<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    msce
   </journal-id>
   <journal-title-group>
    <journal-title>
     Journal of Materials Science and Chemical Engineering
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-6045
   </issn>
   <issn publication-format="print">
    2327-6053
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/msce.2025.1310003
   </article-id>
   <article-id pub-id-type="publisher-id">
    msce-146900
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Chemistry 
     </subject>
     <subject>
       Materials Science
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Assessment of (2E)-1-(4-Methoxyphenyl)-3-(2-Phenyl H-Imidazo [1, 2-a] Pyridine-3-yl) Prop-2-en-1-One Adsorption for Aluminum Corrosion Inhibition in Hydrochloric Acid: Gravimetric, Thermodynamic, and DFT Study
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Mbouillé
      </surname>
      <given-names>
       Cissé
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Souleymane
      </surname>
      <given-names>
       Bamba
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Amadou
      </surname>
      <given-names>
       Kouyaté
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Mougo André
      </surname>
      <given-names>
       Tigori
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Kouadio Achille
      </surname>
      <given-names>
       Yao
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Bini Kouamé
      </surname>
      <given-names>
       Dongui
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Paulin Marius
      </surname>
      <given-names>
       Niamien
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aLaboratoire des Sciences et Technologies de l’Environnement, UFR Environnement, Université Jean Lorougnon Guédé, Daloa, Côte d’Ivoire
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aLaboratoire de Constitution et de Réaction de la Matière, UFR SSMT, Université Félix Houphouët-Boigny, Abidjan, Côte d’Ivoire
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     16
    </day> 
    <month>
     10
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    10
   </issue>
   <fpage>
    38
   </fpage>
   <lpage>
    61
   </lpage>
   <history>
    <date date-type="received">
     <day>
      26,
     </day>
     <month>
      August
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      28,
     </day>
     <month>
      August
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      28,
     </day>
     <month>
      October
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    The present study evaluates the adsorption properties of (2E)-1-(4-Methoxyphenyl)-3-(2-Phenyl H-Imidazo[1, 2-α] Pyridine-3-yl)prop-2-en-1-one (MPIP) on aluminum corrosion in acid medium (HCl 1 M) at different temperatures. This study was assessed by gravimetric tests and density functional theory (DFT). Gravimetric measurements reveal that the compound’s effectiveness increases with concentration but decreases with increasing temperature, suggesting a predominant physical adsorption mechanism. Thermodynamic analysis confirms the spontaneous and exothermic nature of the process, highlighting Langmuir-type adsorption. Theoretical study based on DFT identified the compound’s descriptor parameters (E
    <sub>HOMO</sub>, E
    <sub>LUMO</sub>, energy gap, global hardness and softness), corroborating its chemical reactivity and propensity to interact with the metal surface. Finally, experimental and computational results indicate that the compound studied is a promising, environmentally-friendly corrosion inhibitor for the protection of aluminum in acidic environments.
   </abstract>
   <kwd-group> 
    <kwd>
     (2E)-1-(4-Methoxyphenyl)-3-(2-Phenyl H-Imidazo [1
    </kwd> 
    <kwd>
      2-a] Pyridine-3-yl) Prop-2-en-1-One (MPIP)
    </kwd> 
    <kwd>
      Aluminum Corrosion
    </kwd> 
    <kwd>
      Gravimetric Measurements
    </kwd> 
    <kwd>
      Density Functional Theory (DFT)
    </kwd> 
    <kwd>
      Environmentally-Friendly
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>Metals in service often give a superficial impression of permanence, but all except gold are chemically unstable in almost natural environments. Wear and corrosion are common forms of damage in engineering, causing material deterioration and, consequently, a degradation of its functional properties, whether mechanical, electrical, optical, esthetic, or other <xref ref-type="bibr" rid="scirp.146900-1">
     [1]
    </xref> <xref ref-type="bibr" rid="scirp.146900-2">
     [2]
    </xref>. Thus, the successful use of materials in technical and commercial applications depends on protective mechanisms.</p>
   <p>In recent years, during discussions on materials, manufacturers have sought to reduce corrosion of metal equipment by incorporating organic compounds into acidic solutions. This approach aims to control or mitigate the dissolution of such equipment. Thanks to research efforts, several organic corrosion inhibitors have been identified.</p>
   <p>Inhibitors, which reduce corrosion on metalic materials, can be divided into three kinds: surfactant inhibitors <xref ref-type="bibr" rid="scirp.146900-3">
     [3]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-5">
     [5]
    </xref>, organic inhibitors <xref ref-type="bibr" rid="scirp.146900-6">
     [6]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-13">
     [13]
    </xref> and inorganic inhibitors <xref ref-type="bibr" rid="scirp.146900-14">
     [14]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-17">
     [17]
    </xref>. Heterocyclic inhibitors have many advantages, such as high inhibition efficiency <xref ref-type="bibr" rid="scirp.146900-18">
     [18]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-20">
     [20]
    </xref>, low price, and easy production.</p>
   <p>The choice of effective inhibitors is based on their mechanism of action and their electron-donating capability. Moreover, inhibitory ability is reinforced by the presence of the molecular structure of adsorption active sites with the lone pair and or π orbitals, such as heterocyclic rings containing sulphur, oxygen, phosphorus and/or nitrogen atoms <xref ref-type="bibr" rid="scirp.146900-21">
     [21]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-25">
     [25]
    </xref>. These compounds can form either a strong coordination bond with metal atom or a passive film on the surface <xref ref-type="bibr" rid="scirp.146900-26">
     [26]
    </xref>. Imidazoles and their derivatives represent a significant class of organic compounds, distinguished by the presence of heteroatoms (N and O) and aromatic rings. These molecules are generally considered non-toxic and biodegradable <xref ref-type="bibr" rid="scirp.146900-27">
     [27]
    </xref>. Previous studies <xref ref-type="bibr" rid="scirp.146900-28">
     [28]
    </xref> <xref ref-type="bibr" rid="scirp.146900-29">
     [29]
    </xref> have demonstrated their remarkable anticorrosive properties, which are closely associated with their chemical structure and their ability to inhibit the electrochemical reactions responsible for metal degradation.</p>
   <p>The corrosion inhibition of a metal may involve either physisorption or chemisorption of the inhibitor on the metal surface. Electrostatic attraction between the charged hydrophilic groups and the charged active centers on the metal surface leads to physicosorption. Several authors showed that most inhibitors were adsorbed on the metal surface by displacing water molecules from the surface and forming a compact barrier film <xref ref-type="bibr" rid="scirp.146900-30">
     [30]
    </xref>-<xref ref-type="bibr" rid="scirp.146900-33">
     [33]
    </xref>. Moreover, several researchers <xref ref-type="bibr" rid="scirp.146900-34">
     [34]
    </xref> <xref ref-type="bibr" rid="scirp.146900-35">
     [35]
    </xref> have reported that the inhibitory efficiency of these compounds can be correlated with specific quantum chemical parameters, thereby providing deeper insights into the inhibition mechanism.</p>
   <p>The purpose of this paper is aimed to deepen our understanding of corrosion inhibition mechanisms (2E)-1-(4-Methoxyphenyl)-3-(2-Phenyl H-Imidazo [1, 2-α] Pyridine-3-yl) prop-2-en-1-one (MPIP), particularly through the phenomenon of adsorption and quantum theory, but also to promote the development of new environmentally friendly corrosion inhibitors that can extend the service life of aluminum components exposed to corrosive environments <xref ref-type="bibr" rid="scirp.146900-36">
     [36]
    </xref>.</p>
  </sec><sec id="s2">
   <title>2. Experimental Details</title>
   <sec id="s2_1">
    <title>2.1. Materials Preparation</title>
    <p>The hydrochloric acid (HCl) 1 M solution was prepared by dilution of HCl 37% of analytical quality with bidistilled water. The material used in this study is 1 cm long aluminum rod. Firstly, the aluminum rod was mechanically abraded with abrasive papers in various grain sizes (from grade 150 to 800); rinsed with bidistilled water, degreased in acetone, washed once again with bidistilled water and dried before their immersion in experimental solution. Concentration range of inhibitor used in the tests was from around 10<sup>−</sup><sup>6</sup> to 10<sup>−</sup><sup>3</sup> mol/L.</p>
    <p>The aggressive solution (1.0 M HCl) was prepared by dilution of analytical grade 37% HCl with double-distilled water. Corrosion inhibitor solution is prepared by dissolving the desired heterocyclic weight of inhibitor in 1 M HCl. Four different concentrations, namely, 10<sup>−</sup><sup>3</sup>, 10<sup>−</sup><sup>4</sup>, 10<sup>−</sup><sup>5</sup> and 10<sup>−</sup><sup>6</sup> mol/L by weight are used for the evaluation of corrosion inhibition. Structural formulae of the examined inhibitors are shown in <xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>.</p>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 1. (2E)-1-(4-Methoxyphenyl)-3-(2-Phenyl H-Imidazo [1, 2-a] Pyridine-3-yl) prop-2-en-1-one (MPIP).</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId13.jpeg?20251103093000" />
    </fig>
   </sec>
   <sec id="s2_2">
    <title>2.2. Weight-Loss Measurements</title>
    <p>The weight-loss of aluminum rod specimens, 1 cm in 1.0 M HCl, with and without the addition of inhibitors, was determined after 1 h period of immersion at a temperature of 25˚C in air atmosphere without bubbling. Triplicate experiments were performed in each case and the mean value of the weight-loss has been reported.</p>
   </sec>
   <sec id="s2_3">
    <title>2.3. Computational Calculations</title>
    <p>For convenience reasons, the calculations of isolated molecules were performed with the local Gaussian-type-orbital basis set and Gaussian 09 program especially because the evaluation of vertical ionization potentials and electron affinities involve calculations of charged species. All calculations were done with DFT at B3LYP level of theory which yields good descriptions of organic molecules. The electronic properties of these structures were studied based on the nature bond orbital analysis (NBO). The calculations of the local and global reactivity indicators of the such as the inhibitor molecules localization of frontier molecular orbitals, E<sub>HOMO</sub> (Energy of the highest occupied molecular orbital), E<sub>LUMO</sub> (Energy of the lowest occupied molecular orbital), ∆E<sub>gap</sub> (Energy gap), I (ionization energy), A (electron affinity), χ (Absolute electronegativity), η (Global hardness), S (Global softness), ω (Global electrophilicity index), ∆N (Fraction of electrons transferred from single inhibitor molecule to metallic surface) and total energy (E<sub>T</sub>) were used to explain the electron transfer mechanism between the neutral and protonated forms of inhibitor molecules (NCF &amp; NCCM) and the aluminum surface in acid medium <xref ref-type="bibr" rid="scirp.146900-37">
      [37]
     </xref> <xref ref-type="bibr" rid="scirp.146900-38">
      [38]
     </xref>.</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         I 
       </mi> 
       <mo>
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       </mo> 
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     </math>(1)</p>
    <p>
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    <p>where 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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     </math> represent the absolute electronegativity of Al and the inhibitor molecule respectively, 
