<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    ajcm
   </journal-id>
   <journal-title-group>
    <journal-title>
     American Journal of Computational Mathematics
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2161-1203
   </issn>
   <issn publication-format="print">
    2161-1211
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/ajcm.2025.152010
   </article-id>
   <article-id pub-id-type="publisher-id">
    ajcm-143730
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Physics 
     </subject>
     <subject>
       Mathematics
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Numerical Investigation of Free Convection of MHD-Nanofluid in a Square Cavity with a Heated Cone
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Saika
      </surname>
      <given-names>
       Mahjabin
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Md. Abdul
      </surname>
      <given-names>
       Alim
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aDepartment of Mathematics, National University, Gazipur, Bangladesh
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aDepartment of Mathematics, Bangladesh University of Engineering&amp;Technology, Dhaka, Bangladesh
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     16
    </day> 
    <month>
     04
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    15
   </volume> 
   <issue>
    02
   </issue>
   <fpage>
    191
   </fpage>
   <lpage>
    208
   </lpage>
   <history>
    <date date-type="received">
     <day>
      28,
     </day>
     <month>
      March
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      27,
     </day>
     <month>
      March
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      27,
     </day>
     <month>
      June
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    Free convection of Magnetohydrodynamic (MHD) fluid, seeded with nanoparticles, in a square cavity with a heated cone inside, has been investigated numerically in this work. The mathematical model is developed by combining the mass, momentum and energy equations. The system of equations is solved by finite element method. Calculations are performed for different values of the dimensionless parameters: Prandtl number (Pr), Rayleigh number (Ra), Hartmann number (Ha) and the volume fraction of the nanoparticle (φ). The results are illustrated with streamlines, velocity profiles, isotherms, local and average Nusselt number (Nu), and heat flux. It is found that, the volume fraction of nanoparticle (φ) is the most important parameter affecting the entire convection process. Adding nanoparticles significantly slows down the fluid velocity, but enhances the heat transfer. The effect of varying φ, surpasses the effects of all other governing parameters with regards to heat transfer.
   </abstract>
   <kwd-group> 
    <kwd>
     Free Convection
    </kwd> 
    <kwd>
      MHD
    </kwd> 
    <kwd>
      Nano Fluid
    </kwd> 
    <kwd>
      Hartmann Number
    </kwd> 
    <kwd>
      Square Cavity
    </kwd> 
    <kwd>
      Heated Cone
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>Nano materials are very interesting to the scientific community due to their unusual properties, which arises out of their sizes. Much research is done to invent new materials of nano scale, and studying their properties and exploring suitable practical applications. Consequently, many claims are made regarding the benefits of using them in a wide range of practical applications. This paper, however, focused on the thermo-fluidic behavior of nano fluid. Heat exchangers are widely used, from very small scale such as for cooling computer processors, to the mega-scale such as nuclear power plants. Thus, designing efficient and robust heat exchangers have been a perpetual challenge. Nanoparticles with their unique properties have opened up new avenues to pursue the quest for the “ideal” heat exchanger. Moreover, fluid motion and heat transfer around a cone has many scientific and engineering applications. Conical shapes are found in flow and pressure control valves, high speed aircrafts and projectiles, deep sea probes and so on. According to NASA, the air around high-speed flying objects becomes ionized and shows MHD behavior <xref ref-type="bibr" rid="scirp.143730-1">
     [1]
    </xref>. Thus, combining conical shape and MHD nano fluid makes the study important. This paper presents the results from the research carried out by Mahjabin <xref ref-type="bibr" rid="scirp.143730-2">
     [2]
    </xref>. That work was done in two sections. The first section dealt with MHD fluid without the nano particles, and the results were published previously <xref ref-type="bibr" rid="scirp.143730-3">
     [3]
    </xref> <xref ref-type="bibr" rid="scirp.143730-4">
     [4]
    </xref>. This paper is focused on the second section, and will systematically present the results found for different concentration of nano particles, and intensities of the magnetic field, and point out the practical implications where applicable.</p>
  </sec><sec id="s2">
   <title>2. Literature Review</title>
   <p>Nanomaterials have opened a new frontier for research due to their profound influence on the properties of matter. Fluids seeded with nanomaterials are found to influence thermophysical properties and significantly affect heat transfer. Consequently, this attracted many researchers. Most of the researches are carried out by numerical techniques, as it is extremely difficult to conduct experimentally. Again, most of the investigations involved various types of enclosures and thermal boundaries. The results are reported in terms of dimensionless parameters, the most common being the Raleigh number (Ra), Hartmann number (Ha), Nusselt number (Nu), Grashoff number (Gr), and Prandtl number (Pr). A brief literature review, in chronological order, should illustrate this.</p>
   <fig id="fig1" position="float">
    <label>Figure 1</label>
    <caption>
     <title>Figure 1. Structures of nanofluids <xref ref-type="bibr" rid="scirp.143730-7">
       [7]
      </xref>.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId14.jpeg?20250630042214" />
   </fig>
   <p>Chamkha et al. provided one of the early reviews on the state and challenges of nanofluid research <xref ref-type="bibr" rid="scirp.143730-5">
     [5]
    </xref>. They reviewed many works published at that time, summarized them, and provided some basic equations and methodologies, which are widely adopted in many researches later on. Choi clearly demonstrated that the thermal conductivity of fluids can be enhanced by nanoparticles <xref ref-type="bibr" rid="scirp.143730-6">
     [6]
    </xref>. Later, Yu and Choi attempted to explain heat transfer by proposing the structure of nanofluids, as shown in <xref ref-type="fig" rid="fig1">
     Figure 1
    </xref> <xref ref-type="bibr" rid="scirp.143730-7">
     [7]
    </xref>.</p>
   <p>Khanafer et al. showed that, in a two-dimensional enclosure, the heat transfer rate increases substantially with the increase in φ for all values of Gr <xref ref-type="bibr" rid="scirp.143730-8">
     [8]
    </xref>. Jou and Tzeng, applying Khanafer’s model, noted that increasing Gr and φ enhances the average heat transfer coefficient considerably <xref ref-type="bibr" rid="scirp.143730-9">
     [9]
    </xref>. Tiwari and Das developed a model to analyze the behaviors of nanofluids inside a lid-driven square cavity <xref ref-type="bibr" rid="scirp.143730-10">
     [10]
    </xref>. They found that the fluid flow and heat transfer in the cavity were affected by the Richardson number and the direction of moving walls. Saidur et al. discussed a wide range of practical applications of nanofluids such as engine cooling, solar water heating, cooling of electronics, transformer oil, improving diesel generator efficiency, heat exchangers, chillers, domestic refrigerator-freezers, nuclear reactors, etc. <xref ref-type="bibr" rid="scirp.143730-11">
     [11]
    </xref>. They stated that heat transfer can be enhanced by nanofluids. They also stated that the exact mechanism of enhanced heat transfer for nanofluids was still unclear. They also mentioned some major obstacles to the practical applications of nanofluids such as stability and production cost. Qi et al. simulated convection in nanofluids with a two-phase Lattice Boltzmann model <xref ref-type="bibr" rid="scirp.143730-12">
     [12]
