting fluid flow and heat transfer in the MC. The findings suggest that the examined configurations could have potential applications as cooling technologies in micro-electro-mechanical systems and microdevice applications.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Microfluid</kwd>
<kwd>rarefied flow</kwd>
<kwd>LBM</kwd>
<kwd>microchannel</kwd>
<kwd>Knudsen number</kwd>
<kwd>numerical simulation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Introduction</title>
<p>Microfluidic devices have been developing rapidly in recent years, and have been increasing in several applications such as drug delivery and cell sorting. Microfluidic devices have advantages over traditional devices, such as low energy cost and separation efficiency [<xref ref-type="bibr" rid="ref-1">1</xref>]. In addition to parallel processing, low material usage, and energy efficiency [<xref ref-type="bibr" rid="ref-2">2</xref>]. Moreover, The control of flows [<xref ref-type="bibr" rid="ref-2">2</xref>] in microchannels (MCs) and heat transfer is considered a complex process [<xref ref-type="bibr" rid="ref-3">3</xref>] and is one of the most important research fields in microfluidics [<xref ref-type="bibr" rid="ref-4">4</xref>]. Microchannels have various implementations in several fields as the cooling technology for addressing heat dissipation issues obtained via high heat flux devices [<xref ref-type="bibr" rid="ref-5">5</xref>]. For example, MC heat sinks are considered cutting-edge cooling technology for electronic systems according to their height of heat generation [<xref ref-type="bibr" rid="ref-6">6</xref>]. The heat transfer mechanism differs from the micro size to the macro size.</p>
<p>The Knudsen number (Kn), which is defined as the ratio of the particle mean free path to the characteristic length of the flow, serves as an indicator of the rarefaction effect [<xref ref-type="bibr" rid="ref-7">7</xref>]. The Kn number provides a way to categorize fluid flows in the micro-scale into four distinct regimes, each with unique characteristics. These regimes are classified as: continuum flow (for Kn numbers below 0.001), slip flow (for Kn numbers between 0.001 and 0.1), transition flow (for Kn numbers between 0.1 and 10), and free-molecular flow (for Kn numbers greater than 10). This categorization is based on the relative importance of viscous and molecular forces in determining the behavior of the fluid. The Kn number serves as a useful tool for predicting the regime of fluid flow and designing systems that operate in specific flow regimes [<xref ref-type="bibr" rid="ref-8">8</xref>,<xref ref-type="bibr" rid="ref-9">9</xref>].</p>
<p>In microflows, the slip boundary plays a critical role and cannot be neglected when analyzing the fluid&#x2019;s flow and thermal behaviors [<xref ref-type="bibr" rid="ref-10">10</xref>,<xref ref-type="bibr" rid="ref-11">11</xref>]. The lattice Boltzmann method (LBM) can be used in microfluidics as an important computational tool [<xref ref-type="bibr" rid="ref-12">12</xref>,<xref ref-type="bibr" rid="ref-13">13</xref>]. According to the high level of parallel ability and the simple algorithm formulation [<xref ref-type="bibr" rid="ref-14">14</xref>], particularly the explicit formulation. The LBM method shows excellent implementation [<xref ref-type="bibr" rid="ref-15">15</xref>] as well as can handle complex boundary conditions [<xref ref-type="bibr" rid="ref-6">6</xref>]. Furthermore, the thermal LBM has been acknowledged as a powerful technique for investigating MC flows that incorporate slip boundary conditions [<xref ref-type="bibr" rid="ref-16">16</xref>]. The LBM method includes two steps collision and streaming [<xref ref-type="bibr" rid="ref-13">13</xref>]. Various models of LBM have been developed to increase the performance of the thermal field simulation. One approach that has been proposed for modeling microscale flows is the double population method, which involves the use of two distinct distribution functions. Specifically, this approach utilizes a density-momentum distribution function for the fluid domain and an internal energy distribution function for the thermal field [<xref ref-type="bibr" rid="ref-11">11</xref>,<xref ref-type="bibr" rid="ref-17">17</xref>].</p>
<p>Numerous studies have investigated the behavior of heat transfer and fluid flow in MCs utilizing the thermal LBM while taking into account slip velocity and temperature jump. For instance, Niu et al. [<xref ref-type="bibr" rid="ref-18">18</xref>] used the thermal LBM to simulate microthermal flow with velocity slip and temperature jump. Similarly, Liu et al. [<xref ref-type="bibr" rid="ref-19">19</xref>] investigated gas flow in a long MC with the LBM and examined the effects of slip and transition flow. Their results showed that the rarefaction effect becomes increasingly significant as the Kn number increases. Hatam et al. [<xref ref-type="bibr" rid="ref-20">20</xref>] studied Cu-H<sub>2</sub>O heat transfer in a MC heat sink and demonstrated that increasing the interactions &#x2018;nanoparticles-solid phase&#x2019; leads to an increase in channel aspect ratio, resulting in an elevated Nusselt number. Finally, Ghadirzadeh et al. [<xref ref-type="bibr" rid="ref-21">21</xref>] utilized the LBM to simulate laminar nanofluid flows within an annular MC in a slip flow regime. These studies provide valuable insights into the behavior of fluids in MCs under various conditions and have advanced our understanding of the mechanisms governing heat transfer and fluid flow in these systems.</p>
<p>Knupp et al. [<xref ref-type="bibr" rid="ref-22">22</xref>] analyzed slip flow in laminar gaseous flow with heat transfer in circular MCs. The study found a decrease in Nu numbers as the Kn number increased. Ahangar et al. [<xref ref-type="bibr" rid="ref-23">23</xref>] used LBM to investigate slip and transient flow regimes in MCs. The study found that in the slip regime, the velocity increased with the Kn number at the center and at the exit of the MC in the transient regime. Alipour Lalami et al. [<xref ref-type="bibr" rid="ref-24">24</xref>] employed LBM with slip boundary and temperature jump to examine heat transfer of nanofluids at conjugate heat in a wide MC with a thick wall. The study found that higher Re values caused an increase in the average Nu number on superhydrophobic surfaces. Finally, Rehman et al. [<xref ref-type="bibr" rid="ref-25">25</xref>] investigated fluid flow in a rectangular channel with a partially heated region by a circular, heated cylinder placed between channels as an obstacle. The study considered four different cases where rectangular ribs were installed and found that the circular obstacle showed the highest drag force when rectangular ribs were present on both the lower and upper walls heated.</p>
<p>Ashraf et al. [<xref ref-type="bibr" rid="ref-26">26</xref>] investigated the behavior of an oscillating mixed convection flow over a horizontal circular cylinder. The study revealed that buoyancy forces play a significant role in accelerating the fluid flow and increasing the velocity of fluid particles. Qiu et al. [<xref ref-type="bibr" rid="ref-27">27</xref>] examined the heat dissipation model of a copper MC heat sink, considering the impact of the Nu number on heat transfer. Their results indicated that the Nu number is a crucial factor affecting the heat transfer performance. Ma et al. [<xref ref-type="bibr" rid="ref-28">28</xref>] simulated 3D laminar flow in a rectangular MC and found that low Re numbers can considerably influence the local Nu numbers in the thermal zone. Overall, these studies provide insights into the complex nature of heat transfer and fluid flow in MCs, highlighting the importance of considering various factors such as buoyancy forces, Nu number, and Re number for achieving optimal heat transfer performance.</p>
<p>In recent years, improving the heat transfer in microdevices has become a significant area of research, especially with the rapid advancement of Micro Electro Mechanical Systems (MEMS) [<xref ref-type="bibr" rid="ref-12">12</xref>,<xref ref-type="bibr" rid="ref-13">13</xref>]. The demand for more efficient designs and technologies to enhance heat transfer efficiency in heat transfer systems has also increased. Slip velocity conditions and temperature jump implementation are some of the methods that have been explored. The Lattice Boltzmann Method (LBM) has been recognized as a useful method to simulate microflow due to its mesoscale characteristics [<xref ref-type="bibr" rid="ref-14">14</xref>]. LBM has several attractive features, including superior representation of microscopic interactions. The most recent and useful LBM framework for dealing with thermal flows is the thermal lattice Boltzmann method with a double distribution function [<xref ref-type="bibr" rid="ref-17">17</xref>]. In the literature, various studies have been conducted on microscale heat transfer, such as Ashraf et al. [<xref ref-type="bibr" rid="ref-29">29</xref>], who examined the impact of variable surface temperature on periodic mixed convection using a thermally and electrically conducting cone in a porous medium. The study by Lori et al. [<xref ref-type="bibr" rid="ref-30">30</xref>] investigated the heat transfer and fluid flow in solid ribs and alternating vertical porous with microchannel heat sinks, showing that the average Nusselt number of the porous-rib microchannel was more significant than the solid case. Another study by Lobasov et al. [<xref ref-type="bibr" rid="ref-4">4</xref>] explored the influence of temperature jump and velocity slip on heat transfer in the microchannel and found that the heat flux density and average heat transfer coefficient increased as the slip length increased.</p>
<p>In the study by Ashraf et al. [<xref ref-type="bibr" rid="ref-29">29</xref>], the impact of variable surface temperature on periodic mixed convection was analyzed through the use of a thermally and electrically conducting cone positioned in a porous medium. The results indicated that there was an increase in temperature distribution as the Pr number values rose. Meanwhile, Lori et al. [<xref ref-type="bibr" rid="ref-30">30</xref>] explored heat transfer and fluid flow in solid ribs and porous material that alternated vertically with MC heat sinks. According to their findings, the average Nu number was greater in the porous-rib MC than in the solid case. Lastly, Lobasov et al. [<xref ref-type="bibr" rid="ref-4">4</xref>] focused on investigating the effects of temperature jump and velocity slip on heat transfer in a MC. Their research revealed that the heat flux density and average heat transfer coefficient increased with an increase in slip length. These three studies provide important insights into the diverse factors that can impact heat transfer in different systems.</p>
<p>Microdevices have witnessed significant advancements in recent times, with Micro Electro Mechanical Systems (MEMS) driving a lot of innovation [<xref ref-type="bibr" rid="ref-12">12</xref>,<xref ref-type="bibr" rid="ref-13">13</xref>]. However, there is a pressing need for more efficient and better-designed heat transfer systems to improve heat transfer in microdevices [<xref ref-type="bibr" rid="ref-31">31</xref>]. Two crucial factors that can impact the performance of such systems are the slip velocity condition and temperature jump implementation. A promising approach that has gained considerable attention in this context is the LBM, which offers superior representation of microscopic interactions [<xref ref-type="bibr" rid="ref-32">32</xref>]. Of all the LBM frameworks available, the thermal LBM with a double distribution function [<xref ref-type="bibr" rid="ref-17">17</xref>] is the most recent and useful for simulating microflows owing to its mesoscale characteristics [<xref ref-type="bibr" rid="ref-14">14</xref>]. LBM has demonstrated its superiority in modeling rarefied gas flow in microchannels [<xref ref-type="bibr" rid="ref-8">8</xref>]. These observations highlight the potential of LBM in enhancing heat transfer in microdevices and the need for further research in this area.</p>
