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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Built Environ.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Built Environment</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Built Environ.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2297-3362</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1740790</article-id>
<article-id pub-id-type="doi">10.3389/fbuil.2025.1740790</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Enhancing the performance of recycled aggregate concrete using graphene oxide</article-title>
<alt-title alt-title-type="left-running-head">S. and P.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbuil.2025.1740790">10.3389/fbuil.2025.1740790</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>S.</surname>
<given-names>Rathnaswamy</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/3215945"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>P.</surname>
<given-names>Jagadeesh</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2788087"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>School of Civil Engineering, Vellore Institute of Technology</institution>, <city>Vellore</city>, <country country="IN">India</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Jagadeesh P, <email xlink:href="mailto:p.jagadeesh@vit.ac.in">p.jagadeesh@vit.ac.in</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-10">
<day>10</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>11</volume>
<elocation-id>1740790</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>15</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 S. and P.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>S. and P.</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-10">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>The use of recycled coarse aggregate (RCA) in concrete helps the environment by using fewer natural resources and reducing the amount of trash in landfills. Nevertheless, RCA coarse is generally less strong and more porous because of the adhesion of mortar and a suboptimal interfacial transition zone (ITZ). This study employed recycled coarse aggregate (RCA) to examine the feasibility of employing graphene oxide (GO) to serve as a nano-engineered additive to improve concrete&#x2019;s microstructural and mechanical properties. The creation of an M30-grade concrete mix using 100% RCA and M-sand was the main goal of the current investigation, whereby GO was added at a ratio of 0.02%&#x2013;0.06% of the cement weight. Using SEM, EDS, FTIR, TGA, and micro-CT scanning, we investigated microstructure and mechanical characteristics, such as compressive, split tensile, and flexural strength. The results show that the inclusion of GO significantly improves both ITZ compaction and strength development. The most desirable effect was realized using 0.04% GO. The microstructure study indicated that the crack-bridging and nucleation actions of GO resulted in decreased porosity, improved pore distribution, and strengthened aggregate&#x2013;cement bonding. These findings reveal that GO can overcome challenges associated with RCA concrete, paving the way for better quality and more stable construction materials.</p>
</abstract>
<kwd-group>
<kwd>graphene oxide</kwd>
<kwd>manufactured sand</kwd>
<kwd>mechanical properties</kwd>
<kwd>microstructural analysis</kwd>
<kwd>recycled coarse aggregate</kwd>
<kwd>sustainable concrete</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="17"/>
<table-count count="11"/>
<equation-count count="1"/>
<ref-count count="29"/>
<page-count count="18"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Construction Materials</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>The issue of sustainable construction materials has attracted much research on RCA as an alternative to natural coarse aggregate for making concrete. With RCA, landfill waste can be reduced and natural resources saved. RCA-based concrete, however, is often characterized by higher porosity, lower mechanical strength, and a weakened ITZ due to adhered old mortar. Similar trends for recycled coarse aggregate have been reported in fly ash-based geopolymer pavement concrete, where RCA showed higher water absorption and weaker mechanical indices than virgin coarse aggregate, but it still satisfied specification limits for pavement use at controlled replacement levels, supporting the suitability of RCA as coarse aggregate (<xref ref-type="bibr" rid="B20">Rao et al., 2024</xref>). These defects limit the application of RCA in high-performance concrete for buildings by adversely affecting compressive, tensile, and flexural strength (<xref ref-type="bibr" rid="B4">Balaji et al., 2025</xref>; <xref ref-type="bibr" rid="B9">Chen and Du, 2025</xref>; <xref ref-type="bibr" rid="B18">Prasittisopin et al., 2025</xref>). Nanomaterials as additives to RCA concrete&#x2019;s mechanical performance were studied recently, and graphene oxide (GO) was identified as a solution (<xref ref-type="bibr" rid="B14">Lu et al., 2023</xref>). A nano-engineered graphene derivative, GO, improves cement hydration, particle packing, and aggregate-cement bonding (<xref ref-type="bibr" rid="B10">Chintalapudi and Pannem, 2019</xref>; <xref ref-type="bibr" rid="B12">Fonseka et al., 2025</xref>; <xref ref-type="bibr" rid="B28">Yurov et al., 2025</xref>). However, few studies have investigated the optimal dosage of GO to maximize the mechanical properties of RCA-based concrete, including its flexural, tensile, and compressive strengths (<xref ref-type="bibr" rid="B3">Bagheri et al., 2022</xref>).</p>