    </xref>. They noted the rapid increase in Nu with φ and Ra. Sheremet et al. utilized the Tiwari and Das nanofluid model in a differentially heated porous square cavity <xref ref-type="bibr" rid="scirp.143730-13">
     [13]
    </xref>. It showed that Nu was an increasing function of Ra. Lattice Boltzmann model was also applied by other researchers like Nemati et al., Ahmed and Eslamian, and so forth <xref ref-type="bibr" rid="scirp.143730-14">
     [14]
    </xref> <xref ref-type="bibr" rid="scirp.143730-15">
     [15]
    </xref>. Mokaddes et al. also investigated grooved enclosures considering Brownian motion and showed that the heat transfer increases with Ra and φ, but decreases with increasing Ha. Moreover, the heat transfer rate accelerates significantly in the presence of square grooves <xref ref-type="bibr" rid="scirp.143730-16">
     [16]
    </xref>. In a subsequent work, Mokaddes et al. considered entropy generation as well <xref ref-type="bibr" rid="scirp.143730-17">
     [17]
    </xref>. They showed that the average Nu and entropy generation increase with rising Ra and φ, decreasing with increasing Ha. They also attempted to find the combination of governing parameters to maximize heat transfer and minimize entropy generation. Chamkha et al. studied the case of a rotating cone in 2D/3D mixed convection <xref ref-type="bibr" rid="scirp.143730-18">
     [18]
    </xref>. They used carbon nano-tube (CNT)-water nanofluid in a double lid-driven porous trapezoidal cavity. They showed that the average Nu is higher for the 2D case. The gap between the Nu values for the 2D and 3D cases increases with rotational speed. Also, Ha reduced the effective convection, but Nu increased due to the highly conductive CNT particles. Alomari et al. studied a hybrid nanofluid (MgO-Ag/water) in a trapezoidal cavity, subjected to sinusoidal heating from the bottom wall <xref ref-type="bibr" rid="scirp.143730-19">
     [19]
    </xref>. They reported that the strength of the stream functions increases with Ra and φ, while increasing Ha reduces the circulation of the flow. Heat transfer, as indicated by Nu, increases with Ra and φ while it decreases with Ha. Mondal et al. used an Al2O3-water MHD fluid and considered the entropy generation along with convection <xref ref-type="bibr" rid="scirp.143730-20">
     [20]
    </xref>. They observed a decreasing trend of average Nu and Sherwood numbers with Ha and the volume fraction of the nanoparticles (φ). Sannad et al. used different diameters of nanoparticles and concluded that the concentration in the base fluid plays the most important role in the heat transfer characteristics <xref ref-type="bibr" rid="scirp.143730-21">
     [21]
    </xref>. Abdelhameed reported that the magnetic field and porosity have a strong influence on velocity, entropy generation, and Bejan number. Moreover, the entropy generation can decrease with greater porosity <xref ref-type="bibr" rid="scirp.143730-22">
     [22]
    </xref>. Similarly, many other works may be cited, however, the following general observations apply:</p>
   <p>1) In addition to the Ra and Ha, the volume fraction of the nanoparticles, φ, affects the heat transfer and fluid flow in varying degrees. Increasing Ra increased circulation and heat transfer while increasing Ha had the opposite effect.</p>
   <p>2) Boundary conditions of the enclosures have a significant influence on heat transfer and fluid flow.</p>
   <p>3) The properties and concentration of the nanoparticle play the most important role regarding heat transfer and flow behavior.</p>
   <p>The novelty of this work lies in the presence of the heated cone, and applying nanoparticles and magnetic field simultaneously. It opened an opportunity to study the relative weights of these two extraneous parameters, namely the magnetic field’s intensity (Ha), and the volume fraction of the nano particle (φ), on the convection process in an MHD fluid.</p>
  </sec><sec id="s3">
   <title>3. Physical Model</title>
   <p>
    <xref ref-type="fig" rid="fig2">
     Figure 2
    </xref> shows a schematic diagram of the model. The cavity is filled with an MHD fluid, in addition there is nano particles suspended in it. The left and right vertical walls of the cavity are thermally insulated, while the bottom and top walls are kept at different high (T<sub>h</sub>) and low (T<sub>c</sub>) temperatures respectively. The heated cone is kept at vertical position only. A magnetic field of uniform intensity B<sub>0</sub> is applied, perpendicular to the direction of flow. The gravitational force g, acts vertically downward.</p>
   <fig id="fig2" position="float">
    <label>Figure 2</label>
    <caption>
     <title>Figure 2. Schematic diagram of the model.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId15.jpeg?20250630042216" />
   </fig>
  </sec><sec id="s4">
   <title>4. Mathematical Formulation</title>
   <p>The steps for mathematical formulation are briefly outlined next.</p>
   <sec id="s4_1">
    <title>4.1. Governing Equation in Dimensional Form</title>
    <p>The base flid is assumed Newtonian and incompressible. The fluid flow is laminar in the laminar regime, set in motion by free convection. The fluid properties are assumed constant. The density variation is treated according to Boussinesq approximation, while the viscous dissipation effects are neglected. The viscous incompressible flow and the temperature distribution inside the cavity are described by the Navier-Stokes and the energy equations, respectively. The governing equations of the present problem are as follows:</p>
    <p>Conservation of mass:</p>
    <p>
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          </mo> 
          <mrow> 
           <msub> 
            <mi>
              σ 
            </mi> 
            <mrow> 
             <mi>
               n 
             </mi> 
             <mi>
               f 
             </mi> 
            </mrow> 
           </msub> 
           <msubsup> 
            <mi>
              B 
            </mi> 
            <mn>
              0 
            </mn> 
            <mn>
              2 
            </mn> 
           </msubsup> 
           <mi>
             v 
           </mi> 
          </mrow> 
          <mo>
            ] 
          </mo> 
         </mrow> 
        </mtd> 
       </mtr> 
      </mtable> 
     </math> (3)</p>
    <p>Conservation of Energy:</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         u 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           T 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           x 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         + 
       </mo> 
       <mi>
         v 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           T 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           y 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          α 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             T 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              x 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
         <mo>
           + 
         </mo> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             T 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              y 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math>(4)</p>
    <p>Properties of the nanofluid are combinations of the properties of the base fluid, denoted by the subscript “f”, and those of the nanoparticle, denoted by the subscript “s”. These properties are defined as follows:</p>
    <p>Effective density</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          ρ 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           1 
         </mn> 
         <mo>
           − 
         </mo> 
         <mi>
           ϕ 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <msub> 
        <mi>
          ρ 
        </mi> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mo>
         + 
       </mo> 
       <mi>
         ϕ 
       </mi> 
       <msub> 
        <mi>
          ρ 
        </mi> 
        <mi>
          s 
        </mi> 
       </msub> 
      </mrow> 
     </math></p>
    <p>where φ is the solid volume fraction of nanoparticles.</p>
    <p>Heat capacitance</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mrow> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mi>
             ρ 
           </mi> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mi>
              p 
            </mi> 