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           A 
         </mi> 
         <mi>
           l 
         </mi> 
        </mrow> 
       </msub> 
      </mrow> 
     </math> and 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          η 
        </mi> 
        <mrow> 
         <mi>
           i 
         </mi> 
         <mi>
           n 
         </mi> 
         <mi>
           h 
         </mi> 
        </mrow> 
       </msub> 
      </mrow> 
     </math> represent the absolute hardness of Al and the inhibitor molecule, respectively. By assuming that for a metallic I = A; because they are softer than the neutral metallic atoms <xref ref-type="bibr" rid="scirp.146900-39">
      [39]
     </xref>; theorical values for the electronegativity 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msup> 
        <mi>
          χ 
        </mi> 
        <mrow> 
         <mi>
           A 
         </mi> 
         <mi>
           l 
         </mi> 
        </mrow> 
       </msup> 
       <mo>
         = 
       </mo> 
       <mn>
         4.28 
       </mn> 
       <mtext>
           
       </mtext> 
       <mtext>
         eV 
       </mtext> 
      </mrow> 
     </math> and 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          η 
        </mi> 
        <mrow> 
         <mi>
           A 
         </mi> 
         <mi>
           l 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <mn>
         0 
       </mn> 
      </mrow> 
     </math> the global hardness were hence used.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Results and Discussion</title>
   <sec id="s3_1">
    <title>3.1. Weight-Loss Evaluation</title>
    <p>Weight-loss tests or Gravimetric tests were carried out to analyze the influence of concentration and temperature on corrosion rate and inhibition efficiency. Weight-losses are expressed in mg per hour per cm<sup>2</sup> of the mild surface area, which were determined in the absence and in the presence of the additives at 25˚C after 1 h of hold time immersion. The highest concentration is sometimes limited by the solubility of the compound. Higher concentrations were not tested even at two consecutive concentrations no further increase is observed in terms of inhibiting efficiency.</p>
    <p>The corrosion rates (W), the degree of surface coverage (θ) and the inhibition efficiency IE (%) were calculated using the following expressions:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         W 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            m 
          </mi> 
          <mn>
            0 
          </mn> 
         </msub> 
         <mo>
           − 
         </mo> 
         <msub> 
          <mi>
            m 
          </mi> 
          <mn>
            1 
          </mn> 
         </msub> 
        </mrow> 
        <mrow> 
         <mi>
           S 
         </mi> 
         <mi>
           t 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> (9)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         θ 
       </mi> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            W 
          </mi> 
          <mn>
            0 
          </mn> 
         </msub> 
         <mo>
           − 
         </mo> 
         <mi>
           W 
         </mi> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            W 
          </mi> 
          <mn>
            0 
          </mn> 
         </msub> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> (10)</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mtext>
         IE 
       </mtext> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mi>
          % 
        </mi> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            W 
          </mi> 
          <mn>
            0 
          </mn> 
         </msub> 
         <mo>
           − 
         </mo> 
         <mi>
           W 
         </mi> 
        </mrow> 
        <mrow> 
         <msub> 
          <mi>
            W 
          </mi> 
          <mn>
            0 
          </mn> 
         </msub> 
        </mrow> 
       </mfrac> 
       <mo>
         × 
       </mo> 
       <mn>
         100 
       </mn> 
      </mrow> 
     </math> (11)</p>
    <p>-m<sub>0</sub> is the initial mass of the sample before testing.</p>
    <p>-m<sub>1</sub> is the final mass of the sample after corrosion.</p>
    <p>-S is the total surface area of the sample.</p>
    <p>-t is the total corrosion time.</p>
    <p>-W<sub>0</sub> is the corrosion rate in the blank solution.</p>
    <p>-W is the corrosion rate in the solution containing MPIP.</p>
    <p>
     <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref> analysis reveals that the corrosion rate (W) increases with temperature, while it decreases with higher concentrations of the inhibitor. These results highlight the strong dependence of corrosion kinetics on both the temperature of the corrosive medium and the MPIP concentration. Moreover, the data indicate that the thickness of the protective layer formed on the metal surface increases proportionally with the amount of MPIP present.</p>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 2. Corrosion rate W with temperature in absence and presence of inhibition.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId48.jpeg?20251103093004" />
    </fig>
    <p>The protective film formed by the complexation of MPIP with the metal progressively deposits onto the aluminum surface, thereby mitigating its dissolution. However, the thickness of this film decreases with increasing temperature. These findings underscore the critical influence of temperature and concentration on the corrosion kinetics of aluminum, as well as on the adsorption behavior and inhibitory performance of MPIP at the metal interface, as reported by several studies <xref ref-type="bibr" rid="scirp.146900-40">
      [40]
     </xref>.</p>
    <p>
     <xref ref-type="fig" rid="fig3">
      Figure 3
     </xref> illustrates the combined influence of temperature (T) and inhibitor concentration (C<sub>inh</sub>) on the inhibition efficiency IE (%) of MPIP. Analysis of the data reveals that the increase in inhibition efficiency with rising MPIP concentration is attributed to the adsorption of the inhibitor onto the aluminum surface. This adsorption is facilitated by the availability of non-bonding electron pairs on heteroatoms (N and O) and the π-electrons of the aromatic rings, enabling chemisorptive interactions with the metal surface. Such interactions result in the formation of a dense and stable adsorbed film, which acts as a physical barrier that limits the access of aggressive species to the metal surface, thereby reducing the anodic dissolution process.</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 3. Inhibition efficiency vs. temperature for different concentrations in MPIP.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId49.jpeg?20251103093003" />
    </fig>
    <p>However, a decrease in inhibition efficiency is observed with increasing temperature. This behavior is ascribed to the thermal desorption of MPIP, which occurs due to increased thermal agitation and reduced stability of the inhibitor–metal interactions. The acceleration of desorption at elevated temperatures compromises the integrity of the protective film, thereby exposing the metal surface to corrosive attack. This temperature-dependent behavior aligns with findings reported by <xref ref-type="bibr" rid="scirp.146900-41">
      [41]
     </xref> <xref ref-type="bibr" rid="scirp.146900-42">
      [42]
     </xref>, and suggests a predominantly physico-chemical adsorption mechanism that is sensitive to the thermdynamic conditions of the system.</p>
   </sec>
   <sec id="s3_2">
    <title>3.2. Adsorption Isotherm and Thermodynamic Considerations</title>
    <p>A thermodynamic study was carried out to determine the nature and mechanism of adsorption of the inhibitor on the aluminum surface.</p>
    <p>It is widely acknowledged that adsorption isotherms provide useful insights into the mechanism of corrosion inhibition. In order to obtain the isotherm type model, one supposes that inhibitor acts via a simple adsorption mode. Thus, the apparent corrosion rate of the inhibited aluminum sample is proportional to the ratio of the surface covered 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        θ 
      </mi> 
     </math> and that not covered 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mn>
         1 
       </mn> 
       <mo>
         − 
       </mo> 
       <mi>
         θ 
       </mi> 
      </mrow> 
     </math> by the inhibitor. Fractional coverage values 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        θ 
      </mi> 
     </math> have been evaluated for different concentrations of the compound under study from corrosion rates in uninhibited and inhibited solutions by means of Equation (2).</p>
    <p>Five isotherm models have been explored to describe phenomena at the metal/solution interface. The aim of this approach is to assess the compound’s adsorption capacity, elucidate the inhibition mechanism involved and optimize the process. So we have retained Langmuir, Temkin, Frumkin, El-Awady and Adejo-Ekwenchi isotherms <xref ref-type="bibr" rid="scirp.146900-43">
      [43]
     </xref>-<xref ref-type="bibr" rid="scirp.146900-47">
      [47]
     </xref>. The Equations that define these isotherms are expressed in <xref ref-type="table" rid="table1">
      Table 1
     </xref>.</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 1. Equations of studied isotherms.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td custom-top-td acenter" width="32.32%"><p style="text-align:center">Isotherm</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="65.18%"><p style="text-align:center">Equations</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="10.78%"><p style="text-align:center"></p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="32.32%"><p style="text-align:center">Langmuir</p></td> 
       <td class="custom-top-td acenter" width="65.18%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mfrac> 
            <mrow> 
             <msub> 
              <mi>
                C 
              </mi> 
              <mrow> 
               <mi>
                 i 
               </mi> 
               <mi>
                 n 
               </mi> 
               <mi>
                 h 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
            <mi>
              θ 
            </mi> 
           </mfrac> 
           <mo>
             = 
           </mo> 
           <mfrac> 
            <mn>
              1 
            </mn> 
            <mrow> 
             <msub> 
              <mi>
                K 
              </mi> 
              <mrow> 
               <mi>
                 a 
               </mi> 
               <mi>
                 d 
               </mi> 
               <mi>
                 s 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
           </mfrac> 
           <mo>
             + 
           </mo> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mrow> 
             <mi>
               i 
             </mi> 
             <mi>
               n 
             </mi> 
             <mi>
               h 
             </mi> 
            </mrow> 
           </msub> 
          </mrow> 
         </math></p></td> 
       <td class="custom-top-td acenter" width="10.78%"><p style="text-align:center">(12)</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="32.32%"><p style="text-align:center">Temkin</p></td> 
       <td class="acenter" width="65.18%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             θ 
           </mi> 
           <mo>
             = 
           </mo> 
           <mfrac> 
            <mrow> 
             <mn>
               2.303 
             </mn> 
            </mrow> 
            <mi>
              f 
            </mi> 
           </mfrac> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               log 
             </mi> 
             <msub> 
              <mi>
                K 
              </mi> 
              <mrow> 
               <mi>
                 a 
               </mi> 
               <mi>
                 d 
               </mi> 
               <mi>
                 s 
               </mi> 