<p>The influence of GO on the densification of the ITZ and the aggregation&#x2013;matrix bonding of RCA-based concrete was accurately examined in this study. GO concentrations of 0.02%&#x2013;0.06% (by cement weight) were investigated in M30-grade concrete using 100% RCA and M-sand as the control to identify the optimal GO dosage for enhancing mechanical performance (<xref ref-type="bibr" rid="B1">Ahmed and Vidyadhara, 2013</xref>; <xref ref-type="bibr" rid="B23">Saravanan and Jagadeesh, 2018</xref>; <xref ref-type="bibr" rid="B2">Akarsh et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Murali et al., 2022</xref>; <xref ref-type="bibr" rid="B19">Raj and Sujatha, 2024</xref>; <xref ref-type="bibr" rid="B17">Pilegis et al., 2016</xref>). The experimental results showed improvements in flexural, tensile, and compressive strengths at 28-day curing intervals, microstructural improvement in ITZ quality, and porosity reduction. With an optimal dosage of 0.04%, GO incorporation leads to a significant increase in RCA concrete strength and ITZ properties compared to control samples. The effects of optimizing GO dosage and understanding the effects on aggregate&#x2013;cement bonding will help develop high-performance, sustainable, RCA-based concrete for structural applications (<xref ref-type="bibr" rid="B29">Zhan et al., 2022</xref>). The mechanical behavior and microstructural enhancement of M30-grade concrete with 100% recycled coarse aggregate and manufactured sand admixed with GO at various dosages (0.02%&#x2013;0.06%) by cement weight were investigated here. Quantifying microstructural enhancements by SEM, EDS, FTIR, TGA, and micro-CT analysis helps to understand how GO improves bonding between surfaces and the denser matrix, and modifies the filler action in RCA concrete. GO dosages ranging from 0.02% to 0.06% were assessed, and the optimal dosage of GO was found to be 0.04% as it greatly enhanced the concrete mixtures&#x2019; flexural, tensile, and compressive strengths. This research aims to develop durable, high-performance concrete that could make it easier to use aggregates made entirely of recycled materials in structural applications.</p>
<p>Consequently, the main goal of this research is to measure the impact of GO doses between 0.02% and 0.06% by cement weight across the 28-day compressive, split tensile, and flexural strengths for M30-grade concrete comprising manufactured sand and 100% recycled coarse aggregate. Secondary objectives are (i) to identify the optimal graphene oxide dosage to improve recycled aggregate concrete&#x2019;s mechanical performance and (ii) to elucidate the underlying mechanisms by examining interfacial transition zone densification, pore structure refinement, and hydration products using SEM&#x2013;EDS, FTIR, TGA, and micro-CT analyses.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Experimental program</title>
<sec id="s2-1">
<label>2.1</label>
<title>Methodology</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> presents the methodology adopted for this research. It represents the step-by-step process that was followed to prepare and characterize M30-grade concrete made with GO, M-sand, and RCA. Choosing, gathering, and characterizing the raw materials are the initial steps in the process. These include cement, GO, M-sand, RCA, water, and chemical admixtures. Pre-treatment was carried out on RCA to eliminate impurities and enhance its surface characteristics. After the preparation of materials, the mix design for M30 concrete was performed based on IS 10262. This design included varying amounts of GO to be added according to the specifications, from 0.02% to 0.06%. Homogeneous mixture trial batches were created to ensure uniform dispersion. To determine whether the fresh concrete was workable, slump tests were performed. If the slump values exceeded the allowable limit, the mix proportions were adjusted to bring the slump value within the permissible range. The specimens, after approval, were cast and then cured under controlled conditions. Then, mechanical tests such as compressive, split tensile, and flexural strength tests were conducted at specified curing ages as per BIS specifications. SEM, EDS, TGA, FTIR, and micro-CT tests were conducted along with mechanical tests to investigate the matrix densification, the interfacial transition zone, and the interaction effect of GO and RCA. In the final analysis, the results obtained from the mechanical and microstructural tests were combined and assessed to establish the performance improvements induced by the optimized mix.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Overview of the research methodology.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g001.tif">
<alt-text content-type="machine-generated">Flowchart detailing the process for developing sustainable concrete. It starts with problem identification, focusing on the use of graphene oxide and recycled aggregates. It proceeds through material collection and characterization, concrete mix development following IS 10262 standards, and physical property evaluation. Mechanical properties are then evaluated with compressive, tensile, and flexural tests. Microstructural analysis includes SEM, EDS, TGA, FTIR, and Micro CT for internal changes. It concludes with presenting synergistic effects and practical applications for sustainable construction.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Materials</title>
<p>53-grade ordinary Portland cement (OPC), conforming to IS: 12269 (Bureau of Indian Standards), was used as the material in this study. <xref ref-type="table" rid="T1">Table 1</xref> lists the cement parameters. In accordance with IS: 383 and IS: 2386, M-sand was utilized as an excellent fine aggregate (FA) and RCA (<xref ref-type="bibr" rid="B6">Building Materials and Technology Promotion Council, 2003</xref>) (Bureau of Indian Standards). The processed RCA was collected from the Kodungaiyur yard in the city of Chennai, which produces a significant amount of construction and demolition (C&#x26;D) waste, as depicted in <xref ref-type="fig" rid="F2">Figure 2</xref>. The city of Chennai produces approximately 1,741 tons of C&#x26;D waste every day as of 2024&#x2013;2025. This adds up to approximately 635,465 tons per year. <xref ref-type="table" rid="T2">Tables 2</xref> and <xref ref-type="table" rid="T3">3</xref> display the aggregate properties. Commercially available GO was treated as a nanomaterial with a polycarboxylate ether-based superplasticizer (PCS) that conforms to IS: 9,103 in order to improve fluidity. The element&#x2019;s oxide composition was determined using an XRF X-ray spectrometer, with the results displayed in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Physical characteristics of the cement.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Property</th>
<th align="center">Result</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Specific gravity</td>
<td align="center">3.15</td>
</tr>
<tr>
<td align="left">Fineness</td>
<td align="center">5%</td>
</tr>
<tr>
<td align="left">Standard consistency</td>
<td align="center">31%</td>
</tr>
<tr>
<td align="left">Initial setting time</td>