           </msub> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
        </mrow> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           1 
         </mn> 
         <mo>
           − 
         </mo> 
         <mi>
           ϕ 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <msub> 
        <mrow> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mi>
             ρ 
           </mi> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mi>
              p 
            </mi> 
           </msub> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
        </mrow> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mo>
         + 
       </mo> 
       <mi>
         ϕ 
       </mi> 
       <msub> 
        <mrow> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mi>
             ρ 
           </mi> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mi>
              p 
            </mi> 
           </msub> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
        </mrow> 
        <mi>
          s 
        </mi> 
       </msub> 
      </mrow> 
     </math></p>
    <p>Thermal expansion coefficient</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          β 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           1 
         </mn> 
         <mo>
           − 
         </mo> 
         <mi>
           ϕ 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <msub> 
        <mi>
          β 
        </mi> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mo>
         + 
       </mo> 
       <mi>
         ϕ 
       </mi> 
       <msub> 
        <mi>
          β 
        </mi> 
        <mi>
          s 
        </mi> 
       </msub> 
      </mrow> 
     </math></p>
    <p>Thermal diffusivity</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          α 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mtext>
           
       </mtext> 
       <mo>
         = 
       </mo> 
       <mtext>
           
       </mtext> 
       <mrow> 
        <mrow> 
         <msub> 
          <mi>
            k 
          </mi> 
          <mrow> 
           <mi>
             n 
           </mi> 
           <mi>
             f 
           </mi> 
          </mrow> 
         </msub> 
        </mrow> 
        <mo>
          / 
        </mo> 
        <mrow> 
         <msub> 
          <mrow> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               ρ 
             </mi> 
             <msub> 
              <mi>
                C 
              </mi> 
              <mi>
                p 
              </mi> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
          <mrow> 
           <mi>
             n 
           </mi> 
           <mi>
             f 
           </mi> 
          </mrow> 
         </msub> 
        </mrow> 
       </mrow> 
      </mrow> 
     </math></p>
    <p>Electrical conductivity</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          σ 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          σ 
        </mi> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mrow> 
        <mo>
          [ 
        </mo> 
        <mrow> 
         <mn>
           1 
         </mn> 
         <mo>
           + 
         </mo> 
         <mfrac> 
          <mrow> 
           <mn>
             3 
           </mn> 
           <mi>
             φ 
           </mi> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mfrac> 
              <mrow> 
               <msub> 
                <mi>
                  σ 
                </mi> 
                <mi>
                  s 
                </mi> 
               </msub> 
              </mrow> 
              <mrow> 
               <msub> 
                <mi>
                  σ 
                </mi> 
                <mi>
                  f 
                </mi> 
               </msub> 
              </mrow> 
             </mfrac> 
             <mo>
               − 
             </mo> 
             <mn>
               1 
             </mn> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
          <mrow> 
           <mrow> 
            <mo>
              { 
            </mo> 
            <mrow> 
             <mrow> 
              <mo>
                ( 
              </mo> 
              <mrow> 
               <mfrac> 
                <mrow> 
                 <msub> 
                  <mi>
                    σ 
                  </mi> 
                  <mi>
                    s 
                  </mi> 
                 </msub> 
                </mrow> 
                <mrow> 
                 <msub> 
                  <mi>
                    σ 
                  </mi> 
                  <mi>
                    f 
                  </mi> 
                 </msub> 
                </mrow> 
               </mfrac> 
              </mrow> 
              <mo>
                ) 
              </mo> 
             </mrow> 
             <mo>
               + 
             </mo> 
             <mn>
               2 
             </mn> 
            </mrow> 
            <mo>
              } 
            </mo> 
           </mrow> 
           <mo>
             − 
           </mo> 
           <mrow> 
            <mo>
              { 
            </mo> 
            <mrow> 
             <mrow> 
              <mo>
                ( 
              </mo> 
              <mrow> 
               <mfrac> 
                <mrow> 
                 <msub> 
                  <mi>
                    σ 
                  </mi> 
                  <mi>
                    s 
                  </mi> 
                 </msub> 
                </mrow> 
                <mrow> 
                 <msub> 
                  <mi>
                    σ 
                  </mi> 
                  <mi>
                    f 
                  </mi> 
                 </msub> 
                </mrow> 
               </mfrac> 
              </mrow> 
              <mo>
                ) 
              </mo> 
             </mrow> 
             <mo>
               − 
             </mo> 
             <mn>
               1 
             </mn> 
            </mrow> 
            <mo>
              } 
            </mo> 
           </mrow> 
           <mi>
             φ 
           </mi> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ] 
        </mo> 
       </mrow> 
      </mrow> 
     </math> <xref ref-type="bibr" rid="scirp.143730-23">
      [23]
     </xref></p>
    <p>Thermal conductivity</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          k 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          k 
        </mi> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mrow> 
        <mo>
          [ 
        </mo> 
        <mrow> 
         <mfrac> 
          <mrow> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                s 
              </mi> 
             </msub> 
             <mo>
               + 
             </mo> 
             <mn>
               2 
             </mn> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mo>
             − 
           </mo> 
           <mn>
             2 
           </mn> 
           <mi>
             φ 
           </mi> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
             <mo>
               − 
             </mo> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                s 
              </mi> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
          <mrow> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                s 
              </mi> 
             </msub> 
             <mo>
               + 
             </mo> 
             <mn>
               2 
             </mn> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mo>
             + 
           </mo> 
           <mi>
             φ 
           </mi> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
             <mo>
               − 
             </mo> 
             <msub> 
              <mi>
                k 
              </mi> 
              <mi>
                s 
              </mi> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ] 
        </mo> 
       </mrow> 
      </mrow> 
     </math> <xref ref-type="bibr" rid="scirp.143730-24">
      [24]
     </xref></p>
    <p>Viscosity</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          μ 
        </mi> 
        <mrow> 
         <mi>
           n 
         </mi> 
         <mi>
           f 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          μ 
        </mi> 