<p>The present study aims to provide a numerical investigation of laminar fluid flow and forced convective heat transfer in a rectangular MC, both with and without obstacles placed on the walls. To conduct this study, we employed the thermal LBM with the BGK model, while implementing slip velocity and temperature jump on both the walls and the obstacles. The novelty of this study lies in its focus on the impact of obstacles present in the MC walls and how they can enhance fluid flow and heat transfer. Additionally, the study examines the application of thermal LBM with slip velocity and temperature jump on MC and obstacle walls. To this end, the MC was simulated with different obstacle positions, and the effects of the Kn number, the implementation of obstacles on fluid flow and heat transfer, and the Nu number in the MC were analyzed. The results of this study hold significant implications for the design of more efficient microfluidic devices with enhanced heat transfer.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Mathematical Modelling and Numerical Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Problem Statement</title>
<p>In the present numerical investigations, the laminar fluid flow through the 2D rectangular MCs without and with alternating obstacles is studied with the LBM to analyze the convection heat transfer and fluid flow. A unit length <inline-formula id="ieqn-44"><mml:math id="mml-ieqn-44"><mml:mi>L</mml:mi></mml:math></inline-formula> of the MC is considered. In the first case, the MC is without obstacles. The second case is with three obstacles, two from them at the top and one obstacle at the bottom. In the third case, six obstacles are placed at the top wall and three obstacles at the bottom wall, as shown in <xref ref-type="fig" rid="fig-1">Fig. 1</xref>. The inlet velocity and flow temperature remain constant at the inlet of the microchannel. The MC walls are at rest. In addition, the wall&#x2019;s temperature was kept constant and the same and equal <inline-formula id="ieqn-45"><mml:math id="mml-ieqn-45"><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>10</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>. The dimensions <inline-formula id="ieqn-46"><mml:math id="mml-ieqn-46"><mml:msub><mml:mi>L</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-47"><mml:math id="mml-ieqn-47"><mml:msub><mml:mi>L</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> correspond to the length of the obstacle in the second and third cases, respectively. In addition, <inline-formula id="ieqn-48"><mml:math id="mml-ieqn-48"><mml:mi>H</mml:mi></mml:math></inline-formula> is the width of MC and <inline-formula id="ieqn-49"><mml:math id="mml-ieqn-49"><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> is the obstacle&#x2019;s width. The dimension <inline-formula id="ieqn-50"><mml:math id="mml-ieqn-50"><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> expresses the distance between the two obstacles located in the upper wall in the second case and also the obstacle distance from the inlet on the lower wall and <inline-formula id="ieqn-51"><mml:math id="mml-ieqn-51"><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> represents the distance separating obstacles in the third case. <xref ref-type="fig" rid="fig-1">Fig. 1</xref> shows the MC&#x2019;s configurations.</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>MC configurations with (a) no, (b) three, (c) nine obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-1a.tif"/>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-1b.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Thermal Lattice Boltzmann</title>
<p>The microscale level presents unique challenges for computational fluid dynamics (CFD) techniques. The lattice Boltzmann method (LBM) has emerged as a promising alternative due to its simplicity and ability to handle complex microstructures [<xref ref-type="bibr" rid="ref-10">10</xref>]. In particular, the thermal lattice Boltzmann method (TLBM) has gained traction in heat transfer and fluid flow problems owing to its recent establishment and several potential applications [<xref ref-type="bibr" rid="ref-33">33</xref>]. The double distribution function approach, which uses two distribution functions to represent the velocity and temperature fields, respectively, is particularly useful in this context [<xref ref-type="bibr" rid="ref-15">15</xref>,<xref ref-type="bibr" rid="ref-34">34</xref>]. This study employs the TLBM with a double distribution function and BGK model to investigate fluid flow and temperature. The mathematical formalism is represented by the discrete <xref ref-type="disp-formula" rid="eqn-1">Eqs. (1)</xref> and <xref ref-type="disp-formula" rid="eqn-2">(2)</xref> [<xref ref-type="bibr" rid="ref-12">12</xref>]. The use of TLBM in this study highlights its potential for enhancing heat transfer and fluid flow in microscale systems, and its mathematical formalism opens up avenues for further research in this area.</p>
<p><disp-formula id="eqn-1"><label>(1)</label><mml:math id="mml-eqn-1" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><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:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mrow><mml:mo>[</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msubsup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-2"><label>(2)</label><mml:math id="mml-eqn-2" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi mathvariant="normal">&#x0394;</mml:mi><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><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:mfrac><mml:mn>1</mml:mn><mml:msub><mml:mi>&#x03C4;</mml:mi><mml:mrow><mml:mi>g</mml:mi></mml:mrow></mml:msub></mml:mfrac><mml:mrow><mml:mo>[</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msubsup><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup><mml:mrow><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p>In this study, we utilize a lattice model represented by a two-dimensional <italic>D</italic>2<italic>Q</italic>9 lattice connected by eight links, as depicted in <xref ref-type="fig" rid="fig-2">Fig. 2</xref>. This lattice model serves as the foundation for our analysis and enables us to investigate the phenomena of interest accurately. By employing this specific lattice model, we can examine the behavior of the system in a controlled and precise manner, which is essential for drawing meaningful conclusions from our research.</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title><inline-formula id="ieqn-52"><mml:math id="mml-ieqn-52"><mml:mi mathvariant="bold-italic">D</mml:mi><mml:mrow><mml:mtext mathvariant="bold">2</mml:mtext></mml:mrow><mml:mi mathvariant="bold-italic">Q</mml:mi><mml:mrow><mml:mtext mathvariant="bold">9</mml:mtext></mml:mrow></mml:math></inline-formula> square lattice model</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-2.tif"/>
</fig>
<p>The equilibrium distribution functions of <inline-formula id="ieqn-53"><mml:math id="mml-ieqn-53"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-54"><mml:math id="mml-ieqn-54"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> are denoted by <inline-formula id="ieqn-55"><mml:math id="mml-ieqn-55"><mml:msubsup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup></mml:math></inline-formula> and <inline-formula id="ieqn-56"><mml:math id="mml-ieqn-56"><mml:msubsup><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup></mml:math></inline-formula>, respectively. For a <inline-formula id="ieqn-57"><mml:math id="mml-ieqn-57"><mml:mi>D</mml:mi><mml:mn>2</mml:mn><mml:mi>Q</mml:mi><mml:mn>9</mml:mn></mml:math></inline-formula> square lattice, these functions can be derived as follows [<xref ref-type="bibr" rid="ref-12">12</xref>,<xref ref-type="bibr" rid="ref-35">35</xref>]:</p>
<p><disp-formula id="eqn-3"><label>(3)</label><mml:math id="mml-eqn-3" 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:msubsup><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup></mml:mtd><mml:mtd><mml:mi></mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mo>[</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>9</mml:mn><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>]</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msubsup><mml:mi>g</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup></mml:mtd><mml:mtd><mml:mi></mml:mi><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
<p><disp-formula id="eqn-4"><label>(4)</label><mml:math id="mml-eqn-4" 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:msubsup><mml:mi>g</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mrow><mml:mo>[</mml:mo><mml:mn>1.5</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>9</mml:mn><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>]</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msubsup><mml:mi>g</mml:mi><mml:mrow><mml:mn>5</mml:mn><mml:mo>,</mml:mo><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn></mml:mrow><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:msubsup><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>&#x03C9;</mml:mi><mml:mrow><mml:mn>5</mml:mn><mml:mo>,</mml:mo><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mrow><mml:mo>[</mml:mo><mml:mn>3</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>6</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>9</mml:mn><mml:msup><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:mn>3</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mi>u</mml:mi><mml:mo>.</mml:mo><mml:mi>u</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:msup><mml:mi>c</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mfrac><mml:mo>]</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
<p>We can express the discrete velocity vector for the <italic>D</italic>2<italic>Q</italic>9 lattice, which consists of a stationary central node connected to eight neighboring nodes in space, as follows:</p>
<p><disp-formula id="eqn-5"><label>(5)</label><mml:math id="mml-eqn-5" 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:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mrow><mml:mo>(</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mrow><mml:mo>[</mml:mo><mml:mi>cos</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C0;</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>,</mml:mo><mml:mi>sin</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C0;</mml:mi></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>]</mml:mo></mml:mrow><mml:mi>c</mml:mi><mml:mspace width="1em" /><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mtd><mml:mtd><mml:mrow><mml:mo>[</mml:mo><mml:mi>cos</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C0;</mml:mi></mml:mrow><mml:mn>4</mml:mn></mml:mfrac><mml:mo>,</mml:mo><mml:mi>sin</mml:mi><mml:mo>&#x2061;</mml:mo><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C0;</mml:mi></mml:mrow><mml:mn>4</mml:mn></mml:mfrac><mml:mo>]</mml:mo></mml:mrow><mml:mi>c</mml:mi><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt><mml:mspace width="1em" /><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>5</mml:mn><mml:mo>,</mml:mo><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
<p>In the <inline-formula id="ieqn-58"><mml:math id="mml-ieqn-58"><mml:mi>D</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow><mml:mi>Q</mml:mi><mml:mrow><mml:mn>9</mml:mn></mml:mrow></mml:math></inline-formula> discrete velocity model, the weighting coefficient is given by:</p>
<p><disp-formula id="ueqn-6"><mml:math id="mml-ueqn-6" display="block"><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>4</mml:mn><mml:mn>9</mml:mn></mml:mfrac><mml:mtext>&#x00A0;</mml:mtext><mml:mrow><mml:mrow><mml:mi mathvariant="normal">f</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:mrow></mml:mrow><mml:mspace width="1em" /><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mn>9</mml:mn></mml:mfrac><mml:mtext>&#x00A0;</mml:mtext><mml:mrow><mml:mrow><mml:mi mathvariant="normal">f</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:mrow></mml:mrow><mml:mspace width="1em" /><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mn>4</mml:mn><mml:mo>,</mml:mo><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>36</mml:mn></mml:mfrac><mml:mtext>&#x00A0;</mml:mtext><mml:mrow><mml:mrow><mml:mi mathvariant="normal">f</mml:mi><mml:mi mathvariant="normal">o</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:mrow></mml:mrow><mml:mspace width="1em" /><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>5</mml:mn><mml:mo>,</mml:mo><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mn>8</mml:mn></mml:math></disp-formula></p>
<p>By utilizing the distribution function, we can calculate various macroscopic quantities, such as density, velocity, and temperature. These quantities are crucial in describing the behavior of the system under study and provide valuable insights into the underlying physical processes. The ability to calculate these macroscopic quantities accurately and efficiently from the distribution function is a significant advantage of this approach and allows us to gain a better understanding of the system&#x2019;s dynamics.</p>