<td align="center">44&#xa0;min</td>
</tr>
<tr>
<td align="left">Final setting time</td>
<td align="center">600 min</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Collection of RCA <bold>(A)</bold>. Segregating the coarse aggregate by size <bold>(B)</bold>. Collected 20&#xa0;mm aggregate <bold>(C)</bold>.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g002.tif">
<alt-text content-type="machine-generated">(A) A person standing in front of a large pile of debris under a clear sky. (B) Industrial machinery with conveyor belts sorting materials into piles on a sunny day. (C) A large pile of sorted debris with industrial equipment in the background.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Fine aggregate (FA) characteristics.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Property</th>
<th align="left">Result</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Specific gravity</td>
<td align="left">2.7</td>
</tr>
<tr>
<td align="left">Fineness modulus</td>
<td align="left">2.9</td>
</tr>
<tr>
<td align="left">Grading zone</td>
<td align="left">Zone II</td>
</tr>
<tr>
<td align="left">Bulk density (kg/m<sup>3</sup>)</td>
<td align="left">1,758</td>
</tr>
<tr>
<td align="left">Water absorption</td>
<td align="left">2</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Recycled coarse aggregate (RCA) characteristics.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Property</th>
<th align="left">Result</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Specific gravity</td>
<td align="left">2.34</td>
</tr>
<tr>
<td align="left">Bulk density (kg/m<sup>3</sup>)</td>
<td align="left">1,360</td>
</tr>
<tr>
<td align="left">Water absorption (%)</td>
<td align="left">3.5%</td>
</tr>
<tr>
<td align="left">Aggregate impact value (AIV) (%)</td>
<td align="left">36%</td>
</tr>
<tr>
<td align="left">Los Angeles abrasion value (%)</td>
<td align="left">24%</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Elemental composition of cement and RCA by XRF.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Compound</th>
<th align="left">CaO</th>
<th align="left">SiO<sub>2</sub>
</th>
<th align="left">Al<sub>2</sub>O<sub>3</sub>
</th>
<th align="left">Fe<sub>2</sub>O<sub>3</sub>
</th>
<th align="left">MgO</th>
<th align="left">Na<sub>2</sub>O</th>
<th align="left">SO<sub>3</sub>
</th>
<th align="left">K<sub>2</sub>O</th>
<th align="left">Cl</th>
<th align="left">Loss due to ignition</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Cement (%)</td>
<td align="left">66.67</td>
<td align="left">18.91</td>
<td align="left">4.1</td>
<td align="left">4.94</td>
<td align="left">0.87</td>
<td align="left">0.12</td>
<td align="left">2.5</td>
<td align="left">0.43</td>
<td align="left">-</td>
<td align="left">1.05</td>
</tr>
<tr>
<td align="left">RCA (%)</td>
<td align="left">5.85</td>
<td align="left">47.89</td>
<td align="left">10.35</td>
<td align="left">6.88</td>
<td align="left">1.12</td>
<td align="left">-</td>
<td align="left">0.19</td>
<td align="left">-</td>
<td align="left">0.02</td>
<td align="left">4</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s2-2-1">
<label>2.2.1</label>
<title>RCA acid treatment procedure</title>
<p>Recycled coarse aggregate generally includes a sizable amount of old mortar that has adhered to it, which increases microcracking, porosity, and water absorption. As a result, it lowers recycled aggregate concrete&#x2019;s durability and mechanical performance. Acid treatment using hydrochloric acid is an established method for partially dissolving and detaching the adhered mortar, thereby reducing the thickness of the weak, porous layer surrounding the original aggregate particles (<xref ref-type="bibr" rid="B15">Makul et al., 2021</xref>).</p>
<p>(RCA) was pretreated with a 0.5&#xa0;M HCl solution to partially remove the adhered mortar, following established protocols for enhanced aggregate quality. Specifically, oven-dried RCA (in 1,000&#xa0;g batches, dried at 105&#xa0;&#xb0;C for 24&#xa0;h) was immersed in a 0.5&#xa0;M HCl solution at an aggregate-to-acid ratio of 1:3 (w/v), soaked for 2&#xa0;h at 25&#xa0;&#xb0;C &#xb1; 2&#xa0;&#xb0;C with intermittent stirring every 30&#xa0;min, decanted, rinsed thoroughly with distilled water (5&#xa0;L per kg of RCA) until a neutral pH was achieved, and finally oven-dried at 105&#xa0;&#xb0;C for 24&#xa0;h before use. This treatment reduced water absorption by 15%&#x2013;20% compared to untreated RCA (<xref ref-type="table" rid="T3">Table 3</xref>), confirming partial mortar removal while preserving aggregate integrity is shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Treatment process of RCA. <bold>(A)</bold> Untreated RCA. <bold>(B)</bold> HCL acid. <bold>(C)</bold> Acid soaking of the RCA. <bold>(D)</bold> Aggregate rinsed with water. <bold>(E)</bold> Drying the aggregate on a flat surface. <bold>(F)</bold> Collection of treated RCA. <bold>(G)</bold> Treated RCA.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g003.tif">
<alt-text content-type="machine-generated">Sequence of images showing a process. (A) A container filled with coarse aggregate. (B) A glass of liquid and a brown bottle. (C) Two blue buckets filled with the liquid mixture. (D) A blue bucket with a handle. (E) Wet aggregate spread on the ground. (F) Dried aggregate spread out. (G) A container with cleaned aggregate. Arrows denote progression from (A) to (G).</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2-2">
<label>2.2.2</label>
<title>Residual mortar content of recycled coarse aggregate (RCA)</title>
<p>The amount of mortar remaining after the recycled coarse aggregate (RCA) was determined using an acid treatment method adapted from RILEM recommendations and previous studies (<xref ref-type="bibr" rid="B21">RILEM, 1994</xref>). Oven-dried RCA samples 10&#x2013;25&#xa0;mm in size were first weighed to obtain the initial dry mass (M<sub>1</sub>). The samples were then immersed in a 1&#xa0;mol/L hydrochloric acid (HCl) solution for 24&#xa0;h to selectively dissolve the adhered cementitious mortar while minimizing damage to the original natural aggregate (<xref ref-type="bibr" rid="B13">Jain, 2025</xref>). After acid immersion, the aggregates were thoroughly rinsed with distilled water to remove residual acid and detached mortar particles, followed by oven drying at 105&#xa0;&#xb0;C &#xb1; 5&#xa0;&#xb0;C until constant mass was achieved. The final dry mass (M<sub>2</sub>) was recorded. The residual mortar content (RMC) was determined using the mass loss in relation to the initial dry mass calculated using <xref ref-type="disp-formula" rid="e1">Equation 1</xref>. The measured initial and final masses and the corresponding residual mortar content values are summarized in <xref ref-type="table" rid="T5">Table 5</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mtext>Residual&#x2009;mortar&#x2009;content&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>RMC&#x2009;</mml:mtext>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2a;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Determination of residual mortar content of RCA using acid treatment.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Test no.</th>