        <mi>
          f 
        </mi> 
       </msub> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           1 
         </mn> 
         <mo>
           + 
         </mo> 
         <mn>
           39.11 
         </mn> 
         <mi>
           φ 
         </mi> 
         <mo>
           + 
         </mo> 
         <mn>
           533.9 
         </mn> 
         <msup> 
          <mi>
            φ 
          </mi> 
          <mn>
            2 
          </mn> 
         </msup> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math> <xref ref-type="bibr" rid="scirp.143730-25">
      [25]
     </xref></p>
   </sec>
   <sec id="s4_2">
    <title>4.2. Boundary Conditions</title>
    <p>At the bottom wall:</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         u 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mi>
           x 
         </mi> 
         <mo>
           , 
         </mo> 
         <mn>
           0 
         </mn> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         v 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mi>
           x 
         </mi> 
         <mo>
           , 
         </mo> 
         <mn>
           0 
         </mn> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         T 
       </mi> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          T 
        </mi> 
        <mi>
          h 
        </mi> 
       </msub> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mo>
         ∀ 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         y 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mn>
         0 
       </mn> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         x 
       </mi> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         L 
       </mi> 
      </mrow> 
     </math></p>
    <p>At the left wall:</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         u 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           0 
         </mn> 
         <mo>
           , 
         </mo> 
         <mi>
           y 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         v 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           0 
         </mn> 
         <mo>
           , 
         </mo> 
         <mi>
           y 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           T 
         </mi> 
        </mrow> 
        <mo>
          / 
        </mo> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           x 
         </mi> 
        </mrow> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mo>
         ∀ 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         x 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mn>
         0 
       </mn> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         y 
       </mi> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         L 
       </mi> 
      </mrow> 
     </math></p>
    <p>At the right wall:</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         u 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           0 
         </mn> 
         <mo>
           , 
         </mo> 
         <mi>
           y 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         v 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           0 
         </mn> 
         <mo>
           , 
         </mo> 
         <mi>
           y 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           T 
         </mi> 
        </mrow> 
        <mo>
          / 
        </mo> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           x 
         </mi> 
        </mrow> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mo>
         ∀ 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         x 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         L 
       </mi> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mn>
         0 
       </mn> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         y 
       </mi> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         L 
       </mi> 
      </mrow> 
     </math></p>
    <p>At the top wall:</p>
    <p>
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         u 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mi>
           x 
         </mi> 
         <mo>
           , 
         </mo> 
         <mi>
           L 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         v 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mi>
           x 
         </mi> 
         <mo>
           , 
         </mo> 
         <mi>
           L 
         </mi> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mi>
         T 
       </mi> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          T 
        </mi> 
        <mi>
          c 
        </mi> 
       </msub> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mo>
         ∀ 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         y 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         L 
       </mi> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mtext>
           
       </mtext> 
       <mn>
         0 
       </mn> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         x 
       </mi> 
       <mo>
         ≤ 
       </mo> 
       <mi>
         L 
       </mi> 
      </mrow> 
     </math></p>
   </sec>
   <sec id="s4_3">
    <title>4.3. Dimensional Analysis</title>
    <p>To obtain non-dimensional governing equations, we incorporate the following dimensionless dependent and independent variables:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         X 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mi>
          x 
        </mi> 
        <mi>
          L 
        </mi> 
       </mfrac> 
      </mrow> 
     </math>, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Y 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mi>
          y 
        </mi> 
        <mi>
          L 
        </mi> 
       </mfrac> 
      </mrow> 
     </math>, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           u 
         </mi> 
         <mi>
           L 
         </mi> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            α 
          </mi> 
          <mi>
            f 
          </mi> 
         </msub> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math>, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         V 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           v 
         </mi> 
         <mi>
           L 
         </mi> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            α 
          </mi> 
          <mi>
            f 
          </mi> 
         </msub> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math>, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         P 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           p 
         </mi> 
         <msup> 
          <mi>
            L 
          </mi> 
          <mn>
            2 
          </mn> 
         </msup> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            ρ 
          </mi> 
          <mrow> 
           <mi>
             n 
           </mi> 
           <mi>
             f 
           </mi> 
          </mrow> 
         </msub> 
         <msubsup> 
          <mi>
            α 
          </mi> 
          <mi>
            f 
          </mi> 
          <mn>
            2 
          </mn> 
         </msubsup> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> and 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         θ 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           T 
         </mi> 
         <mo>
           − 
         </mo> 
         <msub> 
          <mi>
            T 
          </mi> 
          <mi>
            c 
          </mi> 
         </msub> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            T 
          </mi> 
          <mi>
            h 
          </mi> 
         </msub> 
         <mo>
           − 
         </mo> 
         <msub> 
          <mi>
            T 
          </mi> 
          <mi>
            c 
          </mi> 
         </msub> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math></p>
    <p>where X and Y are the coordinates varying along horizontal and vertical directions, respectively, U and V are the velocity components in the X and Y directions, respectively, θ is the dimensionless temperature, P is the dimensionless pressure, and α is the thermal diffusivity of the fluid.</p>
