<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.4 20241031//EN" "JATS-journalpublishing1-4.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.4" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ajac</journal-id>
      <journal-title-group>
        <journal-title>American Journal of Analytical Chemistry</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2156-8278</issn>
      <issn pub-type="ppub">2156-8251</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ajac.2026.174007</article-id>
      <article-id pub-id-type="publisher-id">ajac-150773</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Chemistry</subject>
          <subject>Materials Science</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Optimization and Production of Biodiesel from Castor Seed Oil Using Cocoa Pod Ash as a Catalyst</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Olahanmi</surname>
            <given-names>Olatayo Adedayo</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>David</surname>
            <given-names>Ogunniyi S.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Patrick</surname>
            <given-names>Ahuruonye</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Oluma</surname>
            <given-names>Simon Ochefije</given-names>
          </name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Department of Chemical Engineering, University of Ilorin, Ilorin, Kwara State, Nigeria </aff>
      <aff id="aff2"><label>2</label> 1301 East Main Street, Department of Chemistry, Middle Tennessee State University, Murfreesboro, USA </aff>
      <aff id="aff3"><label>3</label> George Mason University, Virginia, USA </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>17</day>
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <volume>17</volume>
      <issue>04</issue>
      <fpage>83</fpage>
      <lpage>96</lpage>
      <history>
        <date date-type="received">
          <day>22</day>
          <month>12</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>14</day>
          <month>04</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>17</day>
          <month>04</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ajac.2026.174007">https://doi.org/10.4236/ajac.2026.174007</self-uri>
      <abstract>
        <p>This research work uses a base catalyst made from cocoa pods to optimize process variables for the production of biodiesel from castor oil. After being thermally treated for 35 minutes at 600˚C, the cocoa pods were sieved to ensure homogeneity before being utilized in the transesterification process. Using Definitive Screen Design in Design Expert software 10.1, optimization was carried out. It was discovered that the ideal parameters for producing biodiesel using castor oil were 50˚C, 2.5 hours of reaction time, a 10:1 methanol-to-oil ratio, and 6% weight percentage catalyst loading, which produced a 88% yield. The catalyst demonstrated a 69.48 kJ/mol activation energy, an exponential factor of 421.257 s<sup>−1</sup>, and four cycles of reusability. This study demonstrates the potential of catalysts made from cocoa pods for effective biodiesel production.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Biodiesel</kwd>
        <kwd>Castor Oil</kwd>
        <kwd>Cocoa Pod Husk</kwd>
        <kwd>Trans-Esterification</kwd>
        <kwd>Optimization</kwd>
        <kwd>Design Expert Software</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>The depletion of the stratospheric ozone layer, exacerbated by greenhouse gas emissions from conventional petroleum diesel, presents a critical environmental challenge that necessitates the transition toward sustainable energy alternatives. Biodiesel has emerged as a promising solution due to its renewability, high combustion efficiency, and significantly lower emission profile compared to fossil fuels. To mitigate the ethical concerns of using edible crops for fuel, this study investigates the use of non-edible castor oil (<italic>Ricinus communis</italic> L.) as a primary feedstock. Castor oil is particularly well-suited for biodiesel production because of its high ricinoleic acid content, low iodine value, and excellent low-temperature properties, offering a viable pathway to reduce environmental impact without compromising global food security [<xref ref-type="bibr" rid="B1">1</xref>]-[<xref ref-type="bibr" rid="B5">5</xref>].</p>
      <p>Biodiesel is a promising alternative to fossil fuels derived from vegetable oils and animal fats according to [<xref ref-type="bibr" rid="B6">6</xref>]. The main components of vegetable oils and animal fats are esters of fatty acid or triglyceride attached to glycerol. Biodiesel is chemically produced by combining natural oil or fat with an alcohol such as methanol or ethanol. Methanol is the most commercially used alcohol for the commercial production of biodiesel. Different works on biodiesel have shown that the fuel from vegetable oil can be used properly on diesel engines [<xref ref-type="bibr" rid="B7">7</xref>]-[<xref ref-type="bibr" rid="B10">10</xref>]. To work with compression ignition engines, biodiesel can be used either pure or blended [<xref ref-type="bibr" rid="B11">11</xref>]. With advantages over fossil fuels like biodegradability, renewability, high combustion efficiency, low sulfur content, and low emissions. Biodiesel enhances the environment by producing less soot in the vehicle’s exhaust and a pleasant, fruity smell, according to [<xref ref-type="bibr" rid="B12">12</xref>]. It also lessens engine wear, which prolongs the life of the fuel injection equipment. When used, biodiesel generates less particulate matter and noise during idle, and it is simple to start cold [<xref ref-type="bibr" rid="B13">13</xref>]. Similar findings were made by [<xref ref-type="bibr" rid="B14">14</xref>], who discovered that biodiesel is more lubricating than all other fuels, less poisonous, safer to handle, and produces lower emissions of hydrocarbons and carbon monoxide than diesel. However, a sizable portion of biodiesel is made from edible vegetable oil, which puts food supplies in direct competition. As such, attempts are underway to create biodiesel from non-food sources of oil in order to combat this catastrophic event [<xref ref-type="bibr" rid="B15">15</xref>]. In this study, the generation of biodiesel from non-edible oils was investigated. These included animal fat, castor oil, Jatropha, and leftover vegetable oil.</p>
      <p>The tropical plant <italic>Ricinus communis</italic> L., also known as the castor bean, is a member of the Euphorbiaceae spurge group and genus Ricinus [<xref ref-type="bibr" rid="B16">16</xref>]. Castor bean seeds thrive in marginal soils and have a strong ability to adapt to various weather conditions. About 80% - 90% of the total fatty acid composition in castor oil is ricinoleic acid (C<sub>8</sub>H<sub>34</sub>O<sub>3</sub>), which is the main fatty acid. The oil is non-edible and harmful since it contains 1% - 5% ricin, a toxic protein that can be eliminated through cold pressing and filtering. Its molecules include hydroxyl groups, making it highly polar in comparison to other vegetable oils. It is a suitable raw material for the manufacturing of biodiesel due to its properties, which include low iodine content, high viscosity, high molecular weight, low freezing point, very low solidification point (−12 to −18˚C), and low melting point [<xref ref-type="bibr" rid="B17">17</xref>]-[<xref ref-type="bibr" rid="B19">19</xref>].</p>
      <p>Biodiesel production needs a catalyst because it lowers the activation energy by modifying the reaction’s transition state. The type of catalyst employed in the transesterification reaction is critical in converting triglycerides to biodiesel. The catalyst used to catalyze the transesterification reaction might be homogeneous or heterogeneous. Cocoa pod husk contains cellulose, lignin, and hemicellulose, which can break down into carbon following calcination. The potassium content of cocoa pods can be isolated as an element of K<sub>2</sub>CO<sub>3</sub> [<xref ref-type="bibr" rid="B19">19</xref>], and it is used as activated carbon and a K<sub>2</sub>CO<sub>3</sub> catalyst in biodiesel production.</p>
      <p>Consequently, much work is centered on the advancement and optimization of the processes of biodiesel generation to meet the measures and details required for the fuel to be utilized commercially. Diverse research involving the optimization of biodiesel production from various animal fat oils and plant oils with response surface models has been reported [<xref ref-type="bibr" rid="B20">20</xref>], which also includes process parameters [<xref ref-type="bibr" rid="B21">21</xref>]. Several scientific Design of Experiments (DOE) procedures can be utilized to investigate which factors and at what level the factors will maximize a specific yield. These methods have been broadly utilized in all circles of the science of maximizing yield for a given input of resources [<xref ref-type="bibr" rid="B22">22</xref>]. The focus of this method is to optimize the response (biodiesel yield) that is influenced by several independent input variables. Definitive screen design was used to study the effects of the independent variables on the dependent variables. The careful use of this design of experiments and using suitable mathematical models developed from this design. It is convenient to predict the optimal process conditions with a minimum number of experiments thereby saving time and experimental cost. Hence, this research work describes the production of biodiesel from castor oil as feedstock. It discusses the optimum values at which the maximum yield is been achieved while varying the different process variables as discussed in the method. Finally, it also reveals the number of times the catalyst can be reused effectively.</p>
    </sec>
    <sec id="sec2">
      <title>2. Materials and Method</title>