              </mrow> 
             </msub> 
             <mo>
               + 
             </mo> 
             <mi>
               log 
             </mi> 
             <msub> 
              <mi>
                C 
              </mi> 
              <mrow> 
               <mi>
                 i 
               </mi> 
               <mi>
                 n 
               </mi> 
               <mi>
                 h 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </math></p></td> 
       <td class="acenter" width="10.78%"><p style="text-align:center">(13)</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="32.32%"><p style="text-align:center">El-Awady</p></td> 
       <td class="acenter" width="65.18%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             log 
           </mi> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mfrac> 
              <mi>
                θ 
              </mi> 
              <mrow> 
               <mn>
                 1 
               </mn> 
               <mo>
                 − 
               </mo> 
               <mi>
                 θ 
               </mi> 
              </mrow> 
             </mfrac> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mo>
             = 
           </mo> 
           <mi>
             log 
           </mi> 
           <msup> 
            <mi>
              K 
            </mi> 
            <mo>
              ′ 
            </mo> 
           </msup> 
           <mo>
             + 
           </mo> 
           <mi>
             y 
           </mi> 
           <mi>
             log 
           </mi> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mrow> 
             <mi>
               i 
             </mi> 
             <mi>
               n 
             </mi> 
             <mi>
               h 
             </mi> 
            </mrow> 
           </msub> 
          </mrow> 
         </math></p></td> 
       <td class="acenter" width="10.78%"><p style="text-align:center">(14)</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="32.32%"><p style="text-align:center">Frumkin</p></td> 
       <td class="acenter" width="65.18%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             log 
           </mi> 
           <mrow> 
            <mo>
              [ 
            </mo> 
            <mrow> 
             <mi>
               θ 
             </mi> 
             <mrow> 
              <mo>
                ( 
              </mo> 
              <mrow> 
               <mn>
                 1 
               </mn> 
               <mo>
                 − 
               </mo> 
               <mi>
                 θ 
               </mi> 
              </mrow> 
              <mo>
                ) 
              </mo> 
             </mrow> 
             <msub> 
              <mi>
                C 
              </mi> 
              <mrow> 
               <mi>
                 i 
               </mi> 
               <mi>
                 n 
               </mi> 
               <mi>
                 h 
               </mi> 
              </mrow> 
             </msub> 
            </mrow> 
            <mo>
              ] 
            </mo> 
           </mrow> 
           <mo>
             = 
           </mo> 
           <mi>
             log 
           </mi> 
           <msub> 
            <mi>
              K 
            </mi> 
            <mrow> 
             <mi>
               a 
             </mi> 
             <mi>
               d 
             </mi> 
             <mi>
               s 
             </mi> 
            </mrow> 
           </msub> 
           <mo>
             + 
           </mo> 
           <mn>
             2 
           </mn> 
           <mi>
             f 
           </mi> 
           <mi>
             θ 
           </mi> 
          </mrow> 
         </math></p></td> 
       <td class="acenter" width="10.78%"><p style="text-align:center">(15)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="32.32%"><p style="text-align:center">Adejo-Ekwenchi</p></td> 
       <td class="custom-bottom-td acenter" width="65.18%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             log 
           </mi> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mfrac> 
              <mn>
                1 
              </mn> 
              <mrow> 
               <mn>
                 1 
               </mn> 
               <mo>
                 − 
               </mo> 
               <mi>
                 θ 
               </mi> 
              </mrow> 
             </mfrac> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mo>
             = 
           </mo> 
           <mi>
             log 
           </mi> 
           <msub> 
            <mi>
              K 
            </mi> 
            <mrow> 
             <mi>
               A 
             </mi> 
             <mi>
               E 
             </mi> 
            </mrow> 
           </msub> 
           <mo>
             + 
           </mo> 
           <mi>
             b 
           </mi> 
           <mi>
             log 
           </mi> 
           <msub> 
            <mi>
              C 
            </mi> 
            <mrow> 
             <mi>
               i 
             </mi> 
             <mi>
               n 
             </mi> 
             <mi>
               h 
             </mi> 
            </mrow> 
           </msub> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="10.78%"><p style="text-align:center">(16)</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          C 
        </mi> 
        <mrow> 
         <mi>
           i 
         </mi> 
         <mi>
           n 
         </mi> 
         <mi>
           h 
         </mi> 
        </mrow> 
       </msub> 
      </mrow> 
     </math> is MPIP’s concentration; 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          K 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
       </msub> 
      </mrow> 
     </math> is the equilibrium constant of the adsorption process; 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        f 
      </mi> 
     </math> is a factor energetic inhomogeneity in the surface; 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        θ 
      </mi> 
     </math> is surface coverage; 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          K 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         = 
       </mo> 
       <msup> 
        <msup> 
         <mi>
           K 
         </mi> 
         <mo>
           ′ 
         </mo> 
        </msup> 
        <mrow> 
         <mrow> 
          <mn>
            1 
          </mn> 
          <mo>
            / 
          </mo> 
          <mi>
            y 
          </mi> 
         </mrow> 
        </mrow> 
       </msup> 
      </mrow> 
     </math>; 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mrow> 
        <mn>
          1 
        </mn> 
        <mo>
          / 
        </mo> 
        <mi>
          y 
        </mi> 
       </mrow> 
      </mrow> 
     </math> is active sites occupied by an inhibitor molecule; 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          K 
        </mi> 
        <mrow> 
         <mi>
           A 
         </mi> 
         <mi>
           E 
         </mi> 
        </mrow> 
       </msub> 
       <mo>
         , 
       </mo> 
       <mi>
         b 
       </mi> 
      </mrow> 
     </math> are d’Adejo-Ekwenchi isotherm parameters.</p>
    <p>
     <xref ref-type="fig" rid="figFigures 4-8">
      Figures 4-8
     </xref> illustrate the best fit obtained from the plot of fractional surface coverage 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
        θ 
      </mi> 
     </math> versus 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msub> 
        <mi>
          C 
        </mi> 
        <mrow> 
         <mi>
           i 
         </mi> 
         <mi>
           n 
         </mi> 
         <mi>
           h 
         </mi> 
        </mrow> 
       </msub> 
      </mrow> 
     </math>. All the tested isotherms yield straight lines as shown in <xref ref-type="fig" rid="figFigures 4-8">
      Figures 4-8
     </xref>. <xref ref-type="table" rid="table2">
      Table 2
     </xref> gives the different parameters of studied isotherms.</p>
    <p>Langmuir isotherm exhibited the highest determination coefficients (values close to 1), indicating excellent agreement with the experimental results. This model assumes monolayer adsorption on a homogeneous surface without interactions between adsorbed molecules. The slopes of the Langmuir plots were close to unity, confirming the applicability of this model and suggesting that the MPIP molecules adsorb uniformly across the aluminum surface, with negligible lateral interactions <xref ref-type="bibr" rid="scirp.146900-48">
      [48]
     </xref>.</p>
    <p>Temkin isotherm accounted for weak interactions between adsorbed species and suggested slight heterogeneity in adsorption energies. Although its fit was slightly less accurate than Langmuir’s, it remains relevant, especially at higher inhibitor concentrations <xref ref-type="bibr" rid="scirp.146900-49">
      [49]
     </xref>.</p>
    <p>While El-Awady model proposed heterogeneous adsorption sites and potential molecular interactions. Its R² values were close to unity but still lower than those of the Langmuir model, indicating minor surface heterogeneity or intermolecular effects <xref ref-type="bibr" rid="scirp.146900-46">
      [46]
     </xref>.</p>
    <p>The Frumkin isotherm, an extension of the Langmuir model, incorporates attractive or repulsive interactions between adsorbed molecules. The model showed a good fit (R<sup>2</sup> ≈ 1) and suggested the presence of weak electrostatic forces. This supports the idea of physical adsorption contributing to the inhibitory process <xref ref-type="bibr" rid="scirp.146900-50">
      [50]
     </xref>.</p>
    <p>Finally, the Adejo-Ekwenchi isotherm also fitted the experimental data well. The decreasing trend of the slope parameter b with increasing temperature, as observed in <xref ref-type="table" rid="table2">
      Table 2
     </xref>, points toward a physisorption mechanism. According to <xref ref-type="bibr" rid="scirp.146900-42">
      [42]
     </xref> <xref ref-type="bibr" rid="scirp.146900-48">
      [48]
     </xref> <xref ref-type="bibr" rid="scirp.146900-51">
      [51]
     </xref>, such behavior is characteristic of van der Waals-type interactions, which do not involve the formation of chemical bonds and are easily reversed at elevated temperatures.</p>
    <p>Overall, the Langmuir model remains the most suitable under the tested conditions. However, the inclusion of other isotherms provides complementary insight into the nature of the adsorption process, including molecular interactions, surface heterogeneity, and thermally sensitive physical adsorption mechanisms.</p>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 4. Langmuir adsorption isotherms for inhibition of aluminum corrosion in 1.0 M HCl by different concentrations of MPIP at temperatures 298 K to 308 K.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId84.jpeg?20251103093007" />
    </fig>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 5. Temkin adsorption isotherms for inhibition of aluminum corrosion in 1.0 M HCl by different concentrations of MPIP at temperatures 298 K to 323 K.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId85.jpeg?20251103093006" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 6. El-Awady adsorption isotherms for inhibition of aluminum corrosion in 1.0 M HCl by different concentrations of MPIP at temperatures 298 K to 323 K.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId86.jpeg?20251103093006" />
    </fig>
    <fig id="fig7" position="float">
     <label>Figure 7</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 7. Frumkin adsorption isotherms for inhibition of aluminum corrosion in 1.0 M HCl by different concentrations of MPIP at temperatures 298 K to 323 K.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId87.jpeg?20251103093006" />
    </fig>
    <fig id="fig8" position="float">
     <label>Figure 8</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 8. Adejo-Ekwenchi adsorption isotherms for inhibition of aluminum corrosion in 1.0 M HCl by different concentrations of MPIP at temperatures 298 K to 323 K.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId88.jpeg?20251103093006" />