    <p>After applying the above dimensionless variable, Equations (1)-(4) are transformed into dimensionless form as the following:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           U 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           X 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         + 
       </mo> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           V 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           Y 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
      </mrow> 
     </math> (5)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           U 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           X 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         + 
       </mo> 
       <mi>
         V 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           U 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           Y 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         = 
       </mo> 
       <mo>
         − 
       </mo> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           P 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           X 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         + 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            ν 
          </mi> 
          <mrow> 
           <mi>
             n 
           </mi> 
           <mi>
             f 
           </mi> 
          </mrow> 
         </msub> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            α 
          </mi> 
          <mi>
            f 
          </mi> 
         </msub> 
        </mrow> 
       </mfrac> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             U 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              X 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
         <mo>
           + 
         </mo> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             U 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              Y 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math>(6)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mtable> 
       <mtr> 
        <mtd> 
         <mi>
           U 
         </mi> 
         <mfrac> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             V 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             X 
           </mi> 
          </mrow> 
         </mfrac> 
         <mo>
           + 
         </mo> 
         <mi>
           V 
         </mi> 
         <mfrac> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             V 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             Y 
           </mi> 
          </mrow> 
         </mfrac> 
         <mo>
           = 
         </mo> 
         <mo>
           − 
         </mo> 
         <mfrac> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             P 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <mi>
             Y 
           </mi> 
          </mrow> 
         </mfrac> 
         <mo>
           + 
         </mo> 
         <mfrac> 
          <mrow> 
           <msub> 
            <mi>
              ν 
            </mi> 
            <mrow> 
             <mi>
               n 
             </mi> 
             <mi>
               f 
             </mi> 
            </mrow> 
           </msub> 
          </mrow> 
          <mrow> 
           <msub> 
            <mi>
              α 
            </mi> 
            <mi>
              f 
            </mi> 
           </msub> 
          </mrow> 
         </mfrac> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mfrac> 
            <mrow> 
             <msup> 
              <mo>
                ∂ 
              </mo> 
              <mn>
                2 
              </mn> 
             </msup> 
             <mi>
               V 
             </mi> 
            </mrow> 
            <mrow> 
             <mo>
               ∂ 
             </mo> 
             <msup> 
              <mi>
                X 
              </mi> 
              <mn>
                2 
              </mn> 
             </msup> 
            </mrow> 
           </mfrac> 
           <mo>
             + 
           </mo> 
           <mfrac> 
            <mrow> 
             <msup> 
              <mo>
                ∂ 
              </mo> 
              <mn>
                2 
              </mn> 
             </msup> 
             <mi>
               V 
             </mi> 
            </mrow> 
            <mrow> 
             <mo>
               ∂ 
             </mo> 
             <msup> 
              <mi>
                Y 
              </mi> 
              <mn>
                2 
              </mn> 
             </msup> 
            </mrow> 
           </mfrac> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
         <mo>
           + 
         </mo> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mfrac> 
            <mrow> 
             <msub> 
              <mi>
                β 
              </mi> 
              <mrow> 
               <mi>
                 n 
               </mi> 
               <mi>
                 f 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
            <mrow> 
             <msub> 
              <mi>
                β 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
            </mrow> 
           </mfrac> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
         <mi>
           R 
         </mi> 
         <mi>
           a 
         </mi> 
         <mi>
           P 
         </mi> 
         <mi>
           r 
         </mi> 
         <mi>
           θ 
         </mi> 
        </mtd> 
       </mtr> 
       <mtr> 
        <mtd> 
         <mtext>
             
         </mtext> 
         <mtext>
             
         </mtext> 
         <mtext>
             
         </mtext> 
         <mo>
           − 
         </mo> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mfrac> 
            <mrow> 
             <msub> 
              <mi>
                ρ 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
            </mrow> 
            <mrow> 
             <msub> 
              <mi>
                ρ 
              </mi> 
              <mrow> 
               <mi>
                 n 
               </mi> 
               <mi>
                 f 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
           </mfrac> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <mfrac> 
            <mrow> 
             <msub> 
              <mi>
                σ 
              </mi> 
              <mrow> 
               <mi>
                 n 
               </mi> 
               <mi>
                 f 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
            <mrow> 
             <msub> 
              <mi>
                σ 
              </mi> 
              <mi>
                f 
              </mi> 
             </msub> 
            </mrow> 
           </mfrac> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
         <mi>
           H 
         </mi> 
         <msup> 
          <mi>
            a 
          </mi> 
          <mn>
            2 
          </mn> 
         </msup> 
         <mi>
           P 
         </mi> 
         <mi>
           r 
         </mi> 
         <mi>
           V 
         </mi> 
        </mtd> 
       </mtr> 
      </mtable> 
     </math>(7)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           θ 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           X 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         + 
       </mo> 
       <mi>
         V 
       </mi> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           θ 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           Y 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            α 
          </mi> 
          <mrow> 
           <mi>
             n 
           </mi> 
           <mi>
             f 
           </mi> 
          </mrow> 
         </msub> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            α 
          </mi> 
          <mi>
            f 
          </mi> 
         </msub> 
        </mrow> 
       </mfrac> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             θ 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              X 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
         <mo>
           + 
         </mo> 
         <mfrac> 
          <mrow> 
           <msup> 
            <mo>
              ∂ 