      <p>The laboratory process required the use of many pieces of equipment, including Castor seed, methanol (analytical grade), cocoa pod, mortar and pestle, a magnetic stirrer (Model 400, CGOLDENWALL, China), distilled water, and a weighing balance.</p>
      <sec id="sec2dot1">
        <title>2.1. Seed Collection and Preparation</title>
        <p>Castor seeds were collected from wild castor plants growing on moist marginal soil near Iluju in Ogbomosho, Oyo State, Nigeria. Ripe castor fruits were hand-cleaned and sun-dried for 4 - 5 days until the capsules burst open, revealing the seeds inside. The seed pods were then removed, and the shells and beans (cotyledons) were separated using tray-winnowing. Before extraction, the beans were ground into a paste with a mortar and pestle [<xref ref-type="bibr" rid="B23">23</xref>][<xref ref-type="bibr" rid="B24">24</xref>].</p>
      </sec>
      <sec id="sec2dot2">
        <title>2.2. Catalyst Synthesis and Characterization</title>
        <p>The cocoa pods, obtained from a farm at Ilorin, Kwara State, Nigeria were sun-dried for 5 d before being reduced to ashes (<xref ref-type="fig" rid="fig1">Figure 1(a)</xref>) by placing crucibles containing the dried pods in a muffle furnace set to 600˚C for 35 min according to [<xref ref-type="bibr" rid="B24">24</xref>][<xref ref-type="bibr" rid="B25">25</xref>] (<xref ref-type="fig" rid="fig1">Figure 1(b)</xref>). The ash was then sieved to achieve an average particle size of 0.8 mm and then analyzed by atomic absorption spectroscopy to determine the metal composition for use as a transesterification catalyst [<xref ref-type="bibr" rid="B24">24</xref>][<xref ref-type="bibr" rid="B25">25</xref>].</p>
        <fig id="fig1">
          <label>Figure 1</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId15.jpeg?20260417090423" />
        </fig>
        <p>(a) (b)</p>
        <p><bold>Figure 1.</bold> CPH before (a) and after (b) sun-drying and calcination.</p>
      </sec>
      <sec id="sec2dot3">
        <title>2.3. Synthesize and Characterize the Base Catalyst</title>
        <p>2.3.1. Oil Extraction</p>
        <p>For the purpose of extraction, castor seed paste (40 g) was wrapped in a clean muslin cloth and placed in the thimble, which was inserted at the center of the extractor. About 50 mL of hexane was weighed and poured into a round-bottom flask. The round bottom flask and a condenser were attached to the extractor to form the soxhlet extractor. The solvent in the extractor was then heated until it boiled and vaporized through the vertical tube into the condenser at the top. The liquid condensate is dropped into the cotton wool thimble at the center, containing the solid sample that retains the extract. The extract seeped through the thimble into the flask via the siphon. After extracting for 3 h, the sample was dried at 60˚C (to remove residual solvent) and weighed to determine the yield of oil extracted using Equation (1) [<xref ref-type="bibr" rid="B24">24</xref>].</p>
        <disp-formula id="FD1">
          <label>(1)</label>
          <mml:math>
            <mml:mrow>
              <mml:mtext>%yield</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:msub>
                    <mml:mi>y</mml:mi>
                    <mml:mn>1</mml:mn>
                  </mml:msub>
                  <mml:mo>−</mml:mo>
                  <mml:msub>
                    <mml:mi>y</mml:mi>
                    <mml:mn>2</mml:mn>
                  </mml:msub>
                </mml:mrow>
                <mml:mrow>
                  <mml:msub>
                    <mml:mi>y</mml:mi>
                    <mml:mn>1</mml:mn>
                  </mml:msub>
                </mml:mrow>
              </mml:mfrac>
              <mml:mo>×</mml:mo>
              <mml:mn>100</mml:mn>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>where <inline-formula><mml:math><mml:mrow><mml:msub><mml:mi> y </mml:mi><mml:mn> 1 </mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math><mml:mrow><mml:msub><mml:mi> y </mml:mi><mml:mn> 2 </mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are the weights of castor beans before and after extraction, respectively.</p>
        <p>2.3.2. Typical Experimental Run in Biodiesel Production</p>
        <p>A small-scale laboratory glass reactor placed on a hot plate with a magnetic stirrer was used for the trans-esterification reaction. The Biodiesel sample was prepared using castor oil (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Catalyst loading ranging from 3% to 6% weight (relative to oil) was used in the trans-esterification processes, with a methanol-to-oil ratio of 6:1 to 10:1. The reaction time and temperature ranged from 1 h to 4 h and 45˚C to 60˚C. A separating funnel separated the fatty acid methyl esters from the glycerol.</p>
        <p>The yield of the biodiesel produced was then calculated using Equation (2).</p>
        <disp-formula id="FD2">
          <label>(2)</label>
          <mml:math>
            <mml:mrow>
              <mml:mtext>Biodiesel yield%</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:mtext>weight of synthesized biodiesel</mml:mtext>
                </mml:mrow>
                <mml:mrow>
                  <mml:mtext>weight castor oil</mml:mtext>
                </mml:mrow>
              </mml:mfrac>
            </mml:mrow>
          </mml:math>
        </disp-formula>
      </sec>
      <sec id="sec2dot4">
        <title>2.4. Optimization Studies</title>
        <p>Definitive screen designs were used to study the main effects and the interactions </p>
        <fig id="fig2">
          <label>Figure 2</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId24.jpeg?20260417090425" />
        </fig>
        <p><bold>Figure 2.</bold> Biodiesel product.</p>
        <p>between the experimental variables. The modeling of the trans-esterification process was also investigated using the four variables, which in turn produced 13 experimental runs for the optimization studies. The model equation produced was validated, and its level of significance was investigated using the R-squared and analysis of variance (ANOVA). <bold>Table 1</bold> shows the experimental variables used in the design process.</p>
        <p><bold>Table 1.</bold> Experimental Variables and Levels Used for the Biodiesel Synthesis.</p>
        <table-wrap id="tbl1">
          <label>Table 1</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Reaction Variables</bold>
                </td>
                <td>
                  <bold>Units</bold>
                </td>
                <td>
                  <bold>Low code</bold>
                </td>
                <td>
                  <bold>Mid code</bold>
                </td>
                <td>
                  <bold>High code</bold>
                </td>
              </tr>
              <tr>
                <td>Temperature</td>
                <td>˚C</td>
                <td>45</td>
                <td>55</td>
                <td>60</td>
              </tr>
              <tr>
                <td>Time</td>
                <td>H</td>
                <td>1</td>
                <td>2.5</td>
                <td>4</td>
              </tr>
              <tr>
                <td>M/O</td>
                <td>w/w</td>
                <td>5</td>
                <td>7.5</td>
                <td>10</td>
              </tr>
              <tr>
                <td>Catalyst loading</td>
                <td>Wt</td>
                <td>3</td>
                <td>4.5</td>
                <td>6</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="sec2dot5">
        <title>2.5. Kinetic Studies</title>
        <p>The kinetic study of the reaction at optimal conditions by the variation of the effect of the reaction time and temperature was investigated. The study was based on the following assumptions: the occurrence of a single-step transesterification reaction and that, since methanol was in excess, no reversible reaction occurred. Hence,</p>
        <p>For transesterification reaction</p>
        <disp-formula id="FD3">
          <label>(3)</label>
          <mml:math>
            <mml:mrow>
              <mml:mo>−</mml:mo>
              <mml:mi>r</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mo>−</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:mtext>d</mml:mtext>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mi>C</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>s</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>r</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>o</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>l</mml:mi>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
                <mml:mrow>
                  <mml:mtext>d</mml:mtext>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mi>t</mml:mi>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
              </mml:mfrac>
              <mml:mo>=</mml:mo>
              <mml:msup>
                <mml:mi>k</mml:mi>
                <mml:mo>′</mml:mo>
              </mml:msup>
              <mml:mo>⋅</mml:mo>
              <mml:mrow>
                <mml:mo>[</mml:mo>
                <mml:mrow>
                  <mml:mi>c</mml:mi>
                  <mml:mi>a</mml:mi>
                  <mml:mi>s</mml:mi>
                  <mml:mi>t</mml:mi>
                  <mml:mi>o</mml:mi>
                  <mml:mi>r</mml:mi>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mi>o</mml:mi>
                  <mml:mi>i</mml:mi>
                  <mml:mi>l</mml:mi>
                </mml:mrow>
                <mml:mo>]</mml:mo>
              </mml:mrow>
              <mml:mo>⋅</mml:mo>
              <mml:msup>
                <mml:mrow>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mi>M</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>O</mml:mi>
                      <mml:mi>H</mml:mi>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
                <mml:mn>3</mml:mn>