<th align="left">Initial dry mass before acid treatment, M<sub>1</sub> (g)</th>
<th align="left">Final dry mass after acid treatment, M<sub>2</sub> (g)</th>
<th align="left">Residual mortar content, RMC (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Test 1</td>
<td align="left">1,000</td>
<td align="left">798</td>
<td align="left">20.2</td>
</tr>
<tr>
<td align="left">Test 2</td>
<td align="left">1,000</td>
<td align="left">781</td>
<td align="left">21.9</td>
</tr>
<tr>
<td align="left">Test 3</td>
<td align="left">1,000</td>
<td align="left">773</td>
<td align="left">22.7</td>
</tr>
<tr>
<td align="left">&#x200b;</td>
<td align="left">&#x200b;</td>
<td align="left">Mean &#xb1; SD</td>
<td align="left">21.6 &#xb1; 1.4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Particle size analysis</title>
<p>The particle size distribution graph illustrated in <xref ref-type="fig" rid="F4">Figure 4</xref> shows that the grading characteristics of FA, CA, and RCA were determined by sieve analysis in accordance with IS 2386(Part 1):1963. FA demonstrates that passing percentage rates increase when the particle size decreases, indicating that it is suitable in the sand fraction. Coarse aggregate has a smooth gradation, and it is uninterrupted up to 20&#xa0;mm in size, suggesting that the coarse aggregate is evenly spaced and appropriate for use in concrete (<xref ref-type="bibr" rid="B6">Bureau of Indian Standards, 1963</xref>). Conversely, the RCA curve exhibits a steeper gradation of 10&#x2013;20&#xa0;mm, indicating that the distribution of particles is coarser and adherent mortar is present. The residual mortar content was determined from three independent acid treatment tests. The measured values ranged from 20.2% to 22.7%, yielding an average residual mortar content of 21.6% &#xb1; 1.4%. The low standard deviation indicates good repeatability of the test procedure and reliability of the measured value. This behavior suggests that, while RCA can be used effectively, it may require blending with natural aggregates to enhance workability and reduce porosity in concrete mixes.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Particle size analysis.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g004.tif">
<alt-text content-type="machine-generated">Line graph showing passing percentage versus particle size in millimeters. Three data series are shown: fine aggregate with black squares, coarse aggregate with red circles, and recycled coarse aggregate with blue triangles. Passing percentages increase with particle size for each aggregate type, with slight variations in trends.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-4">
<label>2.4</label>
<title>Graphene oxide preparation</title>
<p>The microstructure and mechanical properties are enhanced by the addition of small quantities of GO in different amounts (<xref ref-type="bibr" rid="B22">Sai and Jagadeesh, 2023</xref>) and polycarboxylate ether (PCE)-based superplasticizer, with 1% first dissolved in water using an ultrasonic method. At a concentration of 2&#xa0;mg/mL, a stable GO dispersion was obtained in an aqueous solution (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>GO preparation process: <bold>(a)</bold> GO powder, <bold>(b)</bold> ultrasonic dispersion process of GO, <bold>(c)</bold> dispersed GO, and <bold>(d)</bold> final form of GO before use in concrete mix.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g005.tif">
<alt-text content-type="machine-generated">Four images labeled (a) to (d). (a) Shows a digital scale reading zero point five zero zero grams with a sample on it. (b) Contains test tubes in a laboratory ultrasonic cleaner. (c) Displays multiple capped test tubes lying on a surface. (d) Features a glass beaker filled with a dark liquid on a table.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-5">
<label>2.5</label>
<title>Nano-engineered recycled coarse aggregate concrete mix design</title>
<p>The following GO dosages were utilized to cast M30-grade concrete examples with a constant W/C ratio of 0.4: 1,068&#xa0;kg of coarse aggregate, 791&#xa0;kg of FA, and 394&#xa0;kg of cement. The superplasticizer dosage was fixed at 1% by weight of cement, while the GO dosage was 0.02&#x2013;0.06 by weight of cement. The GO dosage range was selected based on the literature review in <xref ref-type="table" rid="T6">Table 6</xref>. The dosages of GO and superplasticizer were determined by the weight of cement measured for each mix. <xref ref-type="table" rid="T7">Table 7</xref> displays the proportions of the cement concrete mix that arrived in accordance with IS 10262:2019 (<xref ref-type="bibr" rid="B6">Bureau of Indian Standards, 2002</xref>). The control mix (CM) is defined as a mixture devoid of GO and containing 100% M-sand and RCA. The different dosages of GO were incorporated with RCA, ranging from 0.02% to 0.06% GO, labeled M1 to M5. To create a homogeneous mixture, the different components of concrete having GO dispersion were vigorously mixed for 5 to 7&#xa0;minutes in a power-driven mixer with a 1000 litres capacity. In accordance with IS 10086, the freshly mixed cement concrete was arranged in various shapes. The samples were removed from the corresponding molds and placed in water to cure after 24&#xa0;h.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Literature justification for the dosage range (0.02%&#x2013;0.06%) by cement weight.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Study</th>
<th align="left">GO dosage</th>
<th align="left">Key finding</th>