<p><disp-formula id="eqn-6"><label>(6)</label><mml:math id="mml-eqn-6" display="block"><mml:mi>&#x03C1;</mml:mi><mml:mo>=</mml:mo><mml:munder><mml:mo>&#x2211;</mml:mo><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:munder><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-7"><label>(7)</label><mml:math id="mml-eqn-7" display="block"><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mover><mml:mi>u</mml:mi><mml:mo stretchy="false">&#x2192;</mml:mo></mml:mover></mml:mrow><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="false">&#x2211;</mml:mo><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:munder><mml:mspace width="thinmathspace" /><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mover><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">&#x2192;</mml:mo></mml:mover></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-8"><label>(8)</label><mml:math id="mml-eqn-8" display="block"><mml:mi>&#x03C1;</mml:mi><mml:mi>&#x03B5;</mml:mi><mml:mo>=</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:mi>R</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:munder><mml:mo movablelimits="false">&#x2211;</mml:mo><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:munder><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>The pressure can be directly obtained from the density and sound speed of the lattice <inline-formula id="ieqn-59"><mml:math id="mml-ieqn-59"><mml:msubsup><mml:mi>c</mml:mi><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></inline-formula> as [<xref ref-type="bibr" rid="ref-12">12</xref>]:</p>
<p><disp-formula id="eqn-9"><label>(9)</label><mml:math id="mml-eqn-9" display="block"><mml:mi>P</mml:mi><mml:mo>=</mml:mo><mml:mi>&#x03C1;</mml:mi><mml:msubsup><mml:mi>c</mml:mi><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></disp-formula></p>
<p>One can establish a relationship between the relaxation time and the kinematic viscosity (&#x03BD;) and thermal diffusivity (&#x03B1;). These two physical quantities play a crucial role in characterizing the dynamics of the system under study.</p>
<p><disp-formula id="eqn-10"><label>(10)</label><mml:math id="mml-eqn-10" display="block"><mml:mi>&#x03BD;</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mn>0.5</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:math></disp-formula></p>
<p><disp-formula id="eqn-11"><label>(11)</label><mml:math id="mml-eqn-11" display="block"><mml:mi>&#x03B1;</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi>s</mml:mi></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mn>0.5</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:math></disp-formula></p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Boundary Condition</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>Flow Boundary Conditions</title>
<p>The velocity is known at the inlet boundary but must be determined the density. The corrections performed by [<xref ref-type="bibr" rid="ref-36">36</xref>] were used to determine inlet density and unknown distribution functions:</p>
<p><disp-formula id="eqn-12"><label>(12)</label><mml:math id="mml-eqn-12" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac><mml:mrow><mml:mo>[</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-13"><label>(13)</label><mml:math id="mml-eqn-13" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mfrac><mml:mn>2</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-14"><label>(14)</label><mml:math id="mml-eqn-14" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>6</mml:mn></mml:mfrac><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-15"><label>(15)</label><mml:math id="mml-eqn-15" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>2</mml:mn></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>6</mml:mn></mml:mfrac><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>The outlet velocity is unknown. Extrapolation is commonly utilized to obtain the unknown distribution functions at the east boundary [<xref ref-type="bibr" rid="ref-33">33</xref>], as shown by the <xref ref-type="disp-formula" rid="eqn-16">Eqs. (16)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-18">(18)</xref>:</p>
<p><disp-formula id="eqn-16"><label>(16)</label><mml:math id="mml-eqn-16" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-17"><label>(17)</label><mml:math id="mml-eqn-17" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-18"><label>(18)</label><mml:math id="mml-eqn-18" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>Fluid velocity near the wall differs from wall speed. The slip boundary condition for the bottom wall is given by the <xref ref-type="disp-formula" rid="eqn-19">Eqs. (19)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-23">(23)</xref> [<xref ref-type="bibr" rid="ref-21">21</xref>]:</p>
<p><disp-formula id="eqn-19"><label>(19)</label><mml:math id="mml-eqn-19" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mrow><mml:mo>[</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>]</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-20"><label>(20)</label><mml:math id="mml-eqn-20" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-21"><label>(21)</label><mml:math id="mml-eqn-21" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-22"><label>(22)</label><mml:math id="mml-eqn-22" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-23"><label>(23)</label><mml:math id="mml-eqn-23" 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:mfrac><mml:mrow><mml:mi>k</mml:mi><mml:mi>n</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mn>3</mml:mn><mml:mi>k</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
<p>After the fluid&#x2019;s velocity on the microchannel wall, the speeds of the first two network nodes are <inline-formula id="ieqn-60"><mml:math id="mml-ieqn-60"><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula> and <inline-formula id="ieqn-61"><mml:math id="mml-ieqn-61"><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></inline-formula>. Similarly, the slip boundary for the top can be expressed as:</p>
<p><disp-formula id="eqn-24"><label>(24)</label><mml:math id="mml-eqn-24" display="block"><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-25"><label>(25)</label><mml:math id="mml-eqn-25" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-26"><label>(26)</label><mml:math id="mml-eqn-26" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-27"><label>(27)</label><mml:math id="mml-eqn-27" display="block"><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>&#x03C1;</mml:mi><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula></p>
<p><disp-formula id="eqn-28"><label>(28)</label><mml:math id="mml-eqn-28" 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:mfrac><mml:mrow><mml:mi>k</mml:mi><mml:mi>n</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mn>3</mml:mn><mml:mi>k</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Temperature Boundary Conditions</title>
<p>The inlet temperature is given by [<xref ref-type="bibr" rid="ref-10">10</xref>] as:</p>
<p><disp-formula id="eqn-29"><label>(29)</label><mml:math id="mml-eqn-29" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>9</mml:mn></mml:mfrac><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>3</mml:mn><mml:mo>+</mml:mo><mml:mn>6</mml:mn><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-30"><label>(30)</label><mml:math id="mml-eqn-30" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>36</mml:mn></mml:mfrac><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>6</mml:mn><mml:mo>+</mml:mo><mml:mn>6</mml:mn><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-31"><label>(31)</label><mml:math id="mml-eqn-31" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mn>36</mml:mn></mml:mfrac><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>6</mml:mn><mml:mo>+</mml:mo><mml:mn>6</mml:mn><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup><mml:mo>)</mml:mo></mml:mrow><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>An extrapolation can be used to obtain the outlet boundary condition for temperature [<xref ref-type="bibr" rid="ref-28">28</xref>]:</p>
<p><disp-formula id="eqn-32"><label>(32)</label><mml:math id="mml-eqn-32" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>3</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-33"><label>(33)</label><mml:math id="mml-eqn-33" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-34"><label>(34)</label><mml:math id="mml-eqn-34" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>2</mml:mn><mml:mo>&#x22C5;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>Tian et al. [<xref ref-type="bibr" rid="ref-35">35</xref>] described a temperature jump boundary condition for the top wall as:</p>
<p><disp-formula id="eqn-35"><label>(35)</label><mml:math id="mml-eqn-35" display="block"><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>H</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mrow><mml:mi>&#x1D4B2;</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
<p><disp-formula id="eqn-36"><label>(36)</label><mml:math id="mml-eqn-36" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>1.5</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>H</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-37"><label>(37)</label><mml:math id="mml-eqn-37" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>H</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>5</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>7</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-38"><label>(38)</label><mml:math id="mml-eqn-38" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>H</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>w</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>6</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>Temperature jumps for the bottom wall are defined by the <xref ref-type="disp-formula" rid="eqn-39">Eqs. (39)</xref>&#x2013;<xref ref-type="disp-formula" rid="eqn-42">(42)</xref>:</p>
<p><disp-formula id="eqn-39"><label>(39)</label><mml:math id="mml-eqn-39" display="block"><mml:msub><mml:mi>T</mml:mi><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:mfrac><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mn>4</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>W</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mn>2</mml:mn><mml:mo>+</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:math></disp-formula></p>
<p><disp-formula id="eqn-40"><label>(40)</label><mml:math id="mml-eqn-40" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>1.5</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>2</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>4</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>4</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-41"><label>(41)</label><mml:math id="mml-eqn-41" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>5</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>5</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>7</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>7</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p><disp-formula id="eqn-42"><label>(42)</label><mml:math id="mml-eqn-42" display="block"><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>6</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>3</mml:mn><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mrow></mml:msub><mml:mo stretchy="false">(</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>6</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo>+</mml:mo><mml:mi>&#x03C9;</mml:mi><mml:mo stretchy="false">(</mml:mo><mml:mn>8</mml:mn><mml:mo stretchy="false">)</mml:mo><mml:mo stretchy="false">)</mml:mo><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mrow><mml:mn>8</mml:mn></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>The Number is expressed as [<xref ref-type="bibr" rid="ref-12">12</xref>]:</p>
<p><disp-formula id="eqn-43"><label>(43)</label><mml:math id="mml-eqn-43" display="block"><mml:mi>N</mml:mi><mml:mi>u</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mi>k</mml:mi><mml:mn>2</mml:mn><mml:mi>H</mml:mi></mml:mrow><mml:mrow><mml:mi>k</mml:mi><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>b</mml:mi><mml:mi>u</mml:mi><mml:mi>l</mml:mi><mml:mi>k</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac><mml:msub><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mfrac><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>y</mml:mi></mml:mrow></mml:mfrac><mml:mo>|</mml:mo></mml:mrow><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