              </mml:msup>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p><italic>k</italic> = Over all equilibrium constant, <italic>k</italic><italic>′</italic> = Equilibrium constant, [<italic>MtOH</italic>] is the concentration of Methanol.</p>
        <disp-formula id="FD4">
          <label>(4)</label>
          <mml:math>
            <mml:mrow>
              <mml:mo>−</mml:mo>
              <mml:mi>r</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mo>−</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:mtext>d</mml:mtext>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mi>C</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>s</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>r</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>o</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>l</mml:mi>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
                <mml:mrow>
                  <mml:mtext>d</mml:mtext>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mi>t</mml:mi>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
              </mml:mfrac>
              <mml:mo>=</mml:mo>
              <mml:mi>k</mml:mi>
              <mml:mo>⋅</mml:mo>
              <mml:mrow>
                <mml:mo>[</mml:mo>
                <mml:mrow>
                  <mml:mi>C</mml:mi>
                  <mml:mi>a</mml:mi>
                  <mml:mi>s</mml:mi>
                  <mml:mi>t</mml:mi>
                  <mml:mi>o</mml:mi>
                  <mml:mi>r</mml:mi>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mi>o</mml:mi>
                  <mml:mi>i</mml:mi>
                  <mml:mi>l</mml:mi>
                </mml:mrow>
                <mml:mo>]</mml:mo>
              </mml:mrow>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>Knowing that</p>
        <disp-formula id="FD5">
          <label>(5)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:msub>
                <mml:mi>X</mml:mi>
                <mml:mrow>
                  <mml:mi>c</mml:mi>
                  <mml:mi>a</mml:mi>
                  <mml:mi>s</mml:mi>
                  <mml:mi>t</mml:mi>
                  <mml:mi>o</mml:mi>
                  <mml:mi>r</mml:mi>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mi>o</mml:mi>
                  <mml:mi>i</mml:mi>
                  <mml:mi>l</mml:mi>
                </mml:mrow>
              </mml:msub>
              <mml:mo>=</mml:mo>
              <mml:mn>1</mml:mn>
              <mml:mo>−</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mi>C</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>s</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>r</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>o</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>l</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>c</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>n</mml:mi>
                      <mml:mi>c</mml:mi>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
                <mml:mrow>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mi>i</mml:mi>
                      <mml:mi>n</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>l</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>c</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>s</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>r</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>o</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>l</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>c</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>n</mml:mi>
                      <mml:mi>c</mml:mi>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
              </mml:mfrac>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>From Equation (4). we have</p>
        <disp-formula id="FD6">
          <label>(6)</label>
          <mml:math>
            <mml:mrow>
              <mml:mo>−</mml:mo>
              <mml:mi>ln</mml:mi>
              <mml:mrow>
                <mml:mo>(</mml:mo>
                <mml:mrow>
                  <mml:mn>1</mml:mn>
                  <mml:mo>−</mml:mo>
                  <mml:msub>
                    <mml:mi>X</mml:mi>
                    <mml:mrow>
                      <mml:mi>c</mml:mi>
                      <mml:mi>a</mml:mi>
                      <mml:mi>s</mml:mi>
                      <mml:mi>t</mml:mi>
                      <mml:mi>o</mml:mi>
                      <mml:mi>r</mml:mi>
                      <mml:mtext>
                         
                      </mml:mtext>
                      <mml:mi>o</mml:mi>
                      <mml:mi>i</mml:mi>
                      <mml:mi>l</mml:mi>
                    </mml:mrow>
                  </mml:msub>
                </mml:mrow>
                <mml:mo>)</mml:mo>
              </mml:mrow>
              <mml:mo>=</mml:mo>
              <mml:mi>k</mml:mi>
              <mml:mo>⋅</mml:mo>
              <mml:mi>t</mml:mi>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>where,</p>
        <disp-formula id="FD7">
          <mml:math>
            <mml:mrow>
              <mml:msub>
                <mml:mi>X</mml:mi>
                <mml:mrow>
                  <mml:mi>c</mml:mi>
                  <mml:mi>a</mml:mi>
                  <mml:mi>s</mml:mi>
                  <mml:mi>t</mml:mi>
                  <mml:mi>o</mml:mi>
                  <mml:mi>r</mml:mi>
                  <mml:mo>
                  </mml:mo>
                  <mml:mi>o</mml:mi>
                  <mml:mi>i</mml:mi>
                  <mml:mi>l</mml:mi>
                </mml:mrow>
              </mml:msub>
              <mml:mo>=</mml:mo>
              <mml:mi>c</mml:mi>
              <mml:mi>a</mml:mi>
              <mml:mi>s</mml:mi>
              <mml:mi>t</mml:mi>
              <mml:mi>o</mml:mi>
              <mml:mi>r</mml:mi>
              <mml:mo>
              </mml:mo>
              <mml:mi>o</mml:mi>
              <mml:mi>i</mml:mi>
              <mml:mi>l</mml:mi>
              <mml:mo>
              </mml:mo>
              <mml:mi>c</mml:mi>
              <mml:mi>o</mml:mi>
              <mml:mi>n</mml:mi>
              <mml:mi>v</mml:mi>
              <mml:mi>e</mml:mi>
              <mml:mi>r</mml:mi>
              <mml:mi>s</mml:mi>
              <mml:mi>i</mml:mi>
              <mml:mi>o</mml:mi>
              <mml:mi>n</mml:mi>
              <mml:mo>.</mml:mo>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>From Equation (6), the values for “<italic>k</italic>” at four different temperatures of 45˚C, 50˚C, 55˚C, and 60˚C, was determined by plotting <inline-formula><mml:math><mml:mrow><mml:mo> − </mml:mo><mml:mi> ln </mml:mi><mml:mrow><mml:mo> ( </mml:mo><mml:mrow><mml:mn> 1 </mml:mn><mml:mo> − </mml:mo><mml:msub><mml:mi> X </mml:mi><mml:mrow><mml:mi> c </mml:mi><mml:mi> a </mml:mi><mml:mi> s </mml:mi><mml:mi> t </mml:mi><mml:mi> o </mml:mi><mml:mi> r </mml:mi><mml:mtext>   </mml:mtext><mml:mi> o </mml:mi><mml:mi> i </mml:mi><mml:mi> l </mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mo> ) </mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula> against <italic>t</italic>, after which Equation (7).</p>
        <p>Arrhenius equation was used to determine the activation energy by plotting <inline-formula><mml:math><mml:mrow><mml:mi> ln </mml:mi><mml:mi> k </mml:mi></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math><mml:mrow><mml:mfrac><mml:mn> 1 </mml:mn><mml:mi> T </mml:mi></mml:mfrac></mml:mrow></mml:math></inline-formula> .</p>
        <p>Hence, the slope and the intercept were used to determine the activation energy <inline-formula><mml:math><mml:mrow><mml:msub><mml:mi> E </mml:mi><mml:mi> a </mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and the frequency factor <inline-formula><mml:math display="inline"><mml:mrow><mml:msub><mml:mi> k </mml:mi><mml:mi> o </mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></p>
        <disp-formula id="FD8">
          <label>(7)</label>
          <mml:math>
            <mml:mrow>
              <mml:mi>ln</mml:mi>
              <mml:mi>k</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mfrac>
                <mml:mrow>
                  <mml:mo>−</mml:mo>
                  <mml:msub>
                    <mml:mi>E</mml:mi>
                    <mml:mi>a</mml:mi>
                  </mml:msub>
                  <mml:mn>1</mml:mn>
                </mml:mrow>
                <mml:mrow>
                  <mml:mi>R</mml:mi>
                  <mml:mi>T</mml:mi>
                </mml:mrow>
              </mml:mfrac>
              <mml:mo>+</mml:mo>
              <mml:mi>ln</mml:mi>
              <mml:msub>
                <mml:mi>k</mml:mi>
                <mml:mi>o</mml:mi>
              </mml:msub>
            </mml:mrow>
          </mml:math>
        </disp-formula>
      </sec>
      <sec id="sec2dot6">
        <title>2.6. Reusability Test</title>
        <p>After washing the deposited FAMEs on the active site of the used catalyst, the catalyst was dried at 40˚C until constant weight was achieved. This procedure was then repeated after each cycle. The catalyst was reused four times.</p>
      </sec>
    </sec>
    <sec id="sec3">
      <title>3. Result and Discussion Oil Extraction</title>
      <p>After extraction, the yield of the extracted oil was calculated and found to be 42%. This is in agreement with the extraction method used in the literature [<xref ref-type="bibr" rid="B26">26</xref>]. During the process, hexane (solvent) was reused several times to maximize the aforementioned yield and minimize the cost of extraction.</p>
      <sec id="sec3dot1">
        <title>3.1. Design Experiment</title>
        <p><bold>Table 2</bold> presents the actual and predicted values. Equation 8 shows the resulting equation from the definitive screen design, a response surface methodology. The analysis of variance (ANOVA) results in an F-value of 354.40, which implies that the model terms are significant. In this case, <italic>A</italic>, <italic>B</italic>, <italic>C</italic>, <italic>D</italic>, <italic>AB</italic>, <italic>AC</italic>, <italic>AD</italic>, <italic>BC</italic>, <italic>BD</italic>, <italic>CD</italic>, and <italic>A</italic><sup>2</sup> are the significant quadratic coefficients of the model.</p>