<th align="left">Application</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<xref ref-type="bibr" rid="B10">Chintalapudi and Pannem (2019)</xref>
</td>
<td align="left">0.02%&#x2013;0.05%</td>
<td align="left">Optimal OPC strength enhancement</td>
<td align="left">Cement paste</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B3">Bagheri et al. (2022)</xref>
</td>
<td align="left">0.03%&#x2013;0.04%</td>
<td align="left">Peak compressive performance</td>
<td align="left">Cement composites</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B14">Lu et al. (2023)</xref>
</td>
<td align="left">0.02%&#x2013;0.06%</td>
<td align="left">RCA&#x2013;ITZ bonding improvement</td>
<td align="left">RCA concrete</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B19">Raj and Sujatha (2024)</xref>
</td>
<td align="left">0.02%&#x2013;0.05%</td>
<td align="left">More than 0.05% of GO dosage causes agglomeration</td>
<td align="left">Cement mortar</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B24">Venkatesh et al. (2024)</xref>
</td>
<td align="left">0.04% fixed</td>
<td align="left">LC3 &#x2b; GO: highest strength and durability</td>
<td align="left">LC3 concrete</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B5">Bellum et al. (2025)</xref>
</td>
<td align="left">0.01%&#x2013;0.05%</td>
<td align="left">Flexural strength increases, and a denser matrix</td>
<td align="left">Cement composites</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B27">Yeswanth Sai and Jagadeesh (2023)</xref>
</td>
<td align="left">0.03% GO<break/>10% UFS</td>
<td align="left">Compressive and flexural strength increases</td>
<td align="left">Cement mortar</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T7" position="float">
<label>TABLE 7</label>
<caption>
<p>Mix design of nano-engineered RCA concrete.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Mix detailing</th>
<th align="left">Mix designation</th>
<th align="left">OPC (kg)</th>
<th align="left">FA (kg)</th>
<th align="left">RCA (kg)</th>
<th align="left">Water (L)</th>
<th align="left">GO (kg)</th>
<th align="left">SP (kg)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">0GO100MRCAC</td>
<td align="left">CM</td>
<td align="left">394</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">-</td>
<td align="left">3.54</td>
</tr>
<tr>
<td align="left">0.02 GO100MRCAC</td>
<td align="left">M1</td>
<td align="left">393.92</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">0.078</td>
<td align="left">3.54</td>
</tr>
<tr>
<td align="left">0.03GO100MRCAC</td>
<td align="left">M2</td>
<td align="left">393.88</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">0.118</td>
<td align="left">3.54</td>
</tr>
<tr>
<td align="left">0.04 GO100MRCAC</td>
<td align="left">M3</td>
<td align="left">393.84</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">0.157</td>
<td align="left">3.54</td>
</tr>
<tr>
<td align="left">0.05 GO100MRCAC</td>
<td align="left">M4</td>
<td align="left">393.80</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">0.197</td>
<td align="left">3.54</td>
</tr>
<tr>
<td align="left">0.06 GO100MRCAC</td>
<td align="left">M5</td>
<td align="left">393.76</td>
<td align="left">791</td>
<td align="left">1,068</td>
<td align="left">157.6</td>
<td align="left">0.236</td>
<td align="left">3.54</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>CM: 0% GO; M1&#x2013;M5: 0.02%&#x2013;0.06% GO; 100 MRCAC, denoted as 100% M-sand and 100% recycled coarse aggregate concrete.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-6">
<label>2.6</label>
<title>Slump test</title>
<p>IS:1199 was used to verify the cement concrete&#x2019;s workability in terms of slump (a nadirshah nath sh et al.). As seen in <xref ref-type="fig" rid="F6">Figure 6b</xref>, the slump value was noted for cement concrete mixtures with different GO concentrations. For each mix, the slump was measured immediately after mixing to verify workability for vibration-based placement, keeping the water&#x2013;cement ratio constant at 0.40. When adding GO reduced slump, the dosage of the polycarboxylate ether superplasticizer was adjusted within a 1% range of the cement dosage to obtain a workable, non-segregating mix. The detailed influence of GO on slump is discussed in <xref ref-type="sec" rid="s3-1-1">Section 3.1.1</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Slump cone test <bold>(a)</bold>; slump values <bold>(b)</bold>.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g006.tif">
<alt-text content-type="machine-generated">(a) Concrete slump test showing a conical mold filled with concrete on a base. A hand holds the mold in place. (b) Bar chart titled &#x22;Slump Value&#x22; with six orange bars representing slump in millimeters, labeled with percentages from 0.00% to 0.06% and values ranging from seventy-five to forty millimeters.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-7">
<label>2.7</label>
<title>Compressive strength</title>
<p>As shown in <xref ref-type="fig" rid="F7">Figure 7A</xref> (Bureau of Indian Standards), a compressive strength test was carried out on three identical specimens measuring 100 &#xd7; 100 &#xd7; 100&#xa0;mm, with each mix under direct compression for 28&#xa0;days, in accordance with IS: 516. The load was added progressively at a loading rate of 14&#xa0;N/mm<sup>2</sup>/min until no more substantial load could be supported. Each specimen&#x2019;s maximum applied force was noted, and the average compressive strength was computed.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Compression test <bold>(a)</bold>. Split tensile test <bold>(b)</bold>. Flexural test <bold>(c)</bold>.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g007.tif">
<alt-text content-type="machine-generated">Compression and tension testing machines are displayed in the top row, showing various equipment used for testing concrete strength. The bottom row features fractured concrete samples: (a) three crushed concrete cubes, (b) two split cylindrical concrete pieces, and (c) several cracked concrete beams.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-8">
<label>2.8</label>
<title>Split tensile strength</title>
<p>As shown in <xref ref-type="fig" rid="F7">Figure 7B</xref> (Bureau of Indian Standards), cylindrical specimens measuring 100&#xa0;mm in diameter and 200&#xa0;mm in height at 28&#xa0;days underwent a split tensile strength test in compliance with IS:&#xa0;516. Until the sample failed, a loading rate of 1.2&#x2013;2.4&#xa0;N/mm<sup>2</sup>/min was kept constant. Every sample&#x2019;s failure load was recorded. The average of three comparable specimens was used to determine split tensile strength.</p>