            </mo> 
            <mn>
              2 
            </mn> 
           </msup> 
           <mi>
             θ 
           </mi> 
          </mrow> 
          <mrow> 
           <mo>
             ∂ 
           </mo> 
           <msup> 
            <mi>
              Y 
            </mi> 
            <mn>
              2 
            </mn> 
           </msup> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math>(8)</p>
    <p>Here the dimensionless parameters are defined as follows:</p>
    <p>Prandtl number, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         P 
       </mi> 
       <mi>
         r 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mi>
          ν 
        </mi> 
        <mi>
          α 
        </mi> 
       </mfrac> 
      </mrow> 
     </math> (ratio of viscous to thermal diffusion rates, which indicates the ratio or dominance of heat transfer mode-convection over conduction)</p>
    <p>Hartmann number, 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         H 
       </mi> 
       <mi>
         a 
       </mi> 
       <mo>
         = 
       </mo> 
       <msub> 
        <mi>
          B 
        </mi> 
        <mn>
          0 
        </mn> 
       </msub> 
       <mi>
         L 
       </mi> 
       <msqrt> 
        <mrow> 
         <mfrac> 
          <mi>
            σ 
          </mi> 
          <mi>
            μ 
          </mi> 
         </mfrac> 
        </mrow> 
       </msqrt> 
      </mrow> 
     </math> (ratio of electromagnetic force to the viscous force)</p>
    <p>Grashof number, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         G 
       </mi> 
       <mi>
         r 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           g 
         </mi> 
         <mi>
           β 
         </mi> 
         <msup> 
          <mi>
            L 
          </mi> 
          <mn>
            3 
          </mn> 
         </msup> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <msub> 
            <mi>
              T 
            </mi> 
            <mi>
              h 
            </mi> 
           </msub> 
           <mo>
             − 
           </mo> 
           <msub> 
            <mi>
              T 
            </mi> 
            <mi>
              c 
            </mi> 
           </msub> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
        </mrow> 
        <mrow> 
         <msup> 
          <mi>
            ν 
          </mi> 
          <mn>
            2 
          </mn> 
         </msup> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> (ratio of the buoyancy to viscous force)</p>
    <p>Rayleigh number, 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         R 
       </mi> 
       <mi>
         a 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           g 
         </mi> 
         <mi>
           β 
         </mi> 
         <msup> 
          <mi>
            L 
          </mi> 
          <mn>
            3 
          </mn> 
         </msup> 
         <mrow> 
          <mo>
            ( 
          </mo> 
          <mrow> 
           <msub> 
            <mi>
              T 
            </mi> 
            <mi>
              h 
            </mi> 
           </msub> 
           <mo>
             − 
           </mo> 
           <msub> 
            <mi>
              T 
            </mi> 
            <mi>
              c 
            </mi> 
           </msub> 
          </mrow> 
          <mo>
            ) 
          </mo> 
         </mrow> 
         <mi>
           P 
         </mi> 
         <mi>
           r 
         </mi> 
        </mrow> 
        <mrow> 
         <msup> 
          <mi>
            ν 
          </mi> 
          <mn>
            2 
          </mn> 
         </msup> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> (product of Gr and Pr. It also indicates the ratio or dominance of heat transfer mode-convection over conduction, but incorporates the buoyancy force).</p>
   </sec>
   <sec id="s4_4">
    <title>4.4. Dimensionless Boundary Conditions</title>
    <p>The dimensionless boundary conditions become:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         V 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         θ 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         1 
       </mn> 
      </mrow> 
     </math> at bottom wall and heated conical body (at higher constant temperature)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         V 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mi>
         θ 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
      </mrow> 
     </math> at top wall (at lower constant temperature)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         U 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         V 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
       <mo>
         , 
       </mo> 
       <mtext>
           
       </mtext> 
       <mfrac> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           θ 
         </mi> 
        </mrow> 
        <mrow> 
         <mo>
           ∂ 
         </mo> 
         <mi>
           N 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
      </mrow> 
     </math> at side walls (thermally insulated)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         P 
       </mi> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
      </mrow> 
     </math> Fluid pressure at the inside and on the walls of the cavity</p>
    <p>
     <xref ref-type="bibr" rid="scirp.143730-"></xref>where X and Y are dimensionless coordinates varying along horizontal and vertical directions, respectively; U and V are dimensionless velocity components in X and Y directions, respectively; 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        θ 
      </mi> 
     </math> is the dimensionless temperature.</p>
   </sec>
  </sec><sec id="s5">
   <title>5. Numerical Analysis</title>
   <p>The above system of equations is solved along with the boundary conditions shown above, by finite element method. This technique is described by various researchers such as Dechaumphai <xref ref-type="bibr" rid="scirp.143730-26">
     [26]
    </xref>, Reddy <xref ref-type="bibr" rid="scirp.143730-27">
     [27]
    </xref>, Taylor and Hood <xref ref-type="bibr" rid="scirp.143730-28">
     [28]
    </xref>. In this method, the solution domain is discretized into finite element mesh. Then the nonlinear governing equations are transferred into a system of integral equations by applying the Galerkin weighted residual method. Gauss quadrature method is used to perform the integration involved in each term of these equations. The nonlinear algebraic equations thus obtained are modified by imposing boundary conditions. Then Newton’s method is used to transform these modified equations into linear algebraic equations, and then these linear equations are solved by applying the triangular factorization method.</p>
   <sec id="s5_1">
    <title>
     <xref ref-type="bibr" rid="scirp.143730-"></xref>5.1. Grid Generation</title>
    <p>The model is subdivided into many smaller discrete elements, and the set of equations are solved for each element. The mesh structure of finite elements for the present physical model displays in <xref ref-type="fig" rid="fig3">
      Figure 3
     </xref>.</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>Figure 3. Mesh with 8039 elements.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId84.jpeg?20250630042223" />
    </fig>
   </sec>
   <sec id="s5_2">
    <title>
     <xref ref-type="bibr" rid="scirp.143730-"></xref>5.2. Grid Refinement Check</title>
    <p>Grid independence test was performed with different number of elements and the average Nusselt number was assumed to be the test variable. The results are shown in <xref ref-type="table" rid="table1">
      Table 1
     </xref> and <xref ref-type="fig" rid="fig4">
      Figure 4
     </xref>.</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.143730-"></xref>Table 1. Grid sensitivity on Average Nusselt Number (Nu) by number of elements.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.60%"><p style="text-align:center">Number of Elements</p></td> 
       <td class="custom-bottom-td acenter" width="14.60%"><p style="text-align:center">Average Nu</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="14.60%"><p style="text-align:center">670</p></td> 