    </fig>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 2. Parameters deduced from other adsorption isotherms using results reported for MPIP.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="25.79%"><p style="text-align:center">Isotherm</p></td> 
       <td class="custom-bottom-td acenter" width="14.35%"><p style="text-align:center">T (K)</p></td> 
       <td class="custom-bottom-td acenter" width="16.77%"><p style="text-align:center">R<sup>2</sup></p></td> 
       <td class="custom-bottom-td acenter" width="21.53%"><p style="text-align:center">Slope</p></td> 
       <td class="custom-bottom-td acenter" width="21.56%"><p style="text-align:center">Intercept</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="25.79%"><p style="text-align:center">Langmuir</p></td> 
       <td class="custom-top-td acenter" width="14.35%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.77%"><p style="text-align:center">0.9937</p></td> 
       <td class="custom-top-td acenter" width="21.53%"><p style="text-align:center">0.8457</p></td> 
       <td class="custom-top-td acenter" width="21.56%"><p style="text-align:center">0.0382</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9947</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9028</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">0.0403</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9912</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9022</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">0.0421</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9933</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9380</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">0.0497</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9990</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9258</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">0.0532</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">323</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9905</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9203</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">0.0565</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="25.79%"><p style="text-align:center">Temkin</p></td> 
       <td class="custom-top-td acenter" width="14.35%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.77%"><p style="text-align:center">0.9525</p></td> 
       <td class="custom-top-td acenter" width="21.53%"><p style="text-align:center">0.6033</p></td> 
       <td class="custom-top-td acenter" width="21.56%"><p style="text-align:center">1.4044</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9663</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.5529</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.3037</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9678</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.5629</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.2927</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9650</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.5465</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.2532</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9618</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.5768</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.2672</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.35%"><p style="text-align:center">323</p></td> 
       <td class="custom-bottom-td acenter" width="16.77%"><p style="text-align:center">0.9510</p></td> 
       <td class="custom-bottom-td acenter" width="21.53%"><p style="text-align:center">0.6728</p></td> 
       <td class="custom-bottom-td acenter" width="21.56%"><p style="text-align:center">1.3272</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="25.79%"><p style="text-align:center">El-Awady</p></td> 
       <td class="custom-top-td acenter" width="14.35%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.77%"><p style="text-align:center">0.9827</p></td> 
       <td class="custom-top-td acenter" width="21.53%"><p style="text-align:center">1.8521</p></td> 
       <td class="custom-top-td acenter" width="21.56%"><p style="text-align:center">2.6179</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9519</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">1.3766</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.9581</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9289</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">1.3470</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.8851</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9196</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">1.2109</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.6728</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9212</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">1.2315</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.6531</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.35%"><p style="text-align:center">323</p></td> 
       <td class="custom-bottom-td acenter" width="16.77%"><p style="text-align:center">0.9301</p></td> 
       <td class="custom-bottom-td acenter" width="21.53%"><p style="text-align:center">1.3550</p></td> 
       <td class="custom-bottom-td acenter" width="21.56%"><p style="text-align:center">1.6918</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="25.79%"><p style="text-align:center">Frumkin</p></td> 
       <td class="custom-top-td acenter" width="14.35%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.77%"><p style="text-align:center">0.9718</p></td> 
       <td class="custom-top-td acenter" width="21.53%"><p style="text-align:center">4.5990</p></td> 
       <td class="custom-top-td acenter" width="21.56%"><p style="text-align:center">−3.9093</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9724</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">4.0166</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">−3.4864</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9717</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">4.1649</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">−3.5039</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9724</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">3.7244</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">−3.2337</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9738</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">3.5804</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">−3.1083</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.35%"><p style="text-align:center">323</p></td> 
       <td class="custom-bottom-td acenter" width="16.77%"><p style="text-align:center">0.9773</p></td> 
       <td class="custom-bottom-td acenter" width="21.53%"><p style="text-align:center">3.2825</p></td> 
       <td class="custom-bottom-td acenter" width="21.56%"><p style="text-align:center">−3.8586</p></td> 
      </tr> 
      <tr> 
       <td rowspan="6" class="custom-top-td acenter" width="25.79%"><p style="text-align:center">Adejo-Ekwenchi</p></td> 
       <td class="custom-top-td acenter" width="14.35%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.77%"><p style="text-align:center">0.9737</p></td> 
       <td class="custom-top-td acenter" width="21.53%"><p style="text-align:center">1.5001</p></td> 
       <td class="custom-top-td acenter" width="21.56%"><p style="text-align:center">2.3713</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.957</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">1.0294</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.7382</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9362</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.9808</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.6564</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9266</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.8420</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.4561</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9287</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.8289</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.4148</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.35%"><p style="text-align:center">323</p></td> 
       <td class="acenter" width="16.77%"><p style="text-align:center">0.9441</p></td> 
       <td class="acenter" width="21.53%"><p style="text-align:center">0.8374</p></td> 
       <td class="acenter" width="21.56%"><p style="text-align:center">1.3699</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>The study of adsorption isotherms serves as a fundamental tool for elucidating the molecular-level mechanisms governing corrosion inhibition. A better understanding of the adsorption behaviour of an inhibitor can be achieved by investigating the thermodynamics of the adsorption process. Thus, the thermodynamic properties are based on the analysis of adsorption thermodynamic parameters. The standard free energy of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
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        <mn>
          0 
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       </msubsup> 
      </mrow> 
     </math>) is calculated using the following Equation <xref ref-type="bibr" rid="scirp.146900-50">
      [50]
     </xref>:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
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        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
       <mo>
         = 
       </mo> 
       <mo>
         − 
       </mo> 
       <mi>
         R 
       </mi> 
       <mi>
         T 
       </mi> 
       <mi>
         ln 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mn>
           55.5 
         </mn> 
         <msub> 
          <mi>
            K 
          </mi> 
          <mrow> 
           <mi>
             a 
           </mi> 
           <mi>
             d 
           </mi> 
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           </mi> 
          </mrow> 
         </msub> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
      </mrow> 
     </math>(17)</p>
    <p>where:</p>
    <p>Indeed, the adsorption of MPIP on the aluminum surface follows the Langmuir isotherm model most appropriately.</p>
    <p>Furthermore, the standard enthalpy change of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
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        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>) and the standard entropy change of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>) are determined from the Gibbs-Helmholtz Equation:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          G 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
       <mo>
         = 
       </mo> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
       <mo>
         − 
       </mo> 
       <mi>
         T 
       </mi> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>(18)</p>
    <fig id="fig9" position="float">
     <label>Figure 9</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 9. ΔG<sub>ads</sub> versus temperature.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId99.jpeg?20251103093008" />
    </fig>
    <p>In fact, plotting 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          G 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math> as a function of temperature (<xref ref-type="fig" rid="fig9">
      Figure 9
     </xref>) allows for the determination of the thermodynamic quantities 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math> and 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>. The corresponding values derived from this analysis are summarized in <xref ref-type="table" rid="table3">
      Table 3
     </xref>.</p>
    <table-wrap id="table3">
     <label>
      <xref ref-type="table" rid="table3">
       Table 3
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 3. K<sub>ads</sub> and thermodynamic adsorption parameters for MPIP.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td custom-top-td aleft" width="12.67%"><p style="text-align:left">T (K)</p></td> 
       <td class="custom-bottom-td custom-top-td aleft" width="16.25%"><p style="text-align:left">K<sub>ads</sub></p></td> 
       <td class="custom-bottom-td custom-top-td aleft" width="22.34%"><p style="text-align:left"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msubsup> 
            <mi>
              G 
            </mi> 
            <mrow> 