</sec>
<sec id="s2-9">
<label>2.9</label>
<title>Flexural strength</title>
<p>The flexural strength of various mixes was measured using prisms of 100&#xa0;mm &#xd7; 100&#xa0;mm &#xd7;500&#xa0;mm for each of the 28-day curing periods. <xref ref-type="fig" rid="F7">Figure 7C</xref> (Bureau of Indian Standards) shows how the load was used in compliance with IS: 516 under two-point bending. The rate of loading of 0.7&#xa0;N/mm2/min was preserved until the specimen failed.</p>
</sec>
<sec id="s2-10">
<label>2.10</label>
<title>Statistical analysis</title>
<p>Three duplicate specimens of each combination were examined for flexural, split tensile, and compressive strengths over a 28-day period. The mean and standard deviation (SD) of each property were calculated and are reported alongside the graphical results. One-way analysis of variance (ANOVA) was carried out separately for compressive, split tensile, and flexural strengths, with graphene oxide dosage as the single factor, to assess whether differences among mixes were statistically significant at a 95% confidence level (p &#x3c; 0.05). All statistical analyses were conducted in Microsoft Excel.</p>
</sec>
<sec id="s2-11">
<label>2.11</label>
<title>Microstructural characteristics</title>
<p>In this study, microstructural investigations were conducted using SEM, EDS, FTIR, TGA, and micro-CT to elucidate the influence of GO on M-sand/RCA concrete. The shape and elemental makeup of the cement matrix, including the interfacial transition zone surrounding RCA, were examined using SEM in conjunction with EDS, with emphasis on crack density, C&#x2013;S&#x2013;H gel densification, and the distribution of calcium and silicon. FTIR and TGA were used to assess the degree of hydration and phase evolution by tracking changes in silicate, hydroxyl, and carbonate bands and the thermal decomposition of hydrated compounds. In addition, micro-CT provided three-dimensional information on the internal pore structure and crack connectivity. These complementary techniques were used to correlate the densified matrix, improved ITZ, and refined pore network with the enhanced mechanical properties at the optimal GO dosage.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3-1">
<label>3.1</label>
<title>Characterization of GO&#x2019;s structure</title>
<p>
<xref ref-type="fig" rid="F8">Figure 8a</xref> shows a TEM image of GO with an ultrathin, wrinkled, sheet-like morphology, with transparent regions indicating a few-layer structure, suitable for high surface areas and enhanced interaction in cementitious systems. This wrinkled morphology plays an important role in creating greater mechanical interlocking, which enables a strong bond between GO, cement, and RCA (<xref ref-type="bibr" rid="B25">Wang et al., 2022</xref>). <xref ref-type="fig" rid="F8">Figure 8b</xref> shows the FTIR spectrum of GO, exhibiting characteristic peaks for O&#x2013;H stretching (3,434&#xa0;cm<sup>&#x2212;1</sup>), C&#x3d;O stretching (1,729&#xa0;cm<sup>&#x2212;1</sup>), C&#x3d;C stretching of sp<sup>2</sup> domains (1,636&#xa0;cm<sup>&#x2212;1</sup>), O&#x2013;H bending/C&#x2013;OH stretching (1,406&#xa0;cm<sup>&#x2212;1</sup>), C&#x2013;O stretching of epoxy/alkoxy groups (1,055&#xa0;cm<sup>&#x2212;1</sup>), and aromatic C&#x2013;H bending (686&#xa0;cm<sup>&#x2212;1</sup>), confirming the presence of oxygenated functional groups along with the remaining graphitic domains.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>TEM image of GO <bold>(a)</bold>. FTIR image of GO <bold>(b)</bold>.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g008.tif">
<alt-text content-type="machine-generated">(a) A microscopic image of graphene oxide, showing a textured, irregular surface. Scale bar indicates two hundred nanometers. (b) An infrared spectroscopy graph for graphene oxide. The graph plots transmittance percentage against wavenumber in reciprocal centimeters. Peaks are labeled at 3434, 1729, 1636, 1406, 1055, and 686 cm&#x207B;&#xB9;.</alt-text>
</graphic>
</fig>
<sec id="s3-1-1">
<label>3.1.1</label>
<title>Effect of GO on workability by the slump test</title>
<p>The incorporation of GO caused a systematic reduction in slump from 75&#xa0;mm for the control mix (0% GO) to 68 mm, 62 mm, 55 mm, 48 mm, and 40&#xa0;mm for GO dosages of 0.02%, 0.03%, 0.04%, 0.05%, and 0.06%, respectively (<xref ref-type="fig" rid="F6">Figure 6b</xref>). This progressive decrease confirms that increasing GO content significantly lowers workability. This is explained by the large number of oxygenated functional groups and the high specific surface area of GO, which increase water demand and promote the flocculation of cement particles in the fresh mix.</p>
<p>Although the slump decreased into the low-workability range at higher GO concentrations, all mixes remained suitable for vibration-based placement as per IS&#xa0;10086, with a consistent vibration time and visual control used to measure full compaction without segregation. The water-to-cement ratio was maintained at 0.40, but the dosage of polycarboxylate ether superplasticizer (1% by weight of cement) and vibration time were adjusted to achieve full compaction without segregation. Thus, at the ideal dosage of 0.04% GO, the noted increases in compressive, tensile, and flexural strengths are mainly attributed to GO-induced microstructural refinement rather than to artifacts arising from inadequate workability or compaction.</p>
</sec>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Graphene oxide&#x2019;s effect on the mechanical properties of concrete</title>
<sec id="s3-2-1">
<label>3.2.1</label>
<title>Compressive strength</title>