<p>The local friction coefficient is determined by the equation:</p>
<p><disp-formula id="eqn-44"><label>(44)</label><mml:math id="mml-eqn-44" display="block"><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:mi>x</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msub><mml:mrow><mml:mo fence="true" stretchy="true" symmetric="true"></mml:mo><mml:mfrac><mml:mrow><mml:mi>&#x03BC;</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>u</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi mathvariant="normal">&#x2202;</mml:mi><mml:mi>y</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>2</mml:mn><mml:mo>)</mml:mo></mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:msubsup><mml:mi>u</mml:mi><mml:mrow><mml:mi>b</mml:mi><mml:mi>u</mml:mi><mml:mi>l</mml:mi><mml:mi>k</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:mrow></mml:mfrac><mml:mo>|</mml:mo></mml:mrow><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:msub></mml:math></disp-formula></p>
</sec>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Grid Independency</title>
<p><xref ref-type="table" rid="table-1">Table 1</xref> represents the mesh independency study at <inline-formula id="ieqn-62"><mml:math id="mml-ieqn-62"><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn>0.5</mml:mn><mml:mi>L</mml:mi></mml:math></inline-formula> for <inline-formula id="ieqn-63"><mml:math id="mml-ieqn-63"><mml:mi>K</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>0.015</mml:mn></mml:math></inline-formula> for three different mesh sizes <inline-formula id="ieqn-64"><mml:math id="mml-ieqn-64"><mml:mn>100</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>25</mml:mn></mml:math></inline-formula>, <inline-formula id="ieqn-65"><mml:math id="mml-ieqn-65"><mml:mn>120</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>30</mml:mn></mml:math></inline-formula>, and <inline-formula id="ieqn-66"><mml:math id="mml-ieqn-66"><mml:mn>150</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>37</mml:mn></mml:math></inline-formula>. The <inline-formula id="ieqn-67"><mml:math id="mml-ieqn-67"><mml:mn>120</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>30</mml:mn></mml:math></inline-formula> mesh was selected for the present study.</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>Mesh independency</title>
</caption>
<table frame="hsides">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th>Mesh size</th>
<th><inline-formula id="ieqn-68"><mml:math id="mml-ieqn-68"><mml:mn>100</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>25</mml:mn></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-69"><mml:math id="mml-ieqn-69"><mml:mn>120</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>30</mml:mn></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-70"><mml:math id="mml-ieqn-70"><mml:mn>150</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>37</mml:mn></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-71"><mml:math id="mml-ieqn-71"><mml:mn>160</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>40</mml:mn></mml:math></inline-formula></th>
<th><inline-formula id="ieqn-72"><mml:math id="mml-ieqn-72"><mml:mn>170</mml:mn><mml:mo>&#x00D7;</mml:mo><mml:mn>42</mml:mn></mml:math></inline-formula></th>
</tr>
</thead>
<tbody>
<tr>
<td><inline-formula id="ieqn-73"><mml:math id="mml-ieqn-73"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mi>u</mml:mi><mml:msub><mml:mi>u</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-74"><mml:math id="mml-ieqn-74"><mml:mn>0.0937</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-75"><mml:math id="mml-ieqn-75"><mml:mn>0.0887</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-76"><mml:math id="mml-ieqn-76"><mml:mn>0.0872</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-77"><mml:math id="mml-ieqn-77"><mml:mn>0.0835</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-78"><mml:math id="mml-ieqn-78"><mml:mn>0.0829</mml:mn></mml:math></inline-formula></td>
</tr>
<tr>
<td><inline-formula id="ieqn-79"><mml:math id="mml-ieqn-79"><mml:mstyle displaystyle="true" scriptlevel="0"><mml:mfrac><mml:mi>T</mml:mi><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:msub></mml:mfrac></mml:mstyle></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-80"><mml:math id="mml-ieqn-80"><mml:mn>9.8614</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-81"><mml:math id="mml-ieqn-81"><mml:mn>9.8096</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-82"><mml:math id="mml-ieqn-82"><mml:mn>9.7888</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-83"><mml:math id="mml-ieqn-83"><mml:mn>9.714</mml:mn></mml:math></inline-formula></td>
<td><inline-formula id="ieqn-84"><mml:math id="mml-ieqn-84"><mml:mn>9.700</mml:mn></mml:math></inline-formula></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Numerical Method and Validation</title>
<p>The present study was achieved under a python code environment to simulate heat transfer and fluid flow in a MC. The results were compared with those [<xref ref-type="bibr" rid="ref-12">12</xref>]. Velocity and temperature have without obstacles. From <xref ref-type="fig" rid="fig-3">Fig. 3</xref>, the results show a good agreement.</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Comparison of temperature and velocity profiles for <inline-formula id="ieqn-86"><mml:math id="mml-ieqn-86"><mml:mrow><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mtext mathvariant="bold">0.015</mml:mtext></mml:mrow></mml:math></inline-formula> with  [<xref ref-type="bibr" rid="ref-12">12</xref>]: (a) velocity, and (b) temperature</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-3.tif"/>
</fig>
<p>The Nusselt number also shows a suitable agreement with various <inline-formula id="ieqn-85"><mml:math id="mml-ieqn-85"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers, as indicated in <xref ref-type="fig" rid="fig-4">Fig. 4</xref>. The figures display the desired accuracy for employment developed code for the following simulation.</p>
<fig id="fig-4">
<label>Figure 4</label>
<caption>
<title>Comparison of Nusselt number for different <inline-formula id="ieqn-87"><mml:math id="mml-ieqn-87"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers with  [<xref ref-type="bibr" rid="ref-12">12</xref>]</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-4.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Results and Discussions</title>
<p><xref ref-type="fig" rid="fig-5">Figs. 5</xref>&#x2013;<xref ref-type="fig" rid="fig-7">7</xref> represent the MC&#x2019;s velocity distribution for <inline-formula id="ieqn-88"><mml:math id="mml-ieqn-88"><mml:mi>K</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>0.012</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mn>0.02</mml:mn><mml:mspace width="thinmathspace" /><mml:mrow><mml:mtext>and</mml:mtext></mml:mrow><mml:mspace width="thinmathspace" /><mml:mi>K</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula>. In the absence of obstacles, the velocity decreases with the increase of <inline-formula id="ieqn-89"><mml:math id="mml-ieqn-89"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers. In case of obstacles, the velocity drops as the <inline-formula id="ieqn-90"><mml:math id="mml-ieqn-90"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number values grow, and the velocity values increase in the case of obstacle implementation. From the velocity profiles, the performance of obstacles plays a vital role in increasing velocity. Also, the significant effect of obstacles on velocity distribution occurs in the case of three obstacles with low <inline-formula id="ieqn-91"><mml:math id="mml-ieqn-91"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers. However, the results indicated the importance of the rarefication effect on velocity distribution, especially can notice their influence is more significant in the middle of MC than next to wall. Nonetheless, the findings demonstrate the significance of the rarefication effect on the distribution of velocity. It is noteworthy that this influence is more prominent in the center as opposed to near the wall, as indicated by previous research [<xref ref-type="bibr" rid="ref-13">13</xref>]. Our analysis suggests that obstacles had a substantial impact on the increase in velocity.</p>
<fig id="fig-5">
<label>Figure 5</label>
<caption>
<title>Velocity without obstacles for different <inline-formula id="ieqn-92"><mml:math id="mml-ieqn-92"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-5.tif"/>
</fig><fig id="fig-6">
<label>Figure 6</label>
<caption>
<title>Velocity with three obstacles for different <inline-formula id="ieqn-93"><mml:math id="mml-ieqn-93"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-6.tif"/>
</fig><fig id="fig-7">
<label>Figure 7</label>
<caption>
<title>Velocity with nine obstacles for different <inline-formula id="ieqn-95"><mml:math id="mml-ieqn-95"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-7.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-8">Fig. 8</xref> shows the velocity streamlines in various cases with <inline-formula id="ieqn-94"><mml:math id="mml-ieqn-94"><mml:mi>K</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula>. The velocity field increased rapidly in the developing region until it achieved a maximum in the center of the MC, as shown in the streamlined structures without obstacles in <xref ref-type="fig" rid="fig-4">Fig. 4a</xref>. Also, the fluid near the wall maintains a minimum velocity. In the cases of obstacles, the velocity field rises slowly due to obstacles but with a high value compared to the first case. Furthermore, the developing region experienced a substantial deceleration in the third scenario. The velocity of the rarefied flow reached its peak value upon exiting the MC, which was higher than the velocity observed in the first scenario that had no obstacles. These findings demonstrate that the presence of obstacles had a significant impact on accelerating the velocity of the rarefied flow in the MC.</p>
<fig id="fig-8">
<label>Figure 8</label>
<caption>
<title>Velocity streamlines for <inline-formula id="ieqn-97"><mml:math id="mml-ieqn-97"><mml:mrow><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mtext mathvariant="bold">0.05</mml:mtext></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-8.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-9">Fig. 9</xref> illustrates the velocity contours for different cases with <inline-formula id="ieqn-96"><mml:math id="mml-ieqn-96"><mml:msub><mml:mi>K</mml:mi><mml:mrow><mml:mi>n</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula> along the MC. In the absence of obstacles, in <xref ref-type="fig" rid="fig-9">Fig. 9a</xref>, it can be seen that the velocity contours are parallel and increase symmetrically from the top and bottom walls of the MC to reach their maximum values at the MC center. In the other cases, <xref ref-type="fig" rid="fig-9">Figs. 9b</xref> and <xref ref-type="fig" rid="fig-9">9c</xref>, the velocity contours are distorted around the obstacles, and they increase slowly from the developing region with higher values than in the previous case. It can be noticed that in the case with nine obstacles, <xref ref-type="fig" rid="fig-9">Fig. 9c</xref> shows that the fluid flows slowly through the MC but accelerates as the exits. Analyzing these findings is crucial in evaluating the effectiveness of the obstacles installed in the MC with velocity slip and temperature jump. Furthermore, the study of the alterations caused by the obstacles in the velocity contours of the microchannel aids in enhancing the flow acceleration.</p>
<fig id="fig-9">
<label>Figure 9</label>
<caption>
<title>Velocity contours for <inline-formula id="ieqn-100"><mml:math id="mml-ieqn-100"><mml:mrow><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mtext mathvariant="bold">0.05</mml:mtext></mml:mrow></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-9a.tif"/>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-9b.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-10">Figs. 10</xref>&#x2013;<xref ref-type="fig" rid="fig-12">12</xref> depict the distribution of temperature along MC for three scenarios with <inline-formula id="ieqn-98"><mml:math id="mml-ieqn-98"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> values ranging from 0.012 to 0.05. The absence of obstacles in the first case exhibited a decrease in temperature with an increase in <inline-formula id="ieqn-99"><mml:math id="mml-ieqn-99"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number, as illustrated in <xref ref-type="fig" rid="fig-10">Fig. 10</xref>. These outcomes indicate that the temperature of the fluid surges with the increase in dimensionless axial distance [<xref ref-type="bibr" rid="ref-28">28</xref>].</p>