       <td class="custom-top-td acenter" width="14.60%"><p style="text-align:center">0.14405</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.60%"><p style="text-align:center">1218</p></td> 
       <td class="acenter" width="14.60%"><p style="text-align:center">0.14671</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.60%"><p style="text-align:center">1794</p></td> 
       <td class="acenter" width="14.60%"><p style="text-align:center">0.14781</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.60%"><p style="text-align:center">2663</p></td> 
       <td class="acenter" width="14.60%"><p style="text-align:center">0.14865</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.60%"><p style="text-align:center">8039</p></td> 
       <td class="acenter" width="14.60%"><p style="text-align:center">0.14977</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.60%"><p style="text-align:center">21,974</p></td> 
       <td class="acenter" width="14.60%"><p style="text-align:center">0.15013</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>Figure 4. Grid sensitivity test (Ha = 0, Ra = 10<sup>5</sup>).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId85.jpeg?20250630042224" />
    </fig>
    <p>It is seen that after about 8000 elements, further refinement does not have any appreciable impact on the average Nusselt number. Therefore, grid independence is attained around 8000. The present model used 8039 elements for the computations. <xref ref-type="table" rid="table2">
      Table 2
     </xref> shows the thermo physical properties of the base fluid and the nano particle.</p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.143730-"></xref>Table 2. Properties of the base fluid and the nano particle.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="41.05%"><p style="text-align:center">Physical property</p></td> 
       <td class="custom-bottom-td acenter" width="35.58%"><p style="text-align:center">Symbol (Unit)</p></td> 
       <td class="custom-bottom-td acenter" width="28.17%"><p style="text-align:center">Base Fluid</p></td> 
       <td class="custom-bottom-td acenter" width="28.17%"><p style="text-align:center">Nano Particle</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="41.05%"><p style="text-align:center">Specific heat</p></td> 
       <td class="custom-top-td acenter" width="35.58%"><p style="text-align:center">C<sub>p</sub> (J/kg-K)</p></td> 
       <td class="custom-top-td acenter" width="28.17%"><p style="text-align:center">14,179</p></td> 
       <td class="custom-top-td acenter" width="28.17%"><p style="text-align:center">540</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="41.05%"><p style="text-align:center">Density</p></td> 
       <td class="acenter" width="35.58%"><p style="text-align:center">ρ (kg/m<sup>3</sup>)</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">997.1</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">6500</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="41.05%"><p style="text-align:center">Thermal conductivity</p></td> 
       <td class="acenter" width="35.58%"><p style="text-align:center">k (W/m-K)</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">0.613</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">18</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="41.05%"><p style="text-align:center">Thermal expansion</p></td> 
       <td class="acenter" width="35.58%"><p style="text-align:center">β (1/K)</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">2.1 × 10<sup>−</sup><sup>4</sup></p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">0.085 × 10<sup>−</sup><sup>4</sup></p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="41.05%"><p style="text-align:center">Electrical Conductivity</p></td> 
       <td class="acenter" width="35.58%"><p style="text-align:center">σ (Ω·m)<sup>−</sup><sup>1</sup></p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">0.05</p></td> 
       <td class="acenter" width="28.17%"><p style="text-align:center">10<sup>−</sup><sup>10</sup></p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
  </sec><sec id="s6">
   <title>6. Results and Discussions</title>
   <p>The calculations are performed for a fixed Prandtl number Pr = 6.2. The Rayleigh numbers were Ra = 1 × 10<sup>3</sup>, 1 × 10<sup>4</sup>, 1 × 10<sup>5</sup>; the Hartmann numbers Ha = 0, 20, 40; and the volume fraction of nanoparticle φ = 0, 0.01, 0.05, and 0.10. The results were examined with streamlines, velocity profiles, isotherms, heat fluxes, average velocities, and average temperatures. Several observations were made from the results which are discussed next.</p>
   <sec id="s6_1">
    <title>6.1. Fluid Flow Behavior (Streamlines and Velocities)</title>
    <p>
     <xref ref-type="fig" rid="fig5">
      Figure 5
     </xref> shows the effect of Ra on the streamlines with no nanoparticles (φ = 0) and no magnetic field (Ha = 0), as a baseline case. The streamlines represent the fluid flow pathways, while the colors represent the velocity. The velocity magnitude is indicated by the color legend shown at the right side of each figure.</p>
    <p>At Ra = 10<sup>3</sup>, two vortices are seen on both side of the cone. The velocity varies from 0.05 to 0.5. At Ra = 10<sup>4</sup>, four additional major and two minor vortices appear, and the velocities increase by an order of magnitude. Further increase of Ra to 10<sup>5</sup>, total number of vortices remains the same but their shapes changed. Velocity also increased noticeably. However, the flow patterns remain symmetric around the cone for all cases.</p>
    <fig-group id="fig5" position="float">
     <fig id="fig5" position="float">
      <label>Figure 5</label>
      <caption>
       <title>Ra = 103--Ra = 104 Ra = 105--Figure 5. Streamlines for different Ra, φ = 0, Ha = 0.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId86.jpeg?20250630042226" />
     </fig>
     <fig id="fig5" position="float">
      <label>Figure 5</label>
      <caption>
       <title>Ra = 103--Ra = 104 Ra = 105--Figure 5. Streamlines for different Ra, φ = 0, Ha = 0.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId87.jpeg?20250630042226" />
     </fig>
    </fig-group>
    <p>Next, Ra is kept constant at 10<sup>4</sup>, and the values of φ and Ha are increased. The reason for keeping Ra fixed at a high value is that, the effects of Ha become more pronounced at higher Ra’s, providing better understanding of the phenomenon being studied. The results are shown in <xref ref-type="fig" rid="fig6">
      Figure 6
     </xref>.</p>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>Figure 6. Streamlines for different Ha and φ, Ra = 10<sup>4</sup>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId89.jpeg?20250630042226" />
    </fig>
    <p>It is seen that with increasing φ, the additional vortices disappear, and the velocities reduce significantly. However, for a given φ, increasing Ha does not have much effect. With increasing φ, the effect of Ha becomes less and less noticeable. It implies that the nano-particles have a more dominating effect over the magnetic field to influence the fluid movement. The physical explanation to this behavior is that, adding nano particles makes the nano-fluid heavier, thus slowing down the motion. This dominated over magnetic field because the nano particles considered in this study has very low electrical conductivity and magnetic susceptibility.</p>
   </sec>
   <sec id="s6_2">
    <title>6.2. Heat Transfer Behavior (Isotherms and Heat Flux)</title>
    <p>Isotherms: <xref ref-type="fig" rid="fig7">
      Figure 7
     </xref> show the effect of Ra on temperature distribution in the form of isotherms, with φ = 0, and Ha = 0. The labels next to the curves show the values of θ, the dimensionless temperature whose value range is from 0 to 1. The coloring also indicate temperature gradually changing from hotter to cooler (from red to green).</p>
    <fig-group id="fig7" position="float">
     <fig id="fig7" position="float">
      <label>Figure 7</label>
      <caption>
       <title>Ra = 103--Ra = 104 Ra = 105--Figure 7. Isotherms for different Ra, φ = 0, Ha = 0.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId90.jpeg?20250630042228" />
     </fig>
     <fig id="fig7" position="float">
      <label>Figure 7</label>
      <caption>
       <title>Ra = 103--Ra = 104 Ra = 105--Figure 7. Isotherms for different Ra, φ = 0, Ha = 0.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId91.jpeg?20250630042228" />
     </fig>
    </fig-group>