<p>The 28-day compressive strength values of cement concrete mixes with different GO dosages were compared to the control mix. The findings demonstrated a considerable increase in compressive strength when GO content was added to cement concrete at any curing duration. Additionally, the cement concrete&#x2019;s compressive strength continued to grow as the GO dosage was raised from 0.02% to 0.06%. This pattern held for both curing times. <xref ref-type="fig" rid="F9">Figure 9</xref> illustrates the rate at which compressive strength increased up to 0.04%. The strength gain correlates with the denser and more homogeneous matrix observed in the SEM image of mix M3, where microcracks and macropores present in the control mix were largely eliminated, and the ITZ appears more compact. Micro-CT results further show a shift from large, non-uniform pores (200&#x2013;2,500&#xa0;&#xb5;m) in the control mix to a narrower pore size range (approximately 500&#x2013;1,000&#xa0;&#xb5;m) and lower pore frequency in the GO-modified mix, which explains the higher load-bearing capacity. Early in life, GO has a greater impact on compressive strength. <xref ref-type="table" rid="T9">Table 9</xref> illustrates compressive strength peaking at 59.5 &#xb1; 1.7&#xa0;MPa for mix M3 (0.04% GO), a 45% increase over the control mix (41.1 &#xb1; 0.9&#xa0;MPa), with consistent standard deviations (0.4&#x2013;1.7&#xa0;MPa) across all mixes; one-way ANOVA confirmed a highly significant effect of GO dosage (F &#x3d; 104.7, p &#x3c; 0.001).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Concrete&#x2019;s compressive strength after 28&#xa0;days (mean &#xb1; SD, n &#x3d; 3).</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g009.tif">
<alt-text content-type="machine-generated">Bar chart illustrating the compressive strength of concrete with various GO dosages. The x-axis labels are CM, M1, M2, M3, M4, and M5, representing different mixtures. The y-axis shows strength in MPa. Bars are blue indicating base strength, with orange sections showing percentage increase from CM. Values range from 50 MPa for CM to approximately 80 MPa for M3, with percentage increases noted above each bar.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2-2">
<label>3.2.2</label>
<title>Split tensile strength</title>
<p>Tensile strength results at different GO dosages were compared across multiple concrete mixes. It has been noted that GO-infused cement concrete is stronger than the control mix. The increase in split tensile strength caused by higher GO dosages is shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. Split tensile strength is less affected by GO than compressive strength. After 28&#xa0;days, cement concrete containing 0.04% GO shows an approximate 28% gain in tensile strength at 28&#xa0;days, as seen for M3. Although the relative gain in tensile strength is smaller than that of the increase in flexural strength, this enhancement is significant for RCA concrete, which typically suffers from a weak ITZ and microcracking around the recycled aggregates.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Concrete&#x2019;s tensile strength after 28&#xa0;days (mean &#xb1; SD, n &#x3d; 3).</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g010.tif">
<alt-text content-type="machine-generated">Bar graph showing tensile strength (in MPa) on the left y-axis and percent increase in strength on the right y-axis, plotted against GO dosage percentage categories CM, M1, M2, M3, M4, M5. Bars are green, and a blue line indicates the trend, peaking at M3.</alt-text>
</graphic>
</fig>
<p>The microstructural observations provide a clear explanation for this behavior. SEM images of M3 show wrinkled C&#x2013;S&#x2013;H foils with more frequent contact points and a reduced number of interconnected pores compared with CM, which delays crack initiation and slows crack propagation under splitting loads, thereby improving tensile capacity. Split tensile strength increased by 33% from 4.2 &#xb1; 0.1&#xa0;MPa (CM) to 5.6 &#xb1; 0.1&#xa0;MPa (M3 with 0.04% GO), showing a uniform SD &#x3d; 0.1&#xa0;MPa across the mixes, with ANOVA indicating a highly significant influence of GO dosage (F &#x3d; 64.2, p &#x3c; 0.001; <xref ref-type="table" rid="T9">Table 9</xref>).</p>
</sec>
<sec id="s3-2-3">
<label>3.2.3</label>
<title>Flexural strength</title>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> illustrates how GO affects flexural strength and the percentage change in flexural strength. Compared to CM, the cement concrete using a 0.04% GO dosage shows the greatest gain in flexural strength at 28&#xa0;days, with a 42% increase. In M3, the combination of a refined pore structure from micro-CT and the denser ITZ observed in SEM directly supports this pronounced flexural improvement. The reduced population of large pores and the more homogeneous pore distribution decrease the likelihood of stress concentrations acting as crack origins, while the GO-reinforced C&#x2013;S&#x2013;H network forms a more cohesive tension zone that can sustain higher bending stresses before failure. Flexural strength increased by 27% from 5.1 &#xb1; 0.1&#xa0;MPa (CM) to 6.5 &#xb1; 0.1&#xa0;MPa (M3), exceeding experimental scatter (SD &#x3d; 0.1&#xa0;MPa), as confirmed by highly significant ANOVA results (F &#x3d; 137.6, p &#x3c; 0.001), as shown in <xref ref-type="table" rid="T9">Table 9</xref>.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Flexural strength of concrete at 28&#xa0;days (mean &#xb1; SD, n &#x3d; 3).</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g011.tif">
<alt-text content-type="machine-generated">Bar chart showing flexural strength (MPa) versus GO dosage percentages (CM, M1, M2, M3, M4, M5). Orange bars indicate flexural strength, peaking at M3. Yellow line represents percentage strength increase, also peaking at M3.</alt-text>
</graphic>
</fig>
<p>Overall, the macroscopic strength enhancements obtained at the optimal GO dosage of 0.04% are consistent with the microstructural evidence from SEM&#x2013;EDS, FTIR, TGA, and micro-CT, all of which indicate a denser, less porous matrix with a strengthened ITZ and more stable hydration products.</p>
</sec>
<sec id="s3-2-4">
<label>3.2.4</label>
<title>Statistical analysis of mechanical properties of concrete</title>
<p>For each mix (CM, M1&#x2013;M5), the compressive, split tensile, and flexural strengths of three specimens were evaluated at 28&#xa0;days; the results are shown in <xref ref-type="table" rid="T8">Table 8</xref> as the mean &#xb1; standard deviation. One-way ANOVA with GO dosage as the factor demonstrated a highly significant influence on all mechanical properties (<xref ref-type="table" rid="T9">Table 9</xref>), with F-values of 104.7, 64.2, and 137.6 for compressive strength, split tensile strength, and flexural strength, respectively (p &#x3c; 0.001 for all cases). These results confirm that the strength enhancements obtained in the GO-modified mixes, particularly at 0.04% GO (M3), are statistically significant.</p>