<fig id="fig-10">
<label>Figure 10</label>
<caption>
<title>Evolution of the <inline-formula id="ieqn-101"><mml:math id="mml-ieqn-101"><mml:mi mathvariant="bold-italic">T</mml:mi></mml:math></inline-formula> according to different <inline-formula id="ieqn-102"><mml:math id="mml-ieqn-102"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers: Case with no obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-10.tif"/>
</fig><fig id="fig-11">
<label>Figure 11</label>
<caption>
<title>Evolution of the temperature according to different <inline-formula id="ieqn-103"><mml:math id="mml-ieqn-103"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers: Case with three obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-11.tif"/>
</fig><fig id="fig-12">
<label>Figure 12</label>
<caption>
<title>Evolution of the temperature according to different <inline-formula id="ieqn-104"><mml:math id="mml-ieqn-104"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> numbers: Case with nine obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-12.tif"/>
</fig>
<p>Even when adding obstacles, the temperature continues to drop. The temperature reduction is noticeable when nine obstacles are added, as seen in <xref ref-type="fig" rid="fig-12">Figs. 12a</xref> and <xref ref-type="fig" rid="fig-12">12b</xref>, respectively. Moreover, the impact of rarefaction in the central area is more prominent compared to the region near the wall. This is attributed to the substantial temperature difference observed near the wall, which is caused by the rapid establishment of the hydrodynamic and thermal boundary layers in the entrance area, as depicted in <xref ref-type="fig" rid="fig-12">Fig. 12</xref>. To sum it up, the MC with obstacles exhibits superior heat transfer enhancement in comparison to a smooth MC.</p>
<p>From the streamlined <xref ref-type="fig" rid="fig-13">Fig. 13</xref>, the temperature decreases rapidly from the wall to the neighboring layers, reaching a low value in the central region of the MC with no obstacles case, <xref ref-type="fig" rid="fig-13">Fig. 13a</xref>. In the second case, <xref ref-type="fig" rid="fig-13">Fig. 13b</xref>, the temperature near the first obstacle decreases slowly compared with other obstacles. But in the case with nine obstacles, the fluid flows quickly, as confirmed by the temperature profile, <xref ref-type="fig" rid="fig-13">Fig. 13c</xref>. However, when compared to the scenario without obstacles, the inclusion of obstacles results in fluctuations in the temperature of the fluid at the wall and its adjacent layers. Furthermore, it leads to an increase in temperature in the central area of the MC.</p>
<fig id="fig-13">
<label>Figure 13</label>
<caption>
<title>Functions of temperature streamlines for <inline-formula id="ieqn-105"><mml:math id="mml-ieqn-105"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mo mathvariant="bold">=</mml:mo><mml:mn mathvariant="bold">0.05</mml:mn></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-13.tif"/>
</fig>
<p>To illustrate the heat transfer improvement mechanism by obstacles, the temperature contour was added to the study. <xref ref-type="fig" rid="fig-14">Fig. 14</xref> depicts the temperature contours for <inline-formula id="ieqn-106"><mml:math id="mml-ieqn-106"><mml:mi>K</mml:mi><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn>0.05</mml:mn></mml:math></inline-formula> along the MC. It can be seen that the temperature contours are parallel also. Their value increased in the central region with the absence of obstacles. The flow structure is noticeably different when obstacles are present. The figures show the heat transfer division between the obstacles in the other cases, <xref ref-type="fig" rid="fig-14">Figs. 14b</xref> and <xref ref-type="fig" rid="fig-14">14c</xref>. In addition, the temperature contours are distorted, and a vortex is formed for the three obstacles case in the vicinity of the first obstacle. This vortex disappears for the nine obstacles case, <xref ref-type="fig" rid="fig-14">Fig. 14c</xref>. However, low values are attained at the MC exit. And an increase in the temperature values along the MC is perceived with increasing the <inline-formula id="ieqn-107"><mml:math id="mml-ieqn-107"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number. These results are essential for assessing the overall efficacy of the obstacles installed in regulating the temperature of the MC. Moreover, the utilization of TLBM with a double distribution function enables the investigation of the thermal performance of rarefied flow in rectangular MCs with obstacles at varying <inline-formula id="ieqn-108"><mml:math id="mml-ieqn-108"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers while considering the slip velocity and temperature jump boundary conditions.</p>
<fig id="fig-14">
<label>Figure 14</label>
<caption>
<title>Temperature contours for <inline-formula id="ieqn-109"><mml:math id="mml-ieqn-109"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi><mml:mo mathvariant="bold">=</mml:mo><mml:mn mathvariant="bold">0.05</mml:mn></mml:math></inline-formula></title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-14.tif"/>
</fig>
<p>The evolution of the <inline-formula id="ieqn-110"><mml:math id="mml-ieqn-110"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number according to various <inline-formula id="ieqn-111"><mml:math id="mml-ieqn-111"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers is shown in <xref ref-type="fig" rid="fig-15">Fig. 15</xref>. The <inline-formula id="ieqn-112"><mml:math id="mml-ieqn-112"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number varies from 0.05 to 0.08 along the MC for the different studied cases. According to the obtained results, it is obvious that the <inline-formula id="ieqn-113"><mml:math id="mml-ieqn-113"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number reduces as the <inline-formula id="ieqn-114"><mml:math id="mml-ieqn-114"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number rises. The results show that even small <inline-formula id="ieqn-115"><mml:math id="mml-ieqn-115"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number values cause a great impact on the <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> number. The <inline-formula id="ieqn-117"><mml:math id="mml-ieqn-117"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number reached its maximum value at the MC&#x2019;s inlet.</p>
<fig id="fig-15">
<label>Figure 15</label>
<caption>
<title>Effect of <inline-formula id="ieqn-118"><mml:math id="mml-ieqn-118"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> number on <inline-formula id="ieqn-119"><mml:math id="mml-ieqn-119"><mml:mi mathvariant="bold-italic">N</mml:mi><mml:mi mathvariant="bold-italic">u</mml:mi></mml:math></inline-formula> number</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-15a.tif"/>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-15b.tif"/>
</fig>
<p>Furthermore, due to the temperature gradient at the entrance region, the highest values were reached in the second case compared to the third one. The <inline-formula id="ieqn-120"><mml:math id="mml-ieqn-120"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number&#x2019;s higher values denote that heat transfer is more efficient. Hence, rarefaction effects can substantially impact the <inline-formula id="ieqn-121"><mml:math id="mml-ieqn-121"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number in rarefied flows in the slip regime. From <inline-formula id="ieqn-122"><mml:math id="mml-ieqn-122"><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn>0.6</mml:mn></mml:math></inline-formula>, the temperature gradient is almost constant for various <inline-formula id="ieqn-123"><mml:math id="mml-ieqn-123"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers in the second and third cases, so the rarefication effect is no more predominant. In addition, the <inline-formula id="ieqn-124"><mml:math id="mml-ieqn-124"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number continues to reduce until the end of the MC [<xref ref-type="bibr" rid="ref-13">13</xref>]. Furthermore, from the results, conduction increases and convection decreases in the developing region.</p>
<p><xref ref-type="fig" rid="fig-16">Fig. 16</xref> due to the rapid increase in velocity at the entrance zone and the reduction in the velocity gradient, the results showed a decreasing skin friction coefficient with a rise in <inline-formula id="ieqn-125"><mml:math id="mml-ieqn-125"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers according to the slip effect similar to [<xref ref-type="bibr" rid="ref-12">12</xref>]. Particularly, in case of no obstacles. However, the rarefication effect was more significant in the second and third cases. The findings indicate that the third scenario, which incorporates nine obstacles in the microchannel, exhibits a superior reduction in the skin friction coefficient of the rarefied flow in the slip regime.</p>
<fig id="fig-16">
<label>Figure 16</label>
<caption>
<title>Effect of <inline-formula id="ieqn-126"><mml:math id="mml-ieqn-126"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> number on the friction coefficient</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-16a.tif"/>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-16b.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-17">Figs. 17</xref> to <xref ref-type="fig" rid="fig-19">19</xref> illustrate the axial variation of velocity slip along the lower and upper wall for various <inline-formula id="ieqn-127"><mml:math id="mml-ieqn-127"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> numbers. In the absence of obstacles, the velocity slip along the top and lower walls gradually decreases, <xref ref-type="fig" rid="fig-17">Fig. 17</xref>. In the presence of obstacles, the velocity slip continues to decrease and is separated into zones based on the obstacle, the result of a dropping slip velocity related to velocity gradient reduction at the wall [<xref ref-type="bibr" rid="ref-12">12</xref>], <xref ref-type="fig" rid="fig-18">Figs. 18</xref> and <xref ref-type="fig" rid="fig-19">19</xref>. An increase in slip velocity occurs before the obstacle, followed by a decrease in slip velocity until it gets the minimal value at <inline-formula id="ieqn-128"><mml:math id="mml-ieqn-128"><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn>0.6</mml:mn></mml:math></inline-formula> for the top wall and before <inline-formula id="ieqn-129"><mml:math id="mml-ieqn-129"><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn>0.4</mml:mn></mml:math></inline-formula> for the bottom wall in the second and third cases, <xref ref-type="fig" rid="fig-18">Figs. 18</xref> and <xref ref-type="fig" rid="fig-19">19</xref>. The low value of velocity slip is related to the second case, <xref ref-type="fig" rid="fig-18">Fig. 18</xref>.</p>
<fig id="fig-17">
<label>Figure 17</label>
<caption>
<title>Velocity slip: Case without obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-17.tif"/>
</fig><fig id="fig-18">
<label>Figure 18</label>
<caption>
<title>Velocity slip: Case with three obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-18.tif"/>
</fig><fig id="fig-19">
<label>Figure 19</label>
<caption>
<title>Velocity slip: Case with nine obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-19.tif"/>
</fig>
<p><xref ref-type="fig" rid="fig-20">Figs. 20</xref> to <xref ref-type="fig" rid="fig-22">22</xref> depict the temperature jump along the upper and lower walls of the MC in the function of <inline-formula id="ieqn-130"><mml:math id="mml-ieqn-130"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number. In the developing region, the temperature jump keeps increasing rapidly in the absence of obstacles, <xref ref-type="fig" rid="fig-20">Fig. 20</xref>. In the case of obstacles, the jumping temperature drops, and the low value of temperature jump occurs next to the obstacle. It increases when passing the obstacle. However, in both cases, with and without obstacles, the rarefaction effect does not influence the temperature jump on the top and bottom wall of MC for all <inline-formula id="ieqn-131"><mml:math id="mml-ieqn-131"><mml:mi>K</mml:mi><mml:mi>n</mml:mi></mml:math></inline-formula> number values. Our study did not find any significant impact of rarefaction effect on temperature jump in slip regime of rarefied flow compared to other research such as [<xref ref-type="bibr" rid="ref-12">12</xref>].</p>