        <disp-formula id="FD9">
          <label>(8)</label>
          <mml:math>
            <mml:mtable>
              <mml:mtr>
                <mml:mtd>
                  <mml:msub>
                    <mml:mi>Y</mml:mi>
                    <mml:mrow>
                      <mml:mi>C</mml:mi>
                      <mml:mi>C</mml:mi>
                      <mml:mi>P</mml:mi>
                      <mml:mi>H</mml:mi>
                    </mml:mrow>
                  </mml:msub>
                  <mml:mo>=</mml:mo>
                  <mml:mo>+</mml:mo>
                  <mml:mn>72.82</mml:mn>
                  <mml:mo>+</mml:mo>
                  <mml:mn>0.29</mml:mn>
                  <mml:mi>A</mml:mi>
                  <mml:mo>+</mml:mo>
                  <mml:mn>2.09</mml:mn>
                  <mml:mi>B</mml:mi>
                  <mml:mo>+</mml:mo>
                  <mml:mn>18.66</mml:mn>
                  <mml:mi>C</mml:mi>
                  <mml:mo>+</mml:mo>
                  <mml:mn>2.19</mml:mn>
                  <mml:mi>D</mml:mi>
                  <mml:mo>−</mml:mo>
                  <mml:mn>8.58</mml:mn>
                  <mml:mi>A</mml:mi>
                  <mml:mi>B</mml:mi>
                  <mml:mo>−</mml:mo>
                  <mml:mn>2.11</mml:mn>
                  <mml:mi>A</mml:mi>
                  <mml:mi>C</mml:mi>
                </mml:mtd>
              </mml:mtr>
              <mml:mtr>
                <mml:mtd>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mtext>
                     
                  </mml:mtext>
                  <mml:mo>−</mml:mo>
                  <mml:mn>9.16</mml:mn>
                  <mml:mi>A</mml:mi>
                  <mml:mi>D</mml:mi>
                  <mml:mo>+</mml:mo>
                  <mml:mn>16.54</mml:mn>
                  <mml:mi>B</mml:mi>
                  <mml:mi>C</mml:mi>
                  <mml:mo>−</mml:mo>
                  <mml:mn>2.21</mml:mn>
                  <mml:mi>B</mml:mi>
                  <mml:mi>D</mml:mi>
                  <mml:mo>−</mml:mo>
                  <mml:mn>8.28</mml:mn>
                  <mml:mi>C</mml:mi>
                  <mml:mi>D</mml:mi>
                  <mml:mo>−</mml:mo>
                  <mml:mn>2.74</mml:mn>
                  <mml:msup>
                    <mml:mi>A</mml:mi>
                    <mml:mn>2</mml:mn>
                  </mml:msup>
                </mml:mtd>
              </mml:mtr>
            </mml:mtable>
          </mml:math>
        </disp-formula>
        <p>where the Yield of biodiesel (<inline-formula><mml:math><mml:mrow><mml:msub><mml:mi> Y </mml:mi><mml:mrow><mml:mi> C </mml:mi><mml:mi> C </mml:mi><mml:mi> P </mml:mi><mml:mi> H </mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> ), <italic>A</italic> is the temperature (˚C), <italic>B</italic> is the reaction time (h), <italic>C</italic> is the methanol/oil ratio, and <italic>D</italic> is the catalyst loading (wt%) was an effective factor considered. Also, based on the model, the methanol/oil ratio has the highest effect on the biodiesel yield due to the high positive coefficient. This was also confirmed by the ANOVA, which indicates the order of significance of the independent variables and denotes that methanol/oil is the most important variable affecting the biodiesel yield. In addition, a low lack of fittest of 4 was noted </p>
        <p><bold>Table 2.</bold>Actual and predicted values for the trans-esterification using CPA.</p>
        <table-wrap id="tbl2">
          <label>Table 2</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Run Order</bold>
                </td>
                <td>
                  <italic>
                    <bold>A</bold>
                  </italic>
                </td>
                <td>
                  <italic>
                    <bold>B</bold>
                  </italic>
                </td>
                <td>
                  <italic>
                    <bold>C</bold>
                  </italic>
                </td>
                <td>
                  <italic>
                    <bold>D</bold>
                  </italic>
                </td>
                <td>
                  <bold>Actual</bold>
                  <bold>Value</bold>
                </td>
                <td>
                  <bold>Predicted</bold>
                  <bold>Value</bold>
                </td>
              </tr>
              <tr>
                <td>1</td>
                <td>45</td>
                <td>4</td>
                <td>5</td>
                <td>4.5</td>
                <td>43.00</td>
                <td>43.15</td>
              </tr>
              <tr>
                <td>2</td>
                <td>50</td>
                <td>4</td>
                <td>6</td>
                <td>3</td>
                <td>48.00</td>
                <td>47.82</td>
              </tr>
              <tr>
                <td>3</td>
                <td>60</td>
                <td>1</td>
                <td>10</td>
                <td>4.5</td>
                <td>77.00</td>
                <td>76.87</td>
              </tr>
              <tr>
                <td>4</td>
                <td>55</td>
                <td>4</td>
                <td>8</td>
                <td>6</td>
                <td>74.00</td>
                <td>74.02</td>
              </tr>
              <tr>
                <td>5</td>
                <td>55</td>
                <td>2.5</td>
                <td>7.5</td>
                <td>4.5</td>
                <td>72.50</td>
                <td>72.61</td>
              </tr>
              <tr>
                <td>6</td>
                <td>60</td>
                <td>1</td>
                <td>7.5</td>
                <td>6</td>
                <td>72.00</td>
                <td>72.10</td>
              </tr>
              <tr>
                <td>7</td>
                <td>50</td>
                <td>2.5</td>
                <td>10</td>
                <td>6</td>
                <td>88.80</td>
                <td>88.75</td>
              </tr>
              <tr>
                <td>8</td>
                <td>50</td>
                <td>2.5</td>
                <td>6</td>
                <td>5</td>
                <td>64.00</td>
                <td>64.21</td>
              </tr>
              <tr>
                <td>9</td>
                <td>55</td>
                <td>3</td>
                <td>5</td>
                <td>6</td>
                <td>56.00</td>
                <td>55.57</td>
              </tr>
              <tr>
                <td>10</td>
                <td>50</td>
                <td>1</td>
                <td>5</td>
                <td>3</td>
                <td>49.00</td>
                <td>48.93</td>
              </tr>
              <tr>
                <td>11</td>
                <td>45</td>
                <td>1</td>
                <td>10</td>
                <td>3</td>
                <td>58.00</td>
                <td>58.08</td>
              </tr>
              <tr>
                <td>12</td>
                <td>55</td>
                <td>3</td>
                <td>6</td>
                <td>5</td>
                <td>59.00</td>
                <td>59.40</td>
              </tr>
              <tr>
                <td>13</td>
                <td>45</td>
                <td>2.5</td>
                <td>7.5</td>
                <td>4.5</td>
                <td>70.00</td>
                <td>69.80</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>according to the ANOVA <bold>Table 3</bold>. This indicates that the model represents the actual relationship of all the parameters, which are all within the selected range. In actual fact, the P-value of 0.0414 and F-value of 354.40 of the model are indications of the significance of the model. The regression model adequately predicts the biodiesel yield within the design space, as the <italic>R</italic><sup>2</sup> of 0.9997 is in reasonable agreement with the adjusted <italic>R</italic><sup>2</sup> of 0.9969. At this <italic>R</italic><sup>2</sup>-value, the optimal condition that was achieved was 50˚C temperature, 2.5 reaction time, 10:1 methanol to oil ratio, and catalyst loading of 6 wt%. Also, the <italic>R</italic><sup>2</sup> value correlates with the predicted and actual values, which is shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>. This indicates that the model can be used to navigate within the design space.</p>
        <p><bold>Table 3.</bold>ANOVA for response surface reduced quadratic model.</p>
        <table-wrap id="tbl3">
          <label>Table 3</label>
          <table>
            <tbody>
              <tr>
                <td>Source</td>
                <td>Sum of Squares</td>
                <td>Df</td>
                <td>Mean Square</td>
                <td>F value</td>
                <td>P-value Prob &gt; F</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>Model</td>
                <td>2102.71</td>
                <td>11</td>
                <td>191.16</td>
                <td>354.40</td>
                <td>0.0414</td>
                <td>Significant</td>
              </tr>
              <tr>
                <td>
                  <italic>A</italic>
                  –Temp
                </td>
                <td>0.042</td>
                <td>1</td>
                <td>0.042</td>
                <td>0.078</td>
                <td>0.8267</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>B</italic>
                  –4 Temp
                </td>
                <td>3.60</td>
                <td>1</td>
                <td>3.60</td>
                <td>6.67</td>
                <td>0.2352</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>C</italic>