    <p>It is noted that the distortion of the isotherms becomes more and more prominent with increasing Ra. The isotherm corresponding to 0.95 moved closer to the bottom wall with increasing Ra, indicating that the larger portion of the cavity is cooler.</p>
    <p>Next, Ra is kept constant at 10<sup>5</sup>, and the values of φ and Ha are increased. The reason for doing this is mentioned in the previous section. The results are shown in <xref ref-type="fig" rid="fig8">
      Figure 8
     </xref>. It is noted that, the nano-particles have a greater influence on the temperature distribution as well, compared to that of the magnetic field. Similar to the influence on fluid movement as seen in the previous section (<xref ref-type="fig" rid="fig6">
      Figure 6
     </xref>).</p>
    <fig id="fig8" position="float">
     <label>Figure 8</label>
     <caption>
      <title>Figure 8. Temperature distribution for different Ha and φ, Ra = 10<sup>5</sup>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId93.jpeg?20250630042228" />
    </fig>
    <p>Heat flux: It is seen that in the previous figures that, adding more nanoparticle retarded flow. Increasing Hartmann number also retarded flow. Adding more nanoparticle also affected temperature distribution by making the isotherms smoother. Increasing Hartmann number also had similar effect but to a lesser degree. However, these observations are not sufficient to say conclusively whether heat transfer was enhanced or not. Therefore, Heat Flux was calculated for different values of Ra, Ha, and φ. The results are presented next in <xref ref-type="fig" rid="fig9">
      Figure 9
     </xref>.</p>
    <p>
     <xref ref-type="fig" rid="fig9(a)">
      Figure 9(a)
     </xref> shows the case of base fluid only, with no nano particles added. It is seen that the effect of Ha is quite noticeable at higher values of Ra. It also shows that, increasing Ha decreased the heat flux. <xref ref-type="fig" rid="figFigures 9(b)-(d)">
      Figures 9(b)-(d)
     </xref> are the cases with increasing concentration of nano particles. It is noted that while heat flux increased with Ra, the difference in heat flux due to different values of Ha almost vanished. In other words, the nano-particles just overwhelmed the heat transfer process, making the Magnetic field almost irrelevant.</p>
    <fig-group id="fig9" position="float">
     <fig id="fig9" position="float">
      <label>Figure 9</label>
      <caption>
       <title>(a)--(b)--(c)--(d)--Figure 9. Effect of Ha on heat flux as a function of Ra for different values of φ.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId94.jpeg?20250630042228" />
     </fig>
     <fig id="fig9" position="float">
      <label>Figure 9</label>
      <caption>
       <title>(a)--(b)--(c)--(d)--Figure 9. Effect of Ha on heat flux as a function of Ra for different values of φ.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId95.jpeg?20250630042228" />
     </fig>
     <fig id="fig9" position="float">
      <label>Figure 9</label>
      <caption>
       <title>(a)--(b)--(c)--(d)--Figure 9. Effect of Ha on heat flux as a function of Ra for different values of φ.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId96.jpeg?20250630042227" />
     </fig>
     <fig id="fig9" position="float">
      <label>Figure 9</label>
      <caption>
       <title>(a)--(b)--(c)--(d)--Figure 9. Effect of Ha on heat flux as a function of Ra for different values of φ.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId97.jpeg?20250630042227" />
     </fig>
    </fig-group>
    <fig-group id="fig10" position="float">
     <fig id="fig10" position="float">
      <label>Figure 10</label>
      <caption>
       <title>(a)--(b)--Figure 10. Effect of φ on heat flux as a function of Ra for different values of Ha.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId98.jpeg?20250630042227" />
     </fig>
     <fig id="fig10" position="float">
      <label>Figure 10</label>
      <caption>
       <title>(a)--(b)--Figure 10. Effect of φ on heat flux as a function of Ra for different values of Ha.</title>
      </caption>
      <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1101142-rId99.jpeg?20250630042228" />
     </fig>
    </fig-group>
    <p>
     <xref ref-type="fig" rid="fig10(a)">
      Figure 10(a)
     </xref> compares the effects of nano particles when no magnetic field is applied. It shows that each increment of φ has a more prominent effect on the heat flux. The greater the φ, the higher is the heat flux. <xref ref-type="fig" rid="fig10(b)">
      Figure 10(b)
     </xref> shows the same, with the application of a strong magnetic field. The behavior of heat flux is almost same as in <xref ref-type="fig" rid="fig9(a)">
      Figure 9(a)
     </xref>. However, there is hardly any effect due to the magnetic field. Therefore, both <xref ref-type="fig" rid="fig9">
      Figure 9
     </xref> and <xref ref-type="fig" rid="fig10">
      Figure 10
     </xref> lead to same conclusion, that φ has the dominating effect on convection. This phenomenon can be explained by the nature of the thermal conductivity of nanofluid used in this work. For the base fluid and the nano particle considered, the thermal conductivity of the solid nano particles is significantly higher than that of the base fluid. Therefore, the nanoparticles carry significant amount of heat along with the base fluid. Thus, the overall heat transfer of the system is increased by adding more nanoparticles. Moreover, the nanoparticle has very low electrical conductivity and magnetic susceptibility, thus it is indifferent to the magnetic field applied. This finding has practical implications. It is possible to design efficient heat exchangers just by adding nano particles without worrying about magnetic interference from any source. However, it is possible that there is a cut-off limit for adding φ, beyond which the fluid will become too “thick” or too “heavy” for easy circulation, thus retarding heat transfer. This point can be a potential ground for future research.</p>
   </sec>
  </sec><sec id="s7">
   <title>7. Conclusion</title>
   <p>
    <xref ref-type="bibr" rid="scirp.143730-"></xref>Increasing φ reduced fluid velocity but enhanced heat transfer, while increasing Ha reduced fluid velocity and reduced heat transfer. The effect of Ha lost significance with increasing φ. For the values of Ra, Ha and φ considered in this work, it appears that φ is the most important factor in convection in a closed cavity. This finding has practical implications, with potential applications in heat exchanger design and operation.</p>
  </sec><sec id="s8">
   <title>Nomenclature, Greek Symbols and Subscripts</title>
   <p>θ<sub>av</sub>: average temperature</p>
   <p>B<sub>0</sub>: magnetic induction</p>
   <p>C<sub>p</sub>: Specific heat at constant pressure (J/kg K)</p>
   <p>g: gravitational acceleration (m/s<sup>2</sup>)</p>
   <p>Gr: Grashof number</p>
   <p>h: convective heat transfer coefficient (W/m<sup>2</sup> K)</p>
   <p>Ha: Hartmann number</p>
   <p>k: thermal conductivity of fluid (W/m K)</p>
   <p>L: Height or base of trapezoidal cavity (m)</p>
   <p>K: Thermal conductivity ratio fluid</p>
   <p>N: Total number of nodes</p>
   <p>Nu<sub>av</sub>: Average Nusselt number</p>
   <p>Nu<sub>local</sub>: Local Nusselt number</p>
   <p>P: non-dimensional pressure</p>
   <p>p: pressure</p>
   <p>Pr: Prandtl number</p>
   <p>Ra: Rayleigh number</p>
   <p>T: non-dimensional temperature</p>
   <p>T<sub>h</sub>: Temperature of hot bottom wall (k)</p>
   <p>T<sub>c</sub>: Temperature of cold top wall (k)</p>
   <p>U: x component of dimensionless velocity</p>
   <p>u: x component of velocity (m/s)</p>
   <p>V: y-component of dimensionless velocity</p>
   <p>v: y-component of velocity (m/s)</p>
   <p>x, y: Cartesian coordinates</p>
   <p>X, Y: dimensionless Cartesian coordinates</p>
   <p>α: Thermal diffusivity (m<sup>2</sup>/s)</p>
   <p>β: Coefficient of thermal expansion (K<sup>−1</sup>)</p>
   <p>ρ: Density of the fluid (kg/m<sup>3</sup>)</p>
   <p>∆θ: Temperature difference</p>
   <p>θ: Fluid temperature (dimensionless)</p>
   <p>μ: Dynamic viscosity of the fluid (Pa s)</p>
   <p>Ψ: Stream function</p>
   <p>ν: Kinematic viscosity of the fluid (m<sup>2</sup>/s)</p>
   <p>σ: Fluid electrical conductivity (Ω<sup>−1</sup>·m<sup>−1</sup>)</p>
   <p>f: Base fluid</p>
   <p>p: Nanoparticle (solid)</p>
  </sec>
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