<fig id="fig-20">
<label>Figure 20</label>
<caption>
<title>Effect of <inline-formula id="ieqn-132"><mml:math id="mml-ieqn-132"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> number on the temperature jump: Case with no obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-20.tif"/>
</fig><fig id="fig-21">
<label>Figure 21</label>
<caption>
<title>Effect of <inline-formula id="ieqn-133"><mml:math id="mml-ieqn-133"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> number on the temperature jump: Case with three obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-21.tif"/>
</fig><fig id="fig-22">
<label>Figure 22</label>
<caption>
<title>Effect of <inline-formula id="ieqn-134"><mml:math id="mml-ieqn-134"><mml:mi mathvariant="bold-italic">K</mml:mi><mml:mi mathvariant="bold-italic">n</mml:mi></mml:math></inline-formula> number on the temperature jump: Case with nine obstacles</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="CMES_28951-fig-22.tif"/>
</fig>
</sec>
<sec id="s4">
<label>4</label>
<title>Conclusions</title>
<p>The BGK model-based TLBM was employed using Python computing code to investigate forced convective heat and fluid flow in a unit length of a rectangular MC under three different configurations. The first configuration was without obstacles, while the second and third configurations featured three and nine obstacles, respectively. The temperature jump and slip velocity were considered at the boundary and extended to the obstacle level. This numerical investigation included an analysis of the impacts of temperature jump and velocity slip on heat transfer, temperature, and velocity profile, as well as the rarefaction effect&#x2019;s influence. The results showed the rarefaction effect&#x2019;s significance on velocity and temperature distribution. The current TLBM with a DDF allowed the modeling of MCs with and without obstacles with slip velocity and temperature jump. The study found that the fluid moved slowly through the third microchannel configuration (with nine obstacles) and accelerated at the MC outlet, as indicated by the lower temperature profile. No vortex was captured, but the results highlighted the critical role played by obstacles in MCs. Additionally, the rarefaction effect played a significant role in reducing the <inline-formula id="ieqn-135"><mml:math id="mml-ieqn-135"><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:math></inline-formula> number and skin friction coefficient in MCs containing obstacles. Furthermore, the proposed configurations offer a solution for enhancing the microchannel geometry and utilizing microelectromechanical systems and microdevices as cooling techniques.</p>
</sec>
</body>
<back>
<glossary content-type="abbreviations" id="glossary-1">
<title>Nomenclature</title>
<def-list>
<def-item>
<term><inline-formula id="ieqn-1"><mml:math id="mml-ieqn-1"><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Density momentum distribution function</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-2"><mml:math id="mml-ieqn-2"><mml:mrow><mml:mi>g</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Internal energy distribution function</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-3"><mml:math id="mml-ieqn-3"><mml:msub><mml:mrow><mml:mi>c</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>s</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Lattice speed of sound (<inline-formula id="ieqn-4"><mml:math id="mml-ieqn-4"><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:msup><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msup></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-5"><mml:math id="mml-ieqn-5"><mml:msub><mml:mrow><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Inlet temperature (<inline-formula id="ieqn-6"><mml:math id="mml-ieqn-6"><mml:mrow><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-7"><mml:math id="mml-ieqn-7"><mml:msub><mml:mrow><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Wall temperature (<inline-formula id="ieqn-8"><mml:math id="mml-ieqn-8"><mml:mrow><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-9"><mml:math id="mml-ieqn-9"><mml:msub><mml:mrow><mml:mi>u</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Inlet velocity (<inline-formula id="ieqn-10"><mml:math id="mml-ieqn-10"><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:msup><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msup></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-11"><mml:math id="mml-ieqn-11"><mml:mrow><mml:mi>H</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Non-dimensional height of microchannel</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-12"><mml:math id="mml-ieqn-12"><mml:mrow><mml:mi>L</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Non-dimensional length of microchannel</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-13"><mml:math id="mml-ieqn-13"><mml:mrow><mml:mi>P</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Pressure</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-14"><mml:math id="mml-ieqn-14"><mml:msub><mml:mrow><mml:mi>C</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>j</mml:mi><mml:mi>u</mml:mi><mml:mi>m</mml:mi><mml:mi>p</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Temperature jump coefficient</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-15"><mml:math id="mml-ieqn-15"><mml:msub><mml:mrow><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>b</mml:mi><mml:mi>u</mml:mi><mml:mi>l</mml:mi><mml:mi>k</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Bulk temperature</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-16"><mml:math id="mml-ieqn-16"><mml:mrow><mml:mi>k</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Thermal conductivity (<inline-formula id="ieqn-17"><mml:math id="mml-ieqn-17"><mml:mrow><mml:mi>W</mml:mi></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x22C5;</mml:mo></mml:mrow><mml:mrow><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-18"><mml:math id="mml-ieqn-18"><mml:msub><mml:mrow><mml:mi>k</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>n</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Knudsen number</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-19"><mml:math id="mml-ieqn-19"><mml:mrow><mml:mi>R</mml:mi><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Reynolds number</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-20"><mml:math id="mml-ieqn-20"><mml:mrow><mml:mi>P</mml:mi><mml:mi>r</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Prandtl number</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-21"><mml:math id="mml-ieqn-21"><mml:mrow><mml:mi>N</mml:mi><mml:mi>u</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Nusselt number</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-22"><mml:math id="mml-ieqn-22"><mml:mrow><mml:mi>B</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Non-dimensional parameter</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-23"><mml:math id="mml-ieqn-23"><mml:mrow><mml:mi>e</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Internal energy</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-24"><mml:math id="mml-ieqn-24"><mml:mrow><mml:mi>&#x03C1;</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Density (<inline-formula id="ieqn-25"><mml:math id="mml-ieqn-25"><mml:mrow><mml:mi>k</mml:mi><mml:mi>g</mml:mi></mml:mrow><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:msup><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:mrow></mml:msup></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-26"><mml:math id="mml-ieqn-26"><mml:msub><mml:mrow><mml:mi>t</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>f</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Relaxation time for velocity</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-27"><mml:math id="mml-ieqn-27"><mml:msub><mml:mrow><mml:mi>t</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mi>g</mml:mi></mml:mrow></mml:mrow></mml:msub></mml:math></inline-formula></term>
<def>
<p>Relaxation time for temperature</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-28"><mml:math id="mml-ieqn-28"><mml:mrow><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Kinematic viscosity</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-29"><mml:math id="mml-ieqn-29"><mml:mrow><mml:mi>a</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Thermal diffusivity (<inline-formula id="ieqn-30"><mml:math id="mml-ieqn-30"><mml:msup><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msup></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-31"><mml:math id="mml-ieqn-31"><mml:mrow><mml:mi>m</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Viscosity (<inline-formula id="ieqn-32"><mml:math id="mml-ieqn-32"><mml:mrow><mml:mi>k</mml:mi><mml:mi>g</mml:mi></mml:mrow><mml:mo>.</mml:mo><mml:msup><mml:mrow><mml:mi>m</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msup><mml:msup><mml:mrow><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mrow><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:msup></mml:math></inline-formula>)</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-33"><mml:math id="mml-ieqn-33"><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Weight factor</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-34"><mml:math id="mml-ieqn-34"><mml:mrow><mml:mi>L</mml:mi><mml:mi>B</mml:mi><mml:mi>M</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Lattice Boltzmann method</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-35"><mml:math id="mml-ieqn-35"><mml:mrow><mml:mi>T</mml:mi><mml:mi>L</mml:mi><mml:mi>B</mml:mi><mml:mi>M</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Thermal lattice Boltzmann method</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-36"><mml:math id="mml-ieqn-36"><mml:mrow><mml:mi>B</mml:mi><mml:mi>G</mml:mi><mml:mi>K</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Bhatnagar, Gross, and Krook</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-37"><mml:math id="mml-ieqn-37"><mml:mrow><mml:mi>i</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Lattice direction</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-38"><mml:math id="mml-ieqn-38"><mml:mrow><mml:mi>e</mml:mi><mml:mi>q</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Equilibrium</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-39"><mml:math id="mml-ieqn-39"><mml:mrow><mml:mi>x</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Position</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-40"><mml:math id="mml-ieqn-40"><mml:mrow><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Time</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-41"><mml:math id="mml-ieqn-41"><mml:mrow><mml:mi>i</mml:mi><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Inlet</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-42"><mml:math id="mml-ieqn-42"><mml:mrow><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Outlet</p>
</def>
</def-item>
<def-item>
<term><inline-formula id="ieqn-43"><mml:math id="mml-ieqn-43"><mml:mrow><mml:mi>w</mml:mi></mml:mrow></mml:math></inline-formula></term>
<def>
<p>Wall</p>
</def>
</def-item>
</def-list>
</glossary>
<ack>
<p>The authors express their appreciation to the General Directorate of Scientific Research and Technological Development (DGRSDT) of the Ministry of Higher Education and Scientific Research in Algeria.</p>
</ack>
<sec><title>Funding Statement</title>
<p>The authors received no specific funding for this study.</p>
</sec>
<sec><title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: study conception: S. Hammid; study design: K. Naima; data collection: C. Kezrane; analysis and interpretation of results: K. Naima and A. Liazid; draft manuscript preparation: S. Hammid, K. Naima and Y. Menni; writing-review and editing: O.M. Ikumapayi, J. Asad, M.H. Rahman, F.L. Rashid, N.A. Hussien and Y. Menni. 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 on request from the corresponding author.</p>
</sec>
<sec sec-type="COI-statement"><title>Conflicts of Interest</title>
<p>The authors declare that they have no conflicts of interest to report regarding the present study.</p>
</sec>
<ref-list content-type="authoryear">
<title>References</title>