             <mi>
               a 
             </mi> 
             <mi>
               d 
             </mi> 
             <mi>
               s 
             </mi> 
            </mrow> 
            <mn>
              0 
            </mn> 
           </msubsup> 
          </mrow> 
         </math> (kJ∙mol<sup>−1</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td aleft" width="24.37%"><p style="text-align:left"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msubsup> 
            <mi>
              H 
            </mi> 
            <mrow> 
             <mi>
               a 
             </mi> 
             <mi>
               d 
             </mi> 
             <mi>
               s 
             </mi> 
            </mrow> 
            <mn>
              0 
            </mn> 
           </msubsup> 
          </mrow> 
         </math> (kJ∙mol<sup>−1</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td aleft" width="24.37%"><p style="text-align:left"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msubsup> 
            <mi>
              S 
            </mi> 
            <mrow> 
             <mi>
               a 
             </mi> 
             <mi>
               d 
             </mi> 
             <mi>
               s 
             </mi> 
            </mrow> 
            <mn>
              0 
            </mn> 
           </msubsup> 
          </mrow> 
         </math> (J∙mol<sup>−1</sup>∙K<sup>−1</sup>)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="12.67%"><p style="text-align:center">298</p></td> 
       <td class="custom-top-td acenter" width="16.25%"><p style="text-align:center">26178.01047</p></td> 
       <td class="custom-top-td acenter" width="22.34%"><p style="text-align:center">−35.179783</p></td> 
       <td rowspan="6" class="custom-top-td acenter" width="24.37%"><p style="text-align:center">−13.677</p></td> 
       <td rowspan="6" class="custom-top-td acenter" width="24.37%"><p style="text-align:center">72.3</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.67%"><p style="text-align:center">303</p></td> 
       <td class="acenter" width="16.25%"><p style="text-align:center">24813.89578</p></td> 
       <td class="acenter" width="22.34%"><p style="text-align:center">−35.59230554</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.67%"><p style="text-align:center">308</p></td> 
       <td class="acenter" width="16.25%"><p style="text-align:center">23866.34845</p></td> 
       <td class="acenter" width="22.34%"><p style="text-align:center">−36.07998561</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.67%"><p style="text-align:center">313</p></td> 
       <td class="acenter" width="16.25%"><p style="text-align:center">20120.72435</p></td> 
       <td class="acenter" width="22.34%"><p style="text-align:center">−36.22165414</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="12.67%"><p style="text-align:center">318</p></td> 
       <td class="acenter" width="16.25%"><p style="text-align:center">18867.92453</p></td> 
       <td class="acenter" width="22.34%"><p style="text-align:center">−36.63039133</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="12.67%"><p style="text-align:center">323</p></td> 
       <td class="custom-bottom-td acenter" width="16.25%"><p style="text-align:center">17857.14286</p></td> 
       <td class="custom-bottom-td acenter" width="22.34%"><p style="text-align:center">−37.05855328</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>The negative values of the standard Gibbs free energy of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          G 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>) indicate that the adsorption of MPIP onto the aluminum surface is a spontaneous process, accompanied by the formation of a stable adsorbed layer <xref ref-type="bibr" rid="scirp.146900-52">
      [52]
     </xref>. The measured values, ranging from −35 to −37 kJ·mol<sup>−1</sup>, suggest that a mixed adsorption mode, so the mechanism likely involves both physisorption and some degree of chemisorption <xref ref-type="bibr" rid="scirp.146900-51">
      [51]
     </xref>.</p>
    <p>Furthermore, the standard enthalpy change of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>) is negative, confirming that the process is exothermic <xref ref-type="bibr" rid="scirp.146900-40">
      [40]
     </xref>. This exothermic nature favors physisorption, although it is often associated with a decrease in inhibition efficiency at elevated temperatures.</p>
    <p>Finally, the positive value of the standard entropy change of adsorption ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mrow> 
         <mi>
           a 
         </mi> 
         <mi>
           d 
         </mi> 
         <mi>
           s 
         </mi> 
        </mrow> 
        <mn>
          0 
        </mn> 
       </msubsup> 
      </mrow> 
     </math>) reflects an increase in disorder at the metal/solution interface during MPIP adsorption. This increase is primarily attributed to the displacement of water molecules initially adsorbed on the aluminum surface, which are replaced by inhibitor molecules <xref ref-type="bibr" rid="scirp.146900-30">
      [30]
     </xref>-<xref ref-type="bibr" rid="scirp.146900-33">
      [33]
     </xref> <xref ref-type="bibr" rid="scirp.146900-40">
      [40]
     </xref>.</p>
    <p>The effect of temperature on corrosion and its inhibition process for aluminum in 1 M HCl in absence and presence of different concentrations of MPIP at different temperatures ranging from 298 K to 323 K was evaluated. The dependence of corrosion rate on the temperature can be regarded as an Arrhenius-type process, the rate of which is given by Arrhenius:</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         log 
       </mi> 
       <mi>
         W 
       </mi> 
       <mo>
         = 
       </mo> 
       <mi>
         log 
       </mi> 
       <mi>
         A 
       </mi> 
       <mo>
         − 
       </mo> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            E 
          </mi> 
          <mi>
            a 
          </mi> 
         </msub> 
        </mrow> 
        <mrow> 
         <mn>
           2.3 
         </mn> 
         <mi>
           R 
         </mi> 
         <mi>
           T 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math>(19)</p>
    <p>where W is the corrosion rate in the presence of inhibitor, E<sub>a</sub> the apparent activation energy, R the universal gas constant, A the frequency factor.</p>
    <p>Corrosion rates were used to additionally achieve data on the apparent activation enthalpy ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) and activation entropy ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) changes for the formation of the activated complex in the transition state using the relation (20):</p>
    <p>
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         log 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mi>
            W 
          </mi> 
          <mi>
            T 
          </mi> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         = 
       </mo> 
       <mi>
         log 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mi>
            R 
          </mi> 
          <mrow> 
           <mi>
             ℵ 
           </mi> 
           <mi>
             h 
           </mi> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         + 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           Δ 
         </mi> 
         <msubsup> 
          <mi>
            S 
          </mi> 
          <mi>
            a 
          </mi> 
          <mo>
            * 
          </mo> 
         </msubsup> 
        </mrow> 
        <mrow> 
         <mn>
           2.303 
         </mn> 
         <mi>
           R 
         </mi> 
        </mrow> 
       </mfrac> 
       <mo>
         − 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           Δ 
         </mi> 
         <msubsup> 
          <mi>
            H 
          </mi> 
          <mi>
            a 
          </mi> 
          <mo>
            * 
          </mo> 
         </msubsup> 
        </mrow> 
        <mrow> 
         <mn>
           2.303 
         </mn> 
         <mi>
           R 
         </mi> 
         <mi>
           T 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> (20)</p>
    <p>where h is Planck’s constant and N is Avogadro number.</p>
    <p>The plots of logW and logW/T versus 1/T for aluminum in corrosive environment in the absence and in the presence of various concentrations of the MPIP inhibtor are given by <xref ref-type="fig" rid="fig10">
      Figure 10
     </xref> and <xref ref-type="fig" rid="fig11">
      Figure 11
     </xref>.</p>
    <p>The slopes 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mfrac> 
        <mrow> 
         <msub> 
          <mi>
            E 
          </mi> 
          <mi>
            a 
          </mi> 
         </msub> 
        </mrow> 
        <mrow> 
         <mn>
           2.3 
         </mn> 
         <mi>
           R 
         </mi> 
         <mi>
           T 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> and 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mfrac> 
        <mrow> 
         <mi>
           Δ 
         </mi> 
         <msubsup> 
          <mi>
            H 
          </mi> 
          <mi>
            a 
          </mi> 
          <mo>
            * 
          </mo> 
         </msubsup> 
        </mrow> 
        <mrow> 
         <mn>
           2.303 
         </mn> 
         <mi>
           R 
         </mi> 
         <mi>
           T 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> of the straight lines were used to evaluate (E<sub>a</sub>) and ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) , whereas the intercept 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         log 
       </mi> 
       <mrow> 
        <mo>
          ( 
        </mo> 
        <mrow> 
         <mfrac> 
          <mi>
            R 
          </mi> 
          <mrow> 
           <mi>
             ℵ 
           </mi> 
           <mi>
             h 
           </mi> 
          </mrow> 
         </mfrac> 
        </mrow> 
        <mo>
          ) 
        </mo> 
       </mrow> 
       <mo>
         + 
       </mo> 
       <mfrac> 
        <mrow> 
         <mi>
           Δ 
         </mi> 
         <msubsup> 
          <mi>
            S 
          </mi> 
          <mi>
            a 
          </mi> 
          <mo>
            * 
          </mo> 
         </msubsup> 
        </mrow> 
        <mrow> 
         <mn>
           2.303 
         </mn> 
         <mi>
           R 
         </mi> 
        </mrow> 
       </mfrac> 
      </mrow> 
     </math> was used to evaluate ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>). All the results are presented in <xref ref-type="table" rid="table4">
      Table 4
     </xref>.</p>
    <p>The value of activation energy (E<sub>a</sub>) for hydrochloric acid solution without MPIP is 98.52 kJ/mol, while in the presence of MPIP as a corrosion inhibitor is 111.54 kJ/mol. The high activation energy value of MPIP is often interpreted as suggesting the formation of a physical/electrostatic adsorption film <xref ref-type="bibr" rid="scirp.146900-48">
      [48]
     </xref>.</p>
    <fig id="fig10" position="float">
     <label>Figure 10</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 10. Arrhenius plots for aluminum in 1 M HCl without and with MPIP.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId131.jpeg?20251103093008" />
    </fig>
    <fig id="fig11" position="float">
     <label>Figure 11</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 11. Arrhenius plots for aluminum in 1 M HCl without and with MPIP.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId132.jpeg?20251103093008" />
    </fig>
    <p>The positive 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math> value refers to an endothermic dissolution process for surface of aluminum at room temperature in the presence of MPIP molecules <xref ref-type="bibr" rid="scirp.146900-53">
      [53]
     </xref>. 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          H 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math> increased with a temperature increase, which supports the endothermic nature of aluminum surface dissolution and the decrease of the inhibition performance of MPIP molecules. The apparent entropy activation ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) values at room temperature</p>