                  –m/o
                </td>
                <td>122.78</td>
                <td>1</td>
                <td>122.78</td>
                <td>227.64</td>
                <td>0.0421</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>D</italic>
                  –Catalyst
                </td>
                <td>1.45</td>
                <td>1</td>
                <td>1.45</td>
                <td>2.68</td>
                <td>0.3489</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>AB</italic>
                </td>
                <td>1.74</td>
                <td>1</td>
                <td>1.74</td>
                <td>3.23</td>
                <td>0.3231</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>AC</italic>
                </td>
                <td>0.36</td>
                <td>1</td>
                <td>0.36</td>
                <td>0.67</td>
                <td>0.5622</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>AD</italic>
                </td>
                <td>32.72</td>
                <td>1</td>
                <td>32.72</td>
                <td>60.67</td>
                <td>0.0813</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>BC</italic>
                </td>
                <td>37.08</td>
                <td>1</td>
                <td>37.08</td>
                <td>68.74</td>
                <td>0.0764</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>BD</italic>
                </td>
                <td>1.06</td>
                <td>1</td>
                <td>1.06</td>
                <td>1.97</td>
                <td>0.3938</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>CD</italic>
                </td>
                <td>12.69</td>
                <td>1</td>
                <td>12.69</td>
                <td>23.54</td>
                <td>0.1294</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>
                  <italic>A</italic>
                  <sup>2</sup>
                </td>
                <td>0.81</td>
                <td>1</td>
                <td>0.81</td>
                <td>1.50</td>
                <td>0.4357</td>
                <td>
                </td>
              </tr>
              <tr>
                <td>Residual</td>
                <td>0.54</td>
                <td>1</td>
                <td>0.54</td>
                <td>
                </td>
                <td>
                </td>
                <td>
                </td>
              </tr>
              <tr>
                <td>Cor Total</td>
                <td>2103.25</td>
                <td>12</td>
                <td>
                </td>
                <td>
                </td>
                <td>
                </td>
                <td>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </sec>
      <sec id="sec3dot2">
        <title>3.2. Definitive Screen Design 3D Surface Expert</title>
        <p>As shown in <xref ref-type="fig" rid="fig4">Figure 4(a)</xref>, at a catalyst loading of 3 wt %, and temperature ranges between 48 - 55˚C the biodiesel yield increases from 30 - 98%. Also, at the catalyst loading of 6 wt %, the biodiesel yield attains 97% when the temperature is at 47˚C, but as the temperature increases yield of biodiesel decreases to 35%. <xref ref-type="fig" rid="fig4">Figure 4(b)</xref> displays the time and temperature profile in relation to biodiesel yield. At the time 1 h, temperature increases from 51 - 60˚C, the biodiesel yield remains constant. Then, between temperatures 45 - 57˚C, the biodiesel yield increases 35 - 80%. However, at 4 h, between 54 - 60˚C, the biodiesel yield also remained constant, but the biodiesel also attained a yield of 80% at a temperature 47˚C and remained constant till the temperature decreased to 45˚C. <xref ref-type="fig" rid="fig4">Figure 4(c)</xref>, a methanol to oil ratio of 5 w/w, as the temperature slightly increases between 45 - 60˚C, the biodiesel yield remains slightly constant. However, with a methanol to oil ratio of 10 w/w, the biodiesel yield attains 98% when the temperature is 45˚C, but as the temperature increases, the yield of biodiesel tends to decrease slightly. At a catalyst loading of 6 wt %, as the heating time increases from 1 - 4 h according to the illustration in <xref ref-type="fig" rid="fig4">Figure 4(d)</xref>, the biodiesel yield also increases from 41 - 72%. Furthermore, at a catalyst weight of 3, biodiesel attains 90% when the time is 1 h, but as the time increases, the yield of biodiesel decreases slightly. <xref ref-type="fig" rid="fig4">Figure 4(e)</xref> shows that, with a catalyst loading of 3 wt %, the methanol to oil ratio increases from 5 - 8 wt/wt, the biodiesel yield also increases from 30 - 98%, and then remains constant between 9 - 10 wt/wt. Also a catalyst loading of 6 wt%, the biodiesel yield remains constant between 6 wt/wt and 7 wt/wt, but later increases as the methanol to oil ratio increases. As represented in <xref ref-type="fig" rid="fig4">Figure 4(f)</xref>, at 4 h, the methanol to oil ratio increases from 5 - 10 wt/wt, and the biodiesel yield increases significantly from 39 - 99%. Nevertheless, at 1 h, the biodiesel yield first remains constant and later attains 98%, when the methanol to oil ratio is 9.8 wt/wt.</p>
      </sec>
      <sec id="sec3dot3">
        <title>3.3. Kinetic Studies of the Reaction</title>
        <p>The kinetics studies of the reactions were carried out at optimal conditions. <xref ref-type="fig" rid="fig5">Figure 5</xref> shows the conversion of biodiesel at different temperatures (45˚C, 50˚C, 55˚C, 60˚C) within the time limit of 1 - 4 h. These conversion values were employed to determine the rate constants for each temperature used, and the gradients 0.381, 0.138, 0.1019, and 0.132, each possessing an R-squared value of 0.987, 0.933, 0.934, and 0.970, as reported in <xref ref-type="fig" rid="fig6">Figure 6</xref>. The plots show that the reaction takes the path of a first-order reaction. In order to determine activation energy and the exponential factor, the Arrhenius equation was followed, and the obtained values are 69.48 kJ/mol and 421.257 s<sup>−</sup><sup>1</sup>, respectively, as shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>. The value of the activation energy and exponential factor depends on the types of feedstocks, catalysts, and the oil used.</p>
        <fig id="fig3">
          <label>Figure 3</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId51.jpeg?20260417090428" />
        </fig>
        <p><bold>Figure 3.</bold> The graph of predicted and Actual value.</p>
        <fig id="fig4">
          <label>Figure 4</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId52.jpeg?20260417090428" />
        </fig>
        <fig id="fig5">
          <label>Figure 5</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId53.jpeg?20260417090428" />
        </fig>
        <fig id="fig6">
          <label>Figure 6</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId54.jpeg?20260417090428" />
        </fig>
        <p><bold>Figure 4.</bold> Response Surface Plot for the Design Variables and Biodiesel Yield.</p>
        <fig id="fig7">
          <label>Figure 7</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId55.jpeg?20260417090428" />
        </fig>
        <p><bold>Figure 5.</bold> The plot of biodiesel conversion against time.</p>
        <fig id="fig8">
          <label>Figure 8</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId56.jpeg?20260417090428" />
        </fig>
        <p><bold>Figure 6.</bold> The plot of <inline-formula><mml:math><mml:mrow><mml:mo> − </mml:mo><mml:mi> ln </mml:mi><mml:mrow><mml:mo> ( </mml:mo><mml:mrow><mml:mn> 1 </mml:mn><mml:mo> − </mml:mo><mml:mi> x </mml:mi></mml:mrow><mml:mo> ) </mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math><mml:mi> t </mml:mi></mml:math></inline-formula> .</p>
      </sec>
      <sec id="sec3dot4">
        <title>3.4. Reusability Studies of the Catalyst</title>
        <p>In order to investigate the stability and reusability of the developed catalyst, the catalyst was examined under the optimum conditions of the reaction with a time of 2.5 h, a temperature of 50˚C, a methanol-to-oil ratio of 10:1, and a catalyst loading of 6 wt%. The results showed that the catalyst may be reused for four times. It could be result of the leaching or deposition of glycerol on the active site of the catalyst. The chart in <xref ref-type="fig" rid="fig8">Figure 8</xref>. shows the biodiesel yield after four cycle usage. The reduction in activity is attributed to these phenomena based on theoretical expectations and observed trends.</p>
        <fig id="fig9">
          <label>Figure 9</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId61.jpeg?20260417090429" />
        </fig>
        <p><bold>Figure 7.</bold> Arrhenius Plot of <inline-formula><mml:math><mml:mrow><mml:mi> ln </mml:mi><mml:mrow><mml:mo> ( </mml:mo><mml:mi> K </mml:mi><mml:mo> ) </mml:mo></mml:mrow></mml:mrow></mml:math></inline-formula> against <inline-formula><mml:math><mml:mrow><mml:mrow><mml:mn> 1 </mml:mn><mml:mo> / </mml:mo><mml:mi> T </mml:mi></mml:mrow><mml:mo> ∗ </mml:mo><mml:msup><mml:mrow><mml:mn> 10 </mml:mn></mml:mrow><mml:mn> 3 </mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> .</p>
        <fig id="fig10">
          <label>Figure 10</label>
          <graphic xlink:href="https://html.scirp.org/file/2202418-rId66.jpeg?20260417090428" />
        </fig>
        <p><bold>Figure 8.</bold> The reusability studies of the reaction.</p>
      </sec>
    </sec>
    <sec id="sec4">
      <title>4. Conclusions</title>
      <p>Castor bean seeds contain a significant quantity of oil, making them ideal for biodiesel manufacturing. CPA has been demonstrated to be an excellent catalyst for the transesterification of castor oil. Definitive surface screening was used to maximize biodiesel yield, emphasizing critical parameters such as methanol/oil ratio, catalyst loading, temperature, and reaction duration. The ideal parameters were determined using a definite screen design: 50˚C, 2.5 hours of reaction duration, a methanol/oil ratio of 10:1, and a catalyst loading of 6 weight percent.</p>