<ref id="ref-1"><label>1.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mondal</surname>, <given-names>B.</given-names></string-name>, <string-name><surname>Mehta</surname>, <given-names>S. K.</given-names></string-name>, <string-name><surname>Pati</surname>, <given-names>S.</given-names></string-name>, <string-name><surname>Patowari</surname>, <given-names>P. K.</given-names></string-name></person-group> (<year>2021</year>). <article-title>Numerical analysis of electroosmotic mixing in a heterogeneous charged micromixer with obstacles</article-title>. <source>Chemical Engineering and Processing-Process Intensification</source><italic>,</italic> <volume>168</volume><italic>(</italic><issue>432</issue><italic>),</italic> <fpage>108585</fpage>.</mixed-citation></ref>
<ref id="ref-2"><label>2.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rehman</surname>, <given-names>K. U.</given-names></string-name>, <string-name><surname>Al-Mdallal</surname>, <given-names>Q. M.</given-names></string-name>, <string-name><surname>Sherif</surname>, <given-names>E. S. M.</given-names></string-name>, <string-name><surname>Junaedi</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Lv</surname>, <given-names>Y. P.</given-names></string-name></person-group> (<year>2021</year>). <article-title>Numerical study of low Reynolds hybrid discretized convergent-divergent (CD) channel rooted with obstructions in left/right vicinity of CD throat</article-title>. <source>Results in Physics</source><italic>,</italic> <volume>24</volume><italic>(</italic><issue>2</issue><italic>),</italic> <fpage>104141</fpage>.</mixed-citation></ref>
<ref id="ref-3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ullah</surname>, <given-names>Z.</given-names></string-name>, <string-name><surname>Ashraf</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Sarris</surname>, <given-names>I. E.</given-names></string-name>, <string-name><surname>Karakasidis</surname>, <given-names>T. E.</given-names></string-name></person-group> (<year>2022</year>). <article-title>The impact of reduced gravity on oscillatory mixed convective heat transfer around a non-conducting heated circular cylinder</article-title>. <source>Applied Sciences</source><italic>,</italic> <volume>12</volume><italic>(</italic><issue>10</issue><italic>),</italic> <fpage>5081</fpage>.</mixed-citation></ref>
<ref id="ref-4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lobasov</surname>, <given-names>A. S.</given-names></string-name>, <string-name><surname>Minakov</surname>, <given-names>A. V.</given-names></string-name>, <string-name><surname>Rudyak</surname>, <given-names>V. Y.</given-names></string-name></person-group> (<year>2022</year>). <article-title>The investigation of the velocity slip and the temperature jump effect on the heat transfer characteristics in a microchannel</article-title>. <source>Case Studies in Thermal Engineering</source><italic>,</italic> <volume>31</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>101791</fpage>.</mixed-citation></ref>
<ref id="ref-5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sun</surname>, <given-names>L.</given-names></string-name>, <string-name><surname>Li</surname>, <given-names>J.</given-names></string-name>, <string-name><surname>Xu</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Ma</surname>, <given-names>J.</given-names></string-name>, <string-name><surname>Peng</surname>, <given-names>H.</given-names></string-name></person-group> (<year>2022</year>). <article-title>Numerical study on heat transfer and flow characteristics of novel microchannel heat sinks</article-title>. <source>International Journal of Thermal Sciences</source><italic>,</italic> <volume>176</volume><italic>(</italic><issue>5</issue><italic>),</italic> <fpage>107535</fpage>.</mixed-citation></ref>
<ref id="ref-6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gao</surname>, <given-names>J.</given-names></string-name>, <string-name><surname>Hu</surname>, <given-names>Z.</given-names></string-name>, <string-name><surname>Yang</surname>, <given-names>Q.</given-names></string-name>, <string-name><surname>Liang</surname>, <given-names>X.</given-names></string-name>, <string-name><surname>Wu</surname>, <given-names>H.</given-names></string-name></person-group> (<year>2022</year>). <article-title>Fluid flow and heat transfer in microchannel heat sinks: Modelling review and recent progress</article-title>. <source>Thermal Science and Engineering Progress</source><italic>,</italic> <volume>29</volume><italic>(</italic><issue>2</issue><italic>),</italic> <fpage>101203</fpage>.</mixed-citation></ref>
<ref id="ref-7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Xu</surname>, <given-names>L.</given-names></string-name>, <string-name><surname>Yu</surname>, <given-names>X.</given-names></string-name>, <string-name><surname>Regenauer-Lieb</surname>, <given-names>K.</given-names></string-name></person-group> (<year>2020</year>). <article-title>An immersed boundary-lattice Boltzmann method for gaseous slip flow</article-title>. <source>Physics of Fluids</source><italic>,</italic> <volume>32</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>012002</fpage>.</mixed-citation></ref>
<ref id="ref-8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yuan</surname>, <given-names>Y.</given-names></string-name>, <string-name><surname>Rahman</surname>, <given-names>S.</given-names></string-name></person-group> (<year>2016</year>). <article-title>Extended application of lattice Boltzmann method to rarefied gas flow in micro-channels</article-title>. <source>Physica A: Statistical Mechanics and its Applications</source><italic>,</italic> <volume>463</volume><italic>(</italic><issue>4</issue><italic>),</italic> <fpage>25</fpage>&#x2013;<lpage>36</lpage>.</mixed-citation></ref>
<ref id="ref-9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ahangar</surname>, <given-names>E. K.</given-names></string-name>, <string-name><surname>Izanlu</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Jabbari</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Ahmadi</surname>, <given-names>G.</given-names></string-name>, <string-name><surname>Karimipour</surname>, <given-names>A.</given-names></string-name></person-group> (<year>2020</year>). <article-title>Thermal microscale gas flow simulation using wall function and bounce-back scheme: Modified lattice Boltzmann method</article-title>. <source>International Communications in Heat and Mass Transfer</source><italic>,</italic> <volume>119</volume><italic>(</italic><issue>4</issue><italic>),</italic> <fpage>104993</fpage>.</mixed-citation></ref>
<ref id="ref-10"><label>10.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zhang</surname>, <given-names>Y.</given-names></string-name>, <string-name><surname>Xie</surname>, <given-names>G.</given-names></string-name>, <string-name><surname>Karimipour</surname>, <given-names>A.</given-names></string-name></person-group> (<year>2020</year>). <article-title>Comprehensive analysis on the effect of asymmetric heat fluxes on microchannel slip flow and heat transfer via a lattice Boltzmann method</article-title>. <source>International Communications in Heat and Mass Transfer</source><italic>,</italic> <volume>118</volume><italic>,</italic> <fpage>104856</fpage>.</mixed-citation></ref>
<ref id="ref-11"><label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>D&#x2019;Orazio</surname>, <given-names>A.</given-names></string-name>, <string-name><surname>Karimipour</surname>, <given-names>A.</given-names></string-name></person-group> (<year>2019</year>). <article-title>A useful case study to develop lattice Boltzmann method performance: Gravity effects on slip velocity and temperature profiles of an air flow inside a microchannel under a constant heat flux boundary condition</article-title>. <source>International Journal of Heat and Mass Transfer</source><italic>,</italic> <volume>136</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>1017</fpage>&#x2013;<lpage>1029</lpage>.</mixed-citation></ref>
<ref id="ref-12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zarita</surname>, <given-names>R.</given-names></string-name>, <string-name><surname>Hachemi</surname>, <given-names>M.</given-names></string-name></person-group> (<year>2018</year>). <article-title>Numerical investigation and analysis of heat transfer enhancement in a microchannel using nanofluids by the lattice Boltzmann method</article-title>. <source>Frontiers in Heat and Mass Transfer</source><italic>,</italic> <volume>12</volume><italic>(</italic><issue>5</issue><italic>),</italic> <fpage>1</fpage>&#x2013;<lpage>12</lpage>.</mixed-citation></ref>
<ref id="ref-13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Javaherdeh</surname>, <given-names>K.</given-names></string-name>, <string-name><surname>Karimi</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Azarbarzin</surname>, <given-names>T.</given-names></string-name></person-group> (<year>2021</year>). <article-title>Lattice Boltzmann simulation of fluid flow and heat transfer in a micro channel with heat sources located on the walls</article-title>. <source>Superlattices and Microstructures</source><italic>,</italic> <volume>160</volume><italic>(</italic><issue>3</issue><italic>),</italic> <fpage>107069</fpage>.</mixed-citation></ref>
<ref id="ref-14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wang</surname>, <given-names>K.</given-names></string-name>, <string-name><surname>Chai</surname>, <given-names>Z.</given-names></string-name>, <string-name><surname>Hou</surname>, <given-names>G.</given-names></string-name>, <string-name><surname>Chen</surname>, <given-names>W.</given-names></string-name>, <string-name><surname>Xu</surname>, <given-names>S.</given-names></string-name></person-group> (<year>2018</year>). <article-title>Slip boundary condition for lattice Boltzmann modeling of liquid flows</article-title>. <source>Computers &#x0026; Fluids</source><italic>,</italic> <volume>161</volume><italic>(</italic><issue>5</issue><italic>),</italic> <fpage>60</fpage>&#x2013;<lpage>73</lpage>.</mixed-citation></ref>
<ref id="ref-15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Li</surname>, <given-names>L.</given-names></string-name>, <string-name><surname>Mei</surname>, <given-names>R.</given-names></string-name>, <string-name><surname>Klausner</surname>, <given-names>J. F.</given-names></string-name></person-group> (<year>2013</year>). <article-title>Boundary conditions for thermal lattice Boltzmann equation method</article-title>. <source>Journal of Computational Physics</source><italic>,</italic> <volume>237</volume><italic>,</italic> <fpage>366</fpage>&#x2013;<lpage>395</lpage>.</mixed-citation></ref>
<ref id="ref-16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yang</surname>, <given-names>L.</given-names></string-name>, <string-name><surname>Yu</surname>, <given-names>Y.</given-names></string-name>, <string-name><surname>Pei</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Gao</surname>, <given-names>Y.</given-names></string-name>, <string-name><surname>Hou</surname>, <given-names>G.</given-names></string-name></person-group> (<year>2019</year>). <article-title>Lattice Boltzmann simulations of liquid flows in microchannel with an improved slip boundary condition</article-title>. <source>Chemical Engineering Science</source><italic>,</italic> <volume>202</volume><italic>(</italic><issue>9</issue><italic>),</italic> <fpage>105</fpage>&#x2013;<lpage>117</lpage>.</mixed-citation></ref>
<ref id="ref-17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sharma</surname>, <given-names>K. V.</given-names></string-name>, <string-name><surname>Straka</surname>, <given-names>R.</given-names></string-name>, <string-name><surname>Tavares</surname>, <given-names>F. W.</given-names></string-name></person-group> (<year>2020</year>). <article-title>Current status of lattice Boltzmann methods applied to aerodynamic, aeroacoustic, and thermal flows</article-title>. <source>Progress in Aerospace Sciences</source><italic>,</italic> <volume>115</volume><italic>,</italic> <fpage>100616</fpage>.</mixed-citation></ref>
<ref id="ref-18"><label>18.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Niu</surname>, <given-names>X. D.</given-names></string-name>, <string-name><surname>Shu</surname>, <given-names>C.</given-names></string-name>, <string-name><surname>Chew</surname>, <given-names>Y. T.</given-names></string-name></person-group> (<year>2007</year>). <article-title>A thermal lattice Boltzmann model with diffuse scattering boundary condition for micro thermal flows</article-title>. <source>Computers &#x0026; Fluids</source><italic>,</italic> <volume>36</volume><italic>(</italic><issue>2</issue><italic>),</italic> <fpage>273</fpage>&#x2013;<lpage>281</lpage>.</mixed-citation></ref>