    <p>were positive with increasing temperature. In the absence of MPIP molecules, the apparent entropy activation values were also positive at higher concentrations of MPIP. ( 
     <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <mi>
         Δ 
       </mi> 
       <msubsup> 
        <mi>
          S 
        </mi> 
        <mi>
          a 
        </mi> 
        <mo>
          * 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) with considerable and positive values implies that the activated complex in the rate-determining step means a dissociation rather than an association stage, suggesting that an increase in disordering takes place on proceeding from reactants to the activated complex <xref ref-type="bibr" rid="scirp.146900-54">
      [54]
     </xref>.</p>
    <table-wrap id="table4">
     <label>
      <xref ref-type="table" rid="table4">
       Table 4
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 4. Kinetic parameters for aluminum in 1.0 M HCl in the presence and absence of MPIP.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td custom-top-td acenter" width="25.36%"><p style="text-align:center">Concentration mM</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="23.70%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msub> 
            <mi>
              E 
            </mi> 
            <mi>
              a 
            </mi> 
           </msub> 
          </mrow> 
         </math> (kJ∙mol<sup>−1</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="21.54%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msubsup> 
            <mi>
              H 
            </mi> 
            <mi>
              a 
            </mi> 
            <mo>
              ∗ 
            </mo> 
           </msubsup> 
          </mrow> 
         </math> (kJ∙mol<sup>−1</sup>)</p></td> 
       <td class="custom-bottom-td custom-top-td acenter" width="21.54%"><p style="text-align:center"> 
         <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msubsup> 
            <mi>
              S 
            </mi> 
            <mi>
              a 
            </mi> 
            <mo>
              ∗ 
            </mo> 
           </msubsup> 
          </mrow> 
         </math> (J∙mol<sup>−1</sup>∙K<sup>−1</sup>)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="25.36%"><p style="text-align:center">blank</p></td> 
       <td class="custom-top-td acenter" width="23.70%"><p style="text-align:center">98.51990803</p></td> 
       <td class="custom-top-td acenter" width="21.54%"><p style="text-align:center">95.93892672</p></td> 
       <td class="custom-top-td acenter" width="21.54%"><p style="text-align:center">25.795328</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.36%"><p style="text-align:center">0.04</p></td> 
       <td class="acenter" width="23.70%"><p style="text-align:center">111.5416964</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">108.9607151</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">61.981504</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.36%"><p style="text-align:center">0.06</p></td> 
       <td class="acenter" width="23.70%"><p style="text-align:center">112.1490989</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">110.1965971</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">64.182144</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="25.36%"><p style="text-align:center">0.1</p></td> 
       <td class="acenter" width="23.70%"><p style="text-align:center">114.5480511</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">117.6118886</p></td> 
       <td class="acenter" width="21.54%"><p style="text-align:center">80.926144</p></td> 
      </tr> 
      <tr> 
       <td class="custom-bottom-td acenter" width="25.36%"><p style="text-align:center">0.2</p></td> 
       <td class="custom-bottom-td acenter" width="23.70%"><p style="text-align:center">138.5950559</p></td> 
       <td class="custom-bottom-td acenter" width="21.54%"><p style="text-align:center">136.0140746</p></td> 
       <td class="custom-bottom-td acenter" width="21.54%"><p style="text-align:center">136.688448</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
   <sec id="s3_3">
    <title>3.3. Quantum Chemical Calculations</title>
    <p>Quantum chemical principles have been widely used to study corrosion inhibition including structure optimization calculations, semi-empirical, ab initio and DFT calculations. To corroborate the experimental results and the electronic parameters which are very important to explain the molecule reactivity, a computational analysis based on density functional theory (DFT) was carried out.</p>
    <p>The quantum chemical parameters for the neutral form (<xref ref-type="fig" rid="fig12">
      Figure 12
     </xref>) of the investigated inhibitor calculated by DFT/B3LYP with the 6-31G (d, p) are listed in <xref ref-type="table" rid="table5">
      Table 5
     </xref>. The values of the frontier molecular orbital energies (i.e. energy of the highest occupied molecular orbital (E<sub>HOMO</sub>), energy of the lowest unoccupied molecular orbital (E<sub>LUMO</sub>), the energy gap (ΔE<sub>L</sub><sub>–</sub><sub>H</sub>), total energy (E<sub>T</sub>), Hardness (η), Electrophilicity (ω), Ionization Potential (I), and dipole moment (μ) were also calculated <xref ref-type="bibr" rid="scirp.146900-46">
      [46]
     </xref>.</p>
    <p>Generally, the energy gap of a molecule is a quantum chemical parameter that indicates hardness or softness of molecular species. Hard molecules are characterized with larger value of energy gap and are less reactive than soft molecules, which are characterize by small energy gap <xref ref-type="bibr" rid="scirp.146900-55">
      [55]
     </xref>. The quantum chemical parameters of MPIP provide consistent evidence for its strong inhibitory performance on aluminum. The relatively high HOMO energy indicates that MPIP can readily donate electrons to the metal surface, while its low LUMO energy suggests a simultaneous ability to accept electrons, thereby favoring donor–acceptor interactions <xref ref-type="bibr" rid="scirp.146900-42">
      [42]
     </xref> <xref ref-type="bibr" rid="scirp.146900-56">
      [56]
     </xref>-<xref ref-type="bibr" rid="scirp.146900-58">
      [58]
     </xref>. This dual behavior, combined with the small energy gap (ΔE), reflects high chemical reactivity and facilitates electron transfer during adsorption. The moderate dipole moment (μ = 1.8126 D) confirms sufficient molecular polarity to promote surface interactions. In addition, the high softness (σ) and low hardness (η) values classify MPIP as a “soft” molecule, further enhancing its adsorption affinity. The elevated electrophilicity index (ω = 3.6942) highlights its strong electron-accepting tendency, particularly toward reactive species such as H⁺ in acidic media, supporting the formation of a protective barrier layer on the aluminum surface. Moreover, the lower electronegativity of MPIP (χ<sub>inh</sub> = 3.7542 eV) compared to aluminum (χ<sub>Al</sub> = 4.28 eV), along with the positive fraction of electrons transferred (ΔN &gt; 0), confirms electron migration from the metal to the inhibitor <xref ref-type="bibr" rid="scirp.146900-58">
      [58]
     </xref>. Taken together, these descriptors underline the capability of MPIP to strongly adsorb onto aluminum through synergistic donor–acceptor and electrostatic interactions, thereby ensuring effective corrosion inhibition.</p>
    <fig id="fig12" position="float">
     <label>Figure 12</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 12. Optimized structure of MPIP.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId147.jpeg?20251103093010" />
    </fig>
    <table-wrap id="table5">
     <label>
      <xref ref-type="table" rid="table5">
       Table 5
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 5. Theoretical properties of MPIP calculated using DFT at the B3LYP/6-31G (d) basis set.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="58.13%"><p style="text-align:center">Parameters</p></td> 
       <td class="custom-bottom-td acenter" width="41.87%"><p style="text-align:center">MPIP</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="58.13%"><p style="text-align:center">E<sub>HOMO</sub> (eV)</p></td> 
       <td class="custom-top-td acenter" width="41.87%"><p style="text-align:center">−5.6617</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">E<sub>LUMO</sub> (eV)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">−1.8466</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Energy gap ΔE<sub>L</sub><sub>–</sub><sub>H</sub></p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">3.8151</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Dipole moment μ (D)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">1.8126</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Ionization energy (eV)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">5.6617</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Electron affinity A (eV)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">1.8466</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Absolute electronegativity χ (eV)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">3.7542</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Hardness η (eV)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">1.9076</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Softness σ (eV)<sup>−</sup><sup>1</sup></p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">0.5242</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Fraction of electron transferred ΔN</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">0.3213</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Electrophylicity index ω</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">3.6942</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="58.13%"><p style="text-align:center">Total energy E<sub>T</sub> (Ha)</p></td> 
       <td class="acenter" width="41.87%"><p style="text-align:center">−1146.9877</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>Reactive sites correspond to molecular regions that are most likely to donate or accept electrons in interactions with the metal. In the case of MPIP, the molecule tends to accept electrons through the LUMO and to donate electrons via the HOMO (<xref ref-type="fig" rid="fig13">
      Figure 13
     </xref>). The identification of these sites is based on the analysis of Fukui functions ( 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msubsup> 
        <mi>
          f 
        </mi> 
        <mi>
          k 
        </mi> 
        <mo>
          + 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>, 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msubsup> 
        <mi>
          f 
        </mi> 
        <mi>
          k 
        </mi> 
        <mo>
          − 
        </mo> 
       </msubsup> 
      </mrow> 
     </math>) and the dual descriptor (Δf<sub>k</sub> (r)) <xref ref-type="bibr" rid="scirp.146900-59">
      [59]
     </xref>. According to the literature, the atom with the highest values of 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msubsup> 
        <mi>
          f 
        </mi> 
        <mi>
          k 
        </mi> 
        <mo>
          + 
        </mo> 
       </msubsup> 
      </mrow> 
     </math> and Δf<sub>k</sub> (r) is considered the most favorable site for nucleophilic attack, generally associated with the LUMO of MPIP. Conversely, the atom displaying the highest 
     <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
       <msubsup> 
        <mi>
          f 
        </mi> 
        <mi>
          k 
        </mi> 
        <mo>
          − 
        </mo> 
       </msubsup> 
      </mrow> 
     </math> value and the lowest Δf<sub>k</sub> (r) is the predominant site for electrophilic attack, which is linked to the HOMO <xref ref-type="bibr" rid="scirp.146900-57">
      [57]
     </xref> <xref ref-type="bibr" rid="scirp.146900-60">
      [60]
     </xref>.</p>
    <fig id="fig13" position="float">
     <label>Figure 13</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 13. HOMO and LUMO orbitals of studied molecule.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId156.jpeg?20251103093011" />
    </fig>
    <p>The Fukui function analysis in <xref ref-type="table" rid="table6">