      <p>These conditions produced a high biodiesel production of 88%, demonstrating the effectiveness of the experimental design approach.</p>
      <p>Furthermore, oil was extracted from the seeds using Soxhlet extraction, resulting in 42% castor oil. The catalyst was produced using appropriate thermal treatment and displays strong properties for trans-esterification. Moreover, the catalyst demonstrated reusability for up to four cycles, indicating a potential application in sustainable biodiesel synthesis.</p>
    </sec>
    <sec id="sec5">
      <title>Acknowledgements</title>
      <p>We thank Idowu Abdulfatai Tijani for his assistance with the Laboratory analysis. Also, the Central Research Laboratory University of Ilorin and the Spectral Laboratory Service Kaduna, Nigeria are acknowledged for prompt analysis and characterization reports.</p>
    </sec>
    <sec id="sec6">
      <title>Symbols Used</title>
      <table-wrap id="tbl4">
        <label>Table 4</label>
        <table>
          <tbody>
            <tr>
              <td>y1</td>
              <td>Weight of castor beans before extraction</td>
            </tr>
            <tr>
              <td>y2</td>
              <td>Weight of castor beans after extraction</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
    <sec id="sec7">
      <title>Abbreviations</title>
      <table-wrap id="tbl5">
        <label>Table 5</label>
        <table>
          <tbody>
            <tr>
              <td>ASTM</td>
              <td>American Society for Testing and Materials</td>
            </tr>
            <tr>
              <td>CPA</td>
              <td>Cocoa pod ash</td>
            </tr>
            <tr>
              <td>CPH</td>
              <td>Cocoa pod husk</td>
            </tr>
            <tr>
              <td>EN</td>
              <td>European norm</td>
            </tr>
            <tr>
              <td>FAME</td>
              <td>Fatty acid methyl esters</td>
            </tr>
            <tr>
              <td>HSC</td>
              <td>Heterogenous solid catalyst</td>
            </tr>
            <tr>
              <td>ICCO</td>
              <td>International Cocoa Organization</td>
            </tr>
            <tr>
              <td>SNI</td>
              <td>Indonesian National Standard</td>
            </tr>
            <tr>
              <td>RSM</td>
              <td>Response Surface Model</td>
            </tr>
            <tr>
              <td>ANOVA</td>
              <td>Analysis of Variance</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">United States Environmental Protection Agency (EPA) (2010) Ozone Layer Depletion. Air Radiation 6205J.</mixed-citation>
          <element-citation publication-type="other">
            <year>2010</year>
            <article-title>Ozone Layer Depletion</article-title>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Martínez-González, M., Ramos-López, M.A., Villagómez-Aranda, A.L., Rodríguez-Morales, J.A., Campos-Guillén, J., Mariscal-Ureta, K.E., Amaro-Reyes, A., Valencia-Hernández, J.A., Saenz de la O, D. and Zavala-Gómez, C.E. (2025) <italic>Ricinus communis</italic>as a Sustainable Alternative for Biodiesel Production: A Review. <italic>Fuels</italic>, 6, 90. https://doi.org/10.3390/fuels6040090 <pub-id pub-id-type="doi">10.3390/fuels6040090</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/fuels6040090">https://doi.org/10.3390/fuels6040090</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Aranda, A.L.</string-name>
              <string-name>Morales, J.A.</string-name>
              <string-name>Mariscal-Ureta, K.E.</string-name>
              <string-name>Amaro-Reyes, A.</string-name>
            </person-group>
            <year>2025</year>
            <article-title>Ricinus communis as a Sustainable Alternative for Biodiesel Production: A Review</article-title>
            <source>Fuels</source>
            <volume>6</volume>
            <pub-id pub-id-type="doi">10.3390/fuels6040090</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Kannahi, M. and Arulmozhi, R. (2013) Production of Biodiesel from Edible and Nonedible Oils USING RHIZOPUS ORYzae and Aspergillus Niger. <italic>Asian Journal of Plant Science &amp; Research</italic>, 3, 60-64.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Kannahi, M.</string-name>
              <string-name>Arulmozhi, R.</string-name>
            </person-group>
            <year>2013</year>
            <article-title>Production of Biodiesel from Edible and Nonedible Oils USING RHIZOPUS ORYzae and Aspergillus Niger</article-title>
            <source>Asian Journal of Plant Science &amp; Research</source>
            <volume>3</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Abdullah, N.H., Hasan, S.H. and Yusoff, N.R.M. (2013) Biodiesel Production Based on Waste Cooking Oil (WCO). <italic>International Journal of Materials Science and Engineering</italic>, 1, 94-99. <underline> https://doi.org/10.12720/ijmse.1.2.94-99 </underline><pub-id pub-id-type="doi">10.12720/ijmse.1.2.94-99</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.12720/ijmse.1.2.94-99">https://doi.org/10.12720/ijmse.1.2.94-99</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Abdullah, N.H.</string-name>
              <string-name>Hasan, S.H.</string-name>
              <string-name>Yusoff, N.R.M.</string-name>
            </person-group>
            <year>2013</year>
            <article-title>Biodiesel Production Based on Waste Cooking Oil (WCO)</article-title>
            <source>International Journal of Materials Science and Engineering</source>
            <volume>1</volume>
            <pub-id pub-id-type="doi">10.12720/ijmse.1.2.94-99</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Fadhil, A.B., Dheyab, M.M., Ahmed, K.M. and Yahya, M.H. (2012) Biodiesel Production from Spent Fish Frying Oil Through Acid-Base Catalyzed Transesterification. <italic>Pakistan Journal of Analytical &amp; Environmental Chemistry</italic>, 13, 9-15.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Fadhil, A.B.</string-name>
              <string-name>Dheyab, M.M.</string-name>
              <string-name>Ahmed, K.M.</string-name>
              <string-name>Yahya, M.H.</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Biodiesel Production from Spent Fish Frying Oil Through Acid-Base Catalyzed Transesterification</article-title>
            <source>Pakistan Journal of Analytical &amp; Environmental Chemistry</source>
            <volume>13</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <citation-alternatives>
          <mixed-citation publication-type="book">Pandey, A. (2008) Handbook of Plant-Based Biofuels. CRC Press. <underline> https://doi.org/10.1201/9780789038746 </underline><pub-id pub-id-type="doi">10.1201/9780789038746</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1201/9780789038746">https://doi.org/10.1201/9780789038746</ext-link></mixed-citation>
          <element-citation publication-type="book">
            <person-group person-group-type="author">
              <string-name>Pandey, A.</string-name>
            </person-group>
            <year>2008</year>
            <article-title>Handbook of Plant-Based Biofuels</article-title>
            <pub-id pub-id-type="doi">10.1201/9780789038746</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Apostolakou, A.A., Kookos, I.K., Marazioti, C. and Angelopoulos, K.C. (2009) Techno-Economic Analysis of a Biodiesel Production Process from Vegetable Oils. <italic>Fuel Processing Technology</italic>, 90, 1023-1031. <underline> https://doi.org/10.1016/j.fuproc.2009.04.017 </underline><pub-id pub-id-type="doi">10.1016/j.fuproc.2009.04.017</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fuproc.2009.04.017">https://doi.org/10.1016/j.fuproc.2009.04.017</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Apostolakou, A.A.</string-name>
              <string-name>Kookos, I.K.</string-name>
              <string-name>Marazioti, C.</string-name>
              <string-name>Angelopoulos, K.C.</string-name>
            </person-group>
            <year>2009</year>
            <article-title>Techno-Economic Analysis of a Biodiesel Production Process from Vegetable Oils</article-title>
            <source>Fuel Processing Technology</source>
            <volume>90</volume>
            <pub-id pub-id-type="doi">10.1016/j.fuproc.2009.04.017</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Usta, N., Öztürk, E., Can, Ö., Conkur, E.S., Nas, S., Çon, A.H., <italic>et al.</italic> (2005) Combustion of Biodiesel Fuel Produced from Hazelnut Soapstock/Waste Sunflower Oil Mixture in a Diesel Engine. <italic>Energy Conversion and Management</italic>, 46, 741-755. <underline> https://doi.org/10.1016/j.enconman.2004.05.001 </underline><pub-id pub-id-type="doi">10.1016/j.enconman.2004.05.001</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.enconman.2004.05.001">https://doi.org/10.1016/j.enconman.2004.05.001</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Usta, N.</string-name>
              <string-name>Conkur, E.S.</string-name>
              <string-name>Nas, S.</string-name>
            </person-group>
            <year>2005</year>
            <article-title>Combustion of Biodiesel Fuel Produced from Hazelnut Soapstock/Waste Sunflower Oil Mixture in a Diesel Engine</article-title>
            <source>Energy Conversion and Management</source>
            <volume>46</volume>