<ref id="ref-19"><label>19.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Liu</surname>, <given-names>X.</given-names></string-name>, <string-name><surname>Guo</surname>, <given-names>Z.</given-names></string-name></person-group> (<year>2013</year>). <article-title>A lattice Boltzmann study of gas flows in a long micro-channel</article-title>. <source>Computers &#x0026; Mathematics with Applications</source><italic>,</italic> <volume>65</volume><italic>(</italic><issue>2</issue><italic>),</italic> <fpage>186</fpage>&#x2013;<lpage>193</lpage>.</mixed-citation></ref>
<ref id="ref-20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Hatami</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Ganji</surname>, <given-names>D. D.</given-names></string-name></person-group> (<year>2014</year>). <article-title>Thermal and flow analysis of microchannel heat sink (MCHS) cooled by Cu-water nanofluid using porous media approach and least square method</article-title>. <source>Energy Conversion and Management</source><italic>,</italic> <volume>78</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>347</fpage>&#x2013;<lpage>358</lpage>.</mixed-citation></ref>
<ref id="ref-21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ghadirzadeh</surname>, <given-names>S.</given-names></string-name>, <string-name><surname>Kalteh</surname>, <given-names>M.</given-names></string-name></person-group> (<year>2017</year>). <article-title>Lattice Boltzmann simulation of temperature jump effect on the nanofluid heat transfer in an annulus microchannel</article-title>. <source>International Journal of Mechanical Sciences</source><italic>,</italic> <volume>133</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>524</fpage>&#x2013;<lpage>534</lpage>.</mixed-citation></ref>
<ref id="ref-22"><label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Knupp</surname>, <given-names>D. C.</given-names></string-name>, <string-name><surname>Mascouto</surname>, <given-names>F. S.</given-names></string-name>, <string-name><surname>Abreu</surname>, <given-names>L. A.</given-names></string-name>, <string-name><surname>Naveira-Cotta</surname>, <given-names>C. P.</given-names></string-name>, <string-name><surname>Cotta</surname>, <given-names>R. M.</given-names></string-name></person-group> (<year>2018</year>). <article-title>Conjugated heat transfer in circular microchannels with slip flow and axial diffusion effects</article-title>. <source>International Communications in Heat and Mass Transfer</source><italic>,</italic> <volume>91</volume><italic>(</italic><issue>7</issue><italic>),</italic> <fpage>225</fpage>&#x2013;<lpage>233</lpage>.</mixed-citation></ref>
<ref id="ref-23"><label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ahangar</surname>, <given-names>E. K.</given-names></string-name>, <string-name><surname>Ayani</surname>, <given-names>M. B.</given-names></string-name>, <string-name><surname>Esfahani</surname>, <given-names>J. A.</given-names></string-name></person-group> (<year>2019</year>). <article-title>Simulation of rarefied gas flow in a microchannel with backward facing step by two relaxation times using lattice Boltzmann method-slip and transient flow regimes</article-title>. <source>International Journal of Mechanical Sciences</source><italic>,</italic> <volume>157</volume><italic>,</italic> <fpage>802</fpage>&#x2013;<lpage>815</lpage>.</mixed-citation></ref>
<ref id="ref-24"><label>24.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Alipour Lalami</surname>, <given-names>A.</given-names></string-name>, <string-name><surname>Kalteh</surname>, <given-names>M.</given-names></string-name></person-group> (<year>2019</year>). <article-title>Lattice Boltzmann simulation of nanofluid conjugate heat transfer in a wide microchannel: Effect of temperature jump, axial conduction and viscous dissipation</article-title>. <source>Meccanica</source><italic>,</italic> <volume>54</volume><italic>(</italic><issue>1&#x2013;2</issue><italic>),</italic> <fpage>135</fpage>&#x2013;<lpage>153</lpage>.</mixed-citation></ref>
<ref id="ref-25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rehman</surname>, <given-names>K. U.</given-names></string-name>, <string-name><surname>Al-Mdallal</surname>, <given-names>Q. M.</given-names></string-name></person-group> (<year>2020</year>). <article-title>On partially heated circular obstacle in a channel having heated rectangular ribs: Finite element outcomes</article-title>. <source>Case Studies in Thermal Engineering</source><italic>,</italic> <volume>18</volume><italic>(</italic><issue>10</issue><italic>),</italic> <fpage>100597</fpage>.</mixed-citation></ref>
<ref id="ref-26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ashraf</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Ullah</surname>, <given-names>Z.</given-names></string-name></person-group> (<year>2020</year>). <article-title>Effects of variable density on oscillatory flow around a non-conducting horizontal circular cylinder</article-title>. <source>AIP Advances</source><italic>,</italic> <volume>10</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>015020</fpage>.</mixed-citation></ref>
<ref id="ref-27"><label>27.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Qiu</surname>, <given-names>T.</given-names></string-name>, <string-name><surname>Wen</surname>, <given-names>D.</given-names></string-name>, <string-name><surname>Hong</surname>, <given-names>W.</given-names></string-name>, <string-name><surname>Liu</surname>, <given-names>Y.</given-names></string-name></person-group> (<year>2020</year>). <article-title>Heat transfer performance of a porous copper micro-channel heat sink</article-title>. <source>Journal of Thermal Analysis and Calorimetry</source><italic>,</italic> <volume>139</volume><italic>(</italic><issue>2</issue><italic>),</italic> <fpage>1453</fpage>&#x2013;<lpage>1462</lpage>.</mixed-citation></ref>
<ref id="ref-28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ma</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Duan</surname>, <given-names>Z.</given-names></string-name>, <string-name><surname>Ning</surname>, <given-names>X.</given-names></string-name>, <string-name><surname>Su</surname>, <given-names>L.</given-names></string-name></person-group> (<year>2021</year>). <article-title>Numerical investigation on heat transfer behavior of thermally developing flow inside rectangular microchannels</article-title>. <source>Case Studies in Thermal Engineering</source><italic>,</italic> <volume>24</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>100856</fpage>.</mixed-citation></ref>
<ref id="ref-29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ashraf</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Ilyas</surname>, <given-names>A.</given-names></string-name>, <string-name><surname>Ullah</surname>, <given-names>Z.</given-names></string-name>, <string-name><surname>Abbas</surname>, <given-names>A.</given-names></string-name></person-group> (<year>2022</year>). <article-title>Periodic magnetohydrodynamic mixed convection flow along a cone embedded in a porous medium with variable surface temperature</article-title>. <source>Annals of Nuclear Energy</source><italic>,</italic> <volume>175</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>109218</fpage>.</mixed-citation></ref>
<ref id="ref-30"><label>30.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Lori</surname>, <given-names>M. S.</given-names></string-name>, <string-name><surname>Vafai</surname>, <given-names>K.</given-names></string-name></person-group> (<year>2022</year>). <article-title>Heat transfer and fluid flow analysis of microchannel heat sinks with periodic vertical porous ribs</article-title>. <source>Applied Thermal Engineering</source><italic>,</italic> <volume>205</volume><italic>(</italic><issue>4</issue><italic>),</italic> <fpage>118059</fpage>.</mixed-citation></ref>
<ref id="ref-31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ganesh</surname>, <given-names>N. V.</given-names></string-name>, <string-name><surname>Al-Mdallal</surname>, <given-names>Q. M.</given-names></string-name>, <string-name><surname>Hirankumar</surname>, <given-names>G.</given-names></string-name>, <string-name><surname>Kalaivanan</surname>, <given-names>R.</given-names></string-name></person-group> (<year>2023</year>). <article-title>Effects of vertically embedded parallel hot elliptic obstacles inside a fully sinusoidal enclosure filled with SWCNT-water nanofluid</article-title>. <source>International Journal of Thermofluids</source><italic>,</italic> <volume>17</volume><italic>(</italic><issue>19</issue><italic>),</italic> <fpage>100276</fpage>.</mixed-citation></ref>
<ref id="ref-32"><label>32.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yin</surname>, <given-names>X.</given-names></string-name>, <string-name><surname>Zhang</surname>, <given-names>J.</given-names></string-name></person-group> (<year>2012</year>). <article-title>An improved bounce-back scheme for complex boundary conditions in lattice Boltzmann method</article-title>. <source>Journal of Computational Physics</source><italic>,</italic> <volume>231</volume><italic>(</italic><issue>11</issue><italic>),</italic> <fpage>4295</fpage>&#x2013;<lpage>4303</lpage>.</mixed-citation></ref>
<ref id="ref-33"><label>33.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mohebbi</surname>, <given-names>R.</given-names></string-name>, <string-name><surname>Delouei</surname>, <given-names>A. A.</given-names></string-name>, <string-name><surname>Jamali</surname>, <given-names>A.</given-names></string-name>, <string-name><surname>Izadi</surname>, <given-names>M.</given-names></string-name>, <string-name><surname>Mohamad</surname>, <given-names>A. A.</given-names></string-name></person-group> (<year>2019</year>). <article-title>Pore-scale simulation of non-Newtonian power-law fluid flow and forced convection in partially porous media: Thermal lattice Boltzmann method</article-title>. <source>Physica A: Statistical Mechanics and its Applications</source><italic>,</italic> <volume>525</volume><italic>(</italic><issue>9</issue><italic>),</italic> <fpage>642</fpage>&#x2013;<lpage>656</lpage>.</mixed-citation></ref>
<ref id="ref-34"><label>34.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Samanta</surname>, <given-names>R.</given-names></string-name>, <string-name><surname>Chattopadhyay</surname>, <given-names>H.</given-names></string-name>, <string-name><surname>Guha</surname>, <given-names>C.</given-names></string-name></person-group> (<year>2022</year>). <article-title>A review on the application of lattice Boltzmann method for melting and solidification problems</article-title>. <source>Computational Materials Science</source><italic>,</italic> <volume>206</volume><italic>(</italic><issue>9&#x2013;10</issue><italic>),</italic> <fpage>111288</fpage>.</mixed-citation></ref>
<ref id="ref-35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Tian</surname>, <given-names>Z. W.</given-names></string-name>, <string-name><surname>Zou</surname>, <given-names>C.</given-names></string-name>, <string-name><surname>Liu</surname>, <given-names>H. J.</given-names></string-name>, <string-name><surname>Guo</surname>, <given-names>Z. L.</given-names></string-name>, <string-name><surname>Liu</surname>, <given-names>Z. H.</given-names></string-name> <etal>et al.</etal></person-group> (<year>2007</year>). <article-title>Lattice Boltzmann scheme for simulating thermal micro-flow</article-title>. <source>Physica A: Statistical Mechanics and its Applications</source><italic>,</italic> <volume>385</volume><italic>(</italic><issue>1</issue><italic>),</italic> <fpage>59</fpage>&#x2013;<lpage>68</lpage>.</mixed-citation></ref>
<ref id="ref-36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zou</surname>, <given-names>Q.</given-names></string-name>, <string-name><surname>He</surname>, <given-names>X.</given-names></string-name></person-group> (<year>1997</year>). <article-title>On pressure and velocity boundary conditions for the lattice Boltzmann BGK model</article-title>. <source>Physics of Fluids</source><italic>,</italic> <volume>9</volume><italic>(</italic><issue>6</issue><italic>),</italic> <fpage>1591</fpage>&#x2013;<lpage>1598</lpage>.</mixed-citation></ref>
</ref-list>
</back></article>