      Table 6
     </xref> provides further insight into the reactive sites of MPIP and their role in its adsorption on aluminum. Carbon C (1) was identified as the most favorable site for electrophilic attack, while oxygen O (37) emerged as the primary nucleophilic center.</p>
    <table-wrap id="table6">
     <label>
      <xref ref-type="table" rid="table6">
       Table 6
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Table 6. Local MPIP reactivity sites.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="11.91%"><p style="text-align:center">Atoms</p></td> 
       <td class="custom-bottom-td acenter" width="13.14%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msub> 
            <mi>
              q 
            </mi> 
            <mi>
              k 
            </mi> 
           </msub> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               N 
             </mi> 
             <mo>
               + 
             </mo> 
             <mn>
               1 
             </mn> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="14.99%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msub> 
            <mi>
              q 
            </mi> 
            <mi>
              k 
            </mi> 
           </msub> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mi>
              N 
            </mi> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="14.99%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msub> 
            <mi>
              q 
            </mi> 
            <mi>
              k 
            </mi> 
           </msub> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               N 
             </mi> 
             <mo>
               − 
             </mo> 
             <mn>
               1 
             </mn> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="14.99%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msubsup> 
            <mi>
              f 
            </mi> 
            <mi>
              k 
            </mi> 
            <mo>
              + 
            </mo> 
           </msubsup> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="14.99%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <msubsup> 
            <mi>
              f 
            </mi> 
            <mi>
              k 
            </mi> 
            <mo>
              − 
            </mo> 
           </msubsup> 
          </mrow> 
         </math></p></td> 
       <td class="custom-bottom-td acenter" width="14.99%"><p style="text-align:center"> 
         <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
           <mi>
             Δ 
           </mi> 
           <msub> 
            <mi>
              f 
            </mi> 
            <mi>
              k 
            </mi> 
           </msub> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mi>
              r 
            </mi> 
            <mo>
              ) 
            </mo> 
           </mrow> 
          </mrow> 
         </math></p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="11.91%"><p style="text-align:center">1 C</p></td> 
       <td class="custom-top-td acenter" width="13.14%"><p style="text-align:center">0.084159</p></td> 
       <td class="custom-top-td acenter" width="14.99%"><p style="text-align:center">0.454511</p></td> 
       <td class="custom-top-td acenter" width="14.99%"><p style="text-align:center">0.058647</p></td> 
       <td class="custom-top-td acenter" width="14.99%"><p style="text-align:center">−0.370352</p></td> 
       <td class="custom-top-td acenter" width="14.99%"><p style="text-align:center">0.395864</p></td> 
       <td class="custom-top-td acenter" width="14.99%"><p style="text-align:center">−0.766216</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">2 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.028102</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.080094</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.027294</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.051992</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.0528</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.104792</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">3 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.112039</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.08167</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.060065</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.193709</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.141735</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.335444</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">4 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.046961</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.131366</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.015956</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.084405</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.11541</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.199815</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">5 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.078677</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.094616</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.021482</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.015939</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.073134</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.089073</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">6 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.354291</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.202057</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.017848</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.152234</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.184209</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.031975</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">7 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.061676</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.121785</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.083259</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.060109</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.038526</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.098635</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">8 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.00172</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.120028</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.001061</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.118308</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.118967</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.237275</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">9 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.004834</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.106999</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.003117</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.111833</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.110116</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.221949</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">10 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.002723</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.107294</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.000418</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.104571</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.106876</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.211447</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">11 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.002131</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.131794</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.00119</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.133925</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.132984</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.266909</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">12 N</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.040292</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.52734</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.040049</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.487048</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.567389</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">1.054437</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">13 N</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.026409</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.544625</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.038577</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.571034</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.506048</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">1.077082</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">14 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.039551</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.075921</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.011597</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.03637</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.064324</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.100694</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">15 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.020128</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.085454</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.000649</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.105582</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.084805</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.190387</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">16 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.114824</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.080355</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.062354</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.195179</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.142709</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.337888</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">17 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.020175</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.095429</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.00634</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.075254</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.101769</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.177023</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">18 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.001103</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.117649</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.000008</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.118752</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.117657</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.236409</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">19 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.040889</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.096489</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.020198</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.0556</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.076291</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.131891</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">20 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.005708</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.03079</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.011379</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.036498</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.019411</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.055909</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">21 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.121782</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.092642</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.036204</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.214424</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.128846</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.34327</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">22 