            <pub-id pub-id-type="doi">10.1016/j.enconman.2004.05.001</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Hayyan, M., Mjalli, F.S., Hashim, M.A. and AlNashef, I.M. (2010) A Novel Technique for Separating Glycerine from Palm Oil-Based Biodiesel Using Ionic Liquids. <italic>Fuel Processing Technology</italic>, 91, 116-120. <underline> https://doi.org/10.1016/j.fuproc.2009.09.002 </underline><pub-id pub-id-type="doi">10.1016/j.fuproc.2009.09.002</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fuproc.2009.09.002">https://doi.org/10.1016/j.fuproc.2009.09.002</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Hayyan, M.</string-name>
              <string-name>Mjalli, F.S.</string-name>
              <string-name>Hashim, M.A.</string-name>
              <string-name>AlNashef, I.M.</string-name>
            </person-group>
            <year>2010</year>
            <article-title>A Novel Technique for Separating Glycerine from Palm Oil-Based Biodiesel Using Ionic Liquids</article-title>
            <source>Fuel Processing Technology</source>
            <volume>91</volume>
            <pub-id pub-id-type="doi">10.1016/j.fuproc.2009.09.002</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Predojević, Z.J. (2008) The Production of Biodiesel from Waste Frying Oils: A Comparison of Different Purification Steps. <italic>Fuel</italic>, 87, 3522-3528. <underline> https://doi.org/10.1016/j.fuel.2008.07.003 </underline><pub-id pub-id-type="doi">10.1016/j.fuel.2008.07.003</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fuel.2008.07.003">https://doi.org/10.1016/j.fuel.2008.07.003</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <year>2008</year>
            <article-title>The Production of Biodiesel from Waste Frying Oils: A Comparison of Different Purification Steps</article-title>
            <source>Fuel</source>
            <volume>87</volume>
            <pub-id pub-id-type="doi">10.1016/j.fuel.2008.07.003</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Gerpen, J.V. (2005) Biodiesel Processing and Production. <italic>Fuel Processing Technology</italic>, 86, 1097-1107. <underline> https://doi.org/10.1016/j.fuproc.2004.11.005 </underline><pub-id pub-id-type="doi">10.1016/j.fuproc.2004.11.005</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fuproc.2004.11.005">https://doi.org/10.1016/j.fuproc.2004.11.005</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Gerpen, J.V.</string-name>
            </person-group>
            <year>2005</year>
            <article-title>Biodiesel Processing and Production</article-title>
            <source>Fuel Processing Technology</source>
            <volume>86</volume>
            <pub-id pub-id-type="doi">10.1016/j.fuproc.2004.11.005</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <citation-alternatives>
          <mixed-citation publication-type="confproc">Hill, J., Nelson, E., Tilman, D., Polasky, S. and Tiffany, D. (2006) Environmental, Economic, and Energetic Costs and Benefits of Biodiesel and Ethanol Biofuels. <italic>Proceedings of the National Academy of Sciences of the United States of America</italic>, 103, 11206-11210. <underline> https://doi.org/10.1073/pnas.0604600103 </underline><pub-id pub-id-type="doi">10.1073/pnas.0604600103</pub-id><pub-id pub-id-type="pmid">16837571</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1073/pnas.0604600103">https://doi.org/10.1073/pnas.0604600103</ext-link></mixed-citation>
          <element-citation publication-type="confproc">
            <person-group person-group-type="author">
              <string-name>Hill, J.</string-name>
              <string-name>Nelson, E.</string-name>
              <string-name>Tilman, D.</string-name>
              <string-name>Polasky, S.</string-name>
              <string-name>Tiffany, D.</string-name>
              <string-name>Environmental, E</string-name>
            </person-group>
            <year>2006</year>
            <article-title>Environmental, Economic, and Energetic Costs and Benefits of Biodiesel and Ethanol Biofuels</article-title>
            <source>Proceedings of the National Academy of Sciences of the United States of America</source>
            <volume>103</volume>
            <pub-id pub-id-type="doi">10.1073/pnas.0604600103</pub-id>
            <pub-id pub-id-type="pmid">16837571</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Bajpai, D. and Tyagi, V.K. (2006) Biodiesel: Source, Production, Composition, Properties and Its Benefits. <italic>Journal of Oleo Science</italic>, 55, 487-502. <underline> https://doi.org/10.5650/jos.55.487 </underline><pub-id pub-id-type="doi">10.5650/jos.55.487</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5650/jos.55.487">https://doi.org/10.5650/jos.55.487</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Bajpai, D.</string-name>
              <string-name>Tyagi, V.K.</string-name>
              <string-name>Source, P</string-name>
              <string-name>Composition, P</string-name>
            </person-group>
            <year>2006</year>
            <article-title>Biodiesel: Source, Production, Composition, Properties and Its Benefits</article-title>
            <source>Journal of Oleo Science</source>
            <volume>55</volume>
            <pub-id pub-id-type="doi">10.5650/jos.55.487</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Demirbas, A. (2008) Biodiesel: A Realistic Fuel Alternative for Diesel Engines. Springer. <underline> https://doi.org/10.1007/978-1-84628-995-8 </underline><pub-id pub-id-type="doi">10.1007/978-1-84628-995-8</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/978-1-84628-995-8">https://doi.org/10.1007/978-1-84628-995-8</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Demirbas, A.</string-name>
            </person-group>
            <year>2008</year>
            <article-title>Biodiesel: A Realistic Fuel Alternative for Diesel Engines</article-title>
            <pub-id pub-id-type="doi">10.1007/978-1-84628-995-8</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <citation-alternatives>
          <mixed-citation publication-type="book">Abdulkareem, A.S., Jimoh, A., Afolabi, A.S., Odigure, J.O. and Patience, D. (2012) Production and Characterization of Biofuel from Non-Edible Oils: An Alternative Energy Sources to Petrol Diesel. In: Ahmed, A.Z., Ed., <italic>Energy Conservation</italic>, InTech, 1-20. <underline> https://doi.org/10.5772/51341 </underline><pub-id pub-id-type="doi">10.5772/51341</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5772/51341">https://doi.org/10.5772/51341</ext-link></mixed-citation>
          <element-citation publication-type="book">
            <person-group person-group-type="author">
              <string-name>Abdulkareem, A.S.</string-name>
              <string-name>Jimoh, A.</string-name>
              <string-name>Afolabi, A.S.</string-name>
              <string-name>Odigure, J.O.</string-name>
              <string-name>Patience, D.</string-name>
              <string-name>Ahmed, A.Z.</string-name>
              <string-name>Conservation, I</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Production and Characterization of Biofuel from Non-Edible Oils: An Alternative Energy Sources to Petrol Diesel</article-title>
            <source>In: Ahmed</source>
            <volume>1</volume>
            <pub-id pub-id-type="doi">10.5772/51341</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Anjani, K. (2012) Castor Genetic Resources: A Primary Gene Pool for Exploitation. <italic>Industrial Crops and Products</italic>, 35, 1-14. <underline> https://doi.org/10.1016/j.indcrop.2011.06.011 </underline><pub-id pub-id-type="doi">10.1016/j.indcrop.2011.06.011</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.indcrop.2011.06.011">https://doi.org/10.1016/j.indcrop.2011.06.011</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Anjani, K.</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Castor Genetic Resources: A Primary Gene Pool for Exploitation</article-title>
            <source>Industrial Crops and Products</source>
            <volume>35</volume>
            <pub-id pub-id-type="doi">10.1016/j.indcrop.2011.06.011</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Bauddh, K., Singh, K., Singh, B. and Singh, R.P. (2015) <italic>Ricinus Communis</italic>: A Robust Plant for Bio-Energy and Phytoremediation of Toxic Metals from Contaminated Soil. <italic>Ecological Engineering</italic>, 84, 640-652. <underline> https://doi.org/10.1016/j.ecoleng.2015.09.038 </underline><pub-id pub-id-type="doi">10.1016/j.ecoleng.2015.09.038</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ecoleng.2015.09.038">https://doi.org/10.1016/j.ecoleng.2015.09.038</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Bauddh, K.</string-name>
              <string-name>Singh, K.</string-name>
              <string-name>Singh, B.</string-name>
              <string-name>Singh, R.P.</string-name>
            </person-group>
            <year>2015</year>
            <article-title>Ricinus Communis: A Robust Plant for Bio-Energy and Phytoremediation of Toxic Metals from Contaminated Soil</article-title>
            <source>Ecological Engineering</source>
            <volume>84</volume>
            <pub-id pub-id-type="doi">10.1016/j.ecoleng.2015.09.038</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">McKeon, T.A., Hayes, D.G., Hildebrand, D.F. and Weselake, R.J. (2016) Industrial Oil Crops. Elsevier. <underline> https://doi.org/10.1016/C2015-0-00068-5 </underline><pub-id pub-id-type="doi">10.1016/C2015-0-00068-5</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/C2015-0-00068-5">https://doi.org/10.1016/C2015-0-00068-5</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>McKeon, T.A.</string-name>
              <string-name>Hayes, D.G.</string-name>
              <string-name>Hildebrand, D.F.</string-name>
              <string-name>Weselake, R.J.</string-name>
            </person-group>
            <year>2016</year>
            <article-title>Industrial Oil Crops</article-title>
            <pub-id pub-id-type="doi">10.1016/C2015-0-00068-5</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Ofori-Boateng, C. and Lee, K.T. (2013) The Potential of Using Cocoa Pod Husks as Green Solid Base Catalysts for the Transesterification of Soybean Oil into Biodiesel: Effects of Biodiesel on Engine Performance. <italic>Chemical Engineering Journal</italic>, 220, 395-401. <underline> https://doi.org/10.1016/j.cej.2013.01.046 </underline><pub-id pub-id-type="doi">10.1016/j.cej.2013.01.046</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.cej.2013.01.046">https://doi.org/10.1016/j.cej.2013.01.046</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Ofori-Boateng, C.</string-name>
              <string-name>Lee, K.T.</string-name>
            </person-group>
            <year>2013</year>
            <article-title>The Potential of Using Cocoa Pod Husks as Green Solid Base Catalysts for the Transesterification of Soybean Oil into Biodiesel: Effects of Biodiesel on Engine Performance</article-title>
            <source>Chemical Engineering Journal</source>
            <volume>220</volume>
            <pub-id pub-id-type="doi">10.1016/j.cej.2013.01.046</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B20">
        <label>20.</label>
        <citation-alternatives>
          <mixed-citation publication-type="confproc">Chhabra, M., Dwivedi, G., Baredar, P., Kumar Shukla, A., Garg, A. and Jain, S. (2021) Production &amp; Optimization of Biodiesel from Rubber Oil Using BBD Technique. <italic>Materials Today</italic>: <italic>Proceedings</italic>, 38, 69-73. <underline> https://doi.org/10.1016/j.matpr.2020.05.791 </underline><pub-id pub-id-type="doi">10.1016/j.matpr.2020.05.791</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.matpr.2020.05.791">https://doi.org/10.1016/j.matpr.2020.05.791</ext-link></mixed-citation>
          <element-citation publication-type="confproc">
            <person-group person-group-type="author">
              <string-name>Chhabra, M.</string-name>
              <string-name>Dwivedi, G.</string-name>
              <string-name>Baredar, P.</string-name>
              <string-name>Shukla, A.</string-name>
              <string-name>Garg, A.</string-name>
              <string-name>Jain, S.</string-name>
            </person-group>
            <year>2021</year>
            <article-title>Production &amp; Optimization of Biodiesel from Rubber Oil Using BBD Technique</article-title>
            <source>Materials Today: Proceedings</source>
            <volume>38</volume>
            <pub-id pub-id-type="doi">10.1016/j.matpr.2020.05.791</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B21">
        <label>21.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Felix, C., Ubando, A., Madrazo, C., Sutanto, S., Tran-Nguyen, P.L., Go, A.W., <italic>et al.</italic> (2019) Investigation of Direct Biodiesel Production from Wet Microalgae Using Definitive Screening Design. <italic>Energy Procedia</italic>, 158, 1149-1154. <underline> https://doi.org/10.1016/j.egypro.2019.01.296 </underline><pub-id pub-id-type="doi">10.1016/j.egypro.2019.01.296</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egypro.2019.01.296">https://doi.org/10.1016/j.egypro.2019.01.296</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Felix, C.</string-name>
              <string-name>Ubando, A.</string-name>
              <string-name>Madrazo, C.</string-name>
              <string-name>Sutanto, S.</string-name>
              <string-name>Tran-Nguyen, P.L.</string-name>
              <string-name>Go, A.W.</string-name>
            </person-group>
            <year>2019</year>
            <article-title>Investigation of Direct Biodiesel Production from Wet Microalgae Using Definitive Screening Design</article-title>
            <source>Energy Procedia</source>
            <volume>158</volume>
            <pub-id pub-id-type="doi">10.1016/j.egypro.2019.01.296</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B22">
        <label>22.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Chitra, P., Venkatachalam, P. and Sampathrajan, A. (2005) Optimisation of Experimental Conditions for Biodiesel Production from Alkali-Catalysed Transesterification of <italic>Jatropha curcus</italic> Oil. <italic>Energy for Sustainable Development</italic>, 9, 13-18. <underline> https://doi.org/10.1016/s0973-0826(08)60518-9 </underline><pub-id pub-id-type="doi">10.1016/s0973-0826(08)60518-9</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/s0973-0826(08)60518-9">https://doi.org/10.1016/s0973-0826(08)60518-9</ext-link></mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Chitra, P.</string-name>
              <string-name>Venkatachalam, P.</string-name>
              <string-name>Sampathrajan, A.</string-name>
            </person-group>
            <year>2005</year>
            <article-title>Optimisation of Experimental Conditions for Biodiesel Production from Alkali-Catalysed Transesterification of Jatropha curcus Oil</article-title>
            <source>Energy for Sustainable Development</source>
            <volume>0826</volume>
            <issue>08</issue>
            <pub-id pub-id-type="doi">10.1016/s0973-0826(08)60518-9</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B23">
        <label>23.</label>
        <citation-alternatives>
          <mixed-citation publication-type="journal">Yusuf, A.K., Mamza, P.A.P., Ahmed, A.S. and Agunwa, U. (2015) Extraction and Characterization of Castor Seed Oil from Wild <italic>Ricinus Communis</italic> Linn. <italic>International Journal of Environmental Science and Technology</italic>, 4, 1392-1404.</mixed-citation>
          <element-citation publication-type="journal">
            <person-group person-group-type="author">
              <string-name>Yusuf, A.K.</string-name>
              <string-name>Mamza, P.A.P.</string-name>
              <string-name>Ahmed, A.S.</string-name>
              <string-name>Agunwa, U.</string-name>
            </person-group>
            <year>2015</year>
            <article-title>Extraction and Characterization of Castor Seed Oil from Wild Ricinus Communis Linn</article-title>
            <source>International Journal of Environmental Science and Technology</source>
            <volume>4</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B24">
        <label>24.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Olatayo, O.A., Sunday, O.D. and Olaluwoye, O.S. (2023) Production and Characterization of Biodiesel from Castor Seed Oil Using Cocoa Pod Ash as Catalyst. <italic>Chemical Engineering &amp; Technology</italic>, 47, 448-454. <underline> https://doi.org/10.1002/ceat.202300351 </underline><pub-id pub-id-type="doi">10.1002/ceat.202300351</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1002/ceat.202300351">https://doi.org/10.1002/ceat.202300351</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Olatayo, O.A.</string-name>
              <string-name>Sunday, O.D.</string-name>
              <string-name>Olaluwoye, O.S.</string-name>
            </person-group>
            <year>2023</year>
            <article-title>Production and Characterization of Biodiesel from Castor Seed Oil Using Cocoa Pod Ash as Catalyst</article-title>
            <source>Chemical Engineering &amp; Technology</source>
            <volume>47</volume>
            <pub-id pub-id-type="doi">10.1002/ceat.202300351</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B25">
        <label>25.</label>
        <citation-alternatives>
          <mixed-citation publication-type="other">Odude, V.O., Adesina, A.J., Oyetunde, O.O., Adeyemi, O.O., Ishola, N.B., Etim, A.O., <italic>et al.</italic> (2017) Application of Agricultural Waste-Based Catalysts to Transesterification of Esterified Palm Kernel Oil into Biodiesel: A Case of Banana Fruit Peel versus Cocoa Pod Husk. <italic>Waste and Biomass Valorization</italic>, 10, 877-888. <underline> https://doi.org/10.1007/s12649-017-0152-2 </underline><pub-id pub-id-type="doi">10.1007/s12649-017-0152-2</pub-id><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s12649-017-0152-2">https://doi.org/10.1007/s12649-017-0152-2</ext-link></mixed-citation>
          <element-citation publication-type="other">
            <person-group person-group-type="author">
              <string-name>Odude, V.O.</string-name>
              <string-name>Adesina, A.J.</string-name>
              <string-name>Oyetunde, O.O.</string-name>
              <string-name>Adeyemi, O.O.</string-name>
              <string-name>Ishola, N.B.</string-name>
              <string-name>Etim, A.O.</string-name>
            </person-group>
            <year>2017</year>
            <article-title>Application of Agricultural Waste-Based Catalysts to Transesterification of Esterified Palm Kernel Oil into Biodiesel: A Case of Banana Fruit Peel versus Cocoa Pod Husk</article-title>
            <source>Waste and Biomass Valorization</source>
            <volume>10</volume>
            <pub-id pub-id-type="doi">10.1007/s12649-017-0152-2</pub-id>
          </element-citation>
        </citation-alternatives>
      </ref>
      <ref id="B26">
        <label>26.</label>
        <citation-alternatives>
          <mixed-citation publication-type="confproc">Muzenda, E., Kabuba, J., Mdletye, P. and Belaid, M. (2012) Optimization of Process Parameters for Castor Oil Production. <italic>Proceedings of the World Congress on Engineering</italic>2012 <italic>Vol III WCE</italic> 2012, London, 4-6 July 2012, 1586-1589.</mixed-citation>
          <element-citation publication-type="confproc">
            <person-group person-group-type="author">
              <string-name>Muzenda, E.</string-name>
              <string-name>Kabuba, J.</string-name>
              <string-name>Mdletye, P.</string-name>
              <string-name>Belaid, M.</string-name>
            </person-group>
            <year>2012</year>
            <article-title>Optimization of Process Parameters for Castor Oil Production</article-title>
            <source>Proceedings of the World Congress on Engineering 2012 Vol III WCE 2012</source>
            <volume>4</volume>
          </element-citation>
        </citation-alternatives>
      </ref>
    </ref-list>
  </back>
</article>