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.000487</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.096181</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.000524</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.095694</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.096705</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.192399</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">23 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.001044</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.090707</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.00052</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.089663</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.090187</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.17985</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">24 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.005068</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.092197</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.001853</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.097265</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.09405</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.191315</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">25 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.11745</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.056877</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.153823</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.174327</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.096946</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.077381</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">26 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.248923</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.167263</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.113671</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.416186</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.280934</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.69712</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">27 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.042584</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.370791</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.107162</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.413375</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.263629</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.677004</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">28 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.008467</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.334024</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.060823</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.325557</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.273201</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.598758</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">29 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.004117</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.154673</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.026183</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.150556</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.12849</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.279046</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">30 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.008602</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.035121</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.030289</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.026519</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.004832</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.031351</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">31 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.017028</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.042398</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.002711</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.02537</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.039687</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.065057</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">32 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.011232</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.128044</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.066876</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.116812</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.19492</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.311732</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">33 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.018728</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.114015</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.020282</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.132743</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.093733</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.226476</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">34 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.000022</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.092786</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.000798</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.092764</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.091988</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.184752</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">35 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.001119</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.022979</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.00695</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.024098</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.016029</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.040127</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">36 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.000782</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.103264</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.000598</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.104046</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.102666</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.206712</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">37 O</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.051396</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.498977</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.220816</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.550373</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.719793</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">1.270166</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">38 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.007076</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.007882</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.010492</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.000806</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.018374</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.01918</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">39 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.009184</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.111216</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.006734</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.1204</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.11795</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.23835</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">40 O</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.001172</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.530633</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.001501</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.531805</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.529132</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">1.060937</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">41 C</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.000491</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.119387</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.001422</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.119878</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.120809</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.240687</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">42 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.000004</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.120512</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.000028</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.120508</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.12054</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.241048</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">43 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.0001</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.134414</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.000992</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.134314</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.133422</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.267736</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">44 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">−0.00004</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.123414</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.000005</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.123454</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.123409</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.246863</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="11.91%"><p style="text-align:center">45 H</p></td> 
       <td class="acenter" width="13.14%"><p style="text-align:center">0.000254</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.130249</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.003574</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.129995</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">0.133823</p></td> 
       <td class="acenter" width="14.99%"><p style="text-align:center">−0.263818</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>These findings indicate that electron transfer to the metal occurs predominantly through C (1), whereas O (37) facilitates nucleophilic interactions by generating local electron deficiencies (<xref ref-type="fig" rid="fig14">
      Figure 14
     </xref>). Such donor–acceptor exchanges reinforce the inhibitor–metal bonding and contribute to the formation of a stable Al–MPIP protective layer. This electronic distribution strongly supports the adsorption capacity of MPIP and its effectiveness in preventing aluminum dissolution in aggressive media, in agreement with previous studies <xref ref-type="bibr" rid="scirp.146900-57">
      [57]
     </xref> <xref ref-type="bibr" rid="scirp.146900-60">
      [60]
     </xref>.</p>
    <fig id="fig14" position="float">
     <label>Figure 14</label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.146900-"></xref>Figure 14. Electron exchange between the molecule and aluminum.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1741441-rId169.jpeg?20251103093010" />
    </fig>
   </sec>
  </sec><sec id="s4">
   <title>4. Conclusion</title>
   <p>This study investigated the adsorption and corrosion inhibition behavior of (2E)-1-(4-methoxyphenyl)-3-(2-phenylH-imidazo [1, 2-α] pyridine-3-yl) prop-2-en-1-one on aluminum in 1 M HCl. Gravimetric tests demonstrated that the compound exhibits significant inhibition efficiency, which increases with concentration and decreases with temperature. Adsorption follows the Langmuir model, indicating monolayer physisorption primarily driven by van der Waals interactions. Thermodynamic analysis revealed that adsorption is spontaneous, exothermic, and accompanied by increased entropy. DFT calculations and local reactivity analysis identified carbon C (1) and oxygen O (37) as key active sites, confirming the molecule’s ability to transfer electrons to and from the metal surface. These interactions enhance adsorption, forming a protective barrier that effectively reduces aluminum dissolution. Theoretical predictions align closely with experimental observations, supporting the compound’s potential as an effective corrosion inhibitor at low temperatures.</p>
  </sec>
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