<table-wrap id="T8" position="float">
<label>TABLE 8</label>
<caption>
<p>Mechanical properties at 28&#xa0;days (mean &#xb1; SD, n &#x3d; 3).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Mix</th>
<th align="center">GO dosage (%)</th>
<th align="center">Compressive strength (MPa)</th>
<th align="center">Split tensile strength (MPa)</th>
<th align="center">Flexural strength (MPa)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">CM</td>
<td align="center">0.00</td>
<td align="center">41.1 &#xb1; 0.9</td>
<td align="center">4.2 &#xb1; 0.1</td>
<td align="center">5.1 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">M1</td>
<td align="center">0.02</td>
<td align="center">53.8 &#xb1; 1.4</td>
<td align="center">4.8 &#xb1; 0.1</td>
<td align="center">5.9 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">M2</td>
<td align="center">0.03</td>
<td align="center">59.1 &#xb1; 1.2</td>
<td align="center">5.2 &#xb1; 0.1</td>
<td align="center">6.2 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">M3</td>
<td align="center">0.04</td>
<td align="center">59.5 &#xb1; 1.7</td>
<td align="center">5.6 &#xb1; 0.1</td>
<td align="center">6.5 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">M4</td>
<td align="center">0.05</td>
<td align="center">48.8 &#xb1; 0.8</td>
<td align="center">5.3 &#xb1; 0.1</td>
<td align="center">6.2 &#xb1; 0.1</td>
</tr>
<tr>
<td align="center">M5</td>
<td align="center">0.06</td>
<td align="center">41.3 &#xb1; 0.4</td>
<td align="center">5.0 &#xb1; 0.1</td>
<td align="center">5.9 &#xb1; 0.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T9" position="float">
<label>TABLE 9</label>
<caption>
<p>Results of one-way ANOVA for the dosage impact of GO.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Property</th>
<th align="left">F-value</th>
<th align="left">Df</th>
<th align="left">p-value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Compressive strength</td>
<td align="left">104.71</td>
<td align="left">5,12</td>
<td align="left">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">Split tensile strength</td>
<td align="left">64.16</td>
<td align="left">5,12</td>
<td align="left">&#x3c;0.001</td>
</tr>
<tr>
<td align="left">Flexural strength</td>
<td align="left">137.59</td>
<td align="left">5,12</td>
<td align="left">&#x3c;0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-3">
<label>3.3</label>
<title>Impact of GO on the microstructure of cement concrete</title>
<p>This microstructural refinement explains the simultaneous increases in compressive, tensile, and flexural strengths. Chemically, this is more powerful. The gains in tensile and flexural strength, in particular, are compatible with the C&#x2013;S&#x2013;H network and the mechanical test results. This refinement in pore structure reduces stress concentrations. It directly aligns with the observed increases in compressive, tensile, and flexural strengths.</p>
<sec id="s3-3-1">
<label>3.3.1</label>
<title>Scanning electron microscope with EDX</title>
<p>The microstructure of cement concrete and how it changes when GO is added has a significant impact on its mechanical qualities. The microstructure and the morphology of the cement concrete with added GO were examined in order to determine the cause of increased static mechanical characteristics (<xref ref-type="fig" rid="F12">Figure 12</xref>). SEM images of a representative sample of the CM reveal a non-uniform distribution of the hydrated phases. Additionally, <xref ref-type="fig" rid="F12">Figure 12a</xref> identifies microcracks and macropores. When GO is added to cement concrete, the morphology changes into a denser, more uniform structure that regulates 2D bridging within the cement hydrates (<xref ref-type="fig" rid="F12">Figure 12b</xref>). The microstructure of GO cement concrete revealed the formation of interconnected pores and wrinkled C&#x2013;S&#x2013;H foils. Cement concrete specimens with GO dosages up to 0.04%appeared to have more evident contact sites in C&#x2013;S&#x2013;H and were primarily responsible for the improvement of the static mechanical characteristics.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>SEM images and EDX of the controlled mix <bold>(a)</bold> and the optimized mix <bold>(b)</bold>. <bold>(a)</bold> Cm-0GO100MRCAC. <bold>(b)</bold> M3-0.04 GO100MRCAC.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g012.tif">
<alt-text content-type="machine-generated">The image consists of two sections, both showing microscopic views and accompanying spectrums. The top section (a) displays a micrograph with labeled features such as &#x22;Pore/void,&#x22; &#x22;Microcrack,&#x22; and &#x22;Ettringite/CH.&#x22; The spectrum beside shows peaks for oxygen, silicon, and other elements. The bottom section (b) also displays a micrograph with labels like &#x22;Dense C-S-H,&#x22; &#x22;GO Flake,&#x22; and &#x22;Refined ITZ.&#x22; Its spectrum shows peaks for elements including oxygen, silicon, aluminum, and calcium. Both micrographs feature annotations indicating magnification and scale.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-3-2">
<label>3.3.2</label>
<title>FTIR analysis</title>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> displays the FTIR spectra of CM and M3. A wider and more powerful O&#x2013;H stretching band in the 3,200&#x2013;3,600&#xa0;cm<sup>&#x2212;1</sup> region is visible in the M3 spectrum, whereas this band is weaker in the CM spectrum, indicating increased bound water and a higher degree of hydration in the GO-modified mix.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>FTIR spectra of the controlled mix and optimized mix.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g013.tif">
<alt-text content-type="machine-generated">FTIR spectrum showing transmittance versus wavenumber, with two labeled peaks: O-H stretching at 3200 to 3600 inverse centimeters and Si-O stretching at 950 to 1100 inverse centimeters. Two lines represent M3 (blue) and CM (black) samples.</alt-text>
</graphic>
</fig>
<p>Similarly, the main Si&#x2013;O stretching vibration observed at approximately 950&#x2013;1,100&#xa0;cm<sup>&#x2212;1</sup> is more pronounced in M3 than in CM. This increase in band intensity reflects the development of a denser and better-polymerized silicate network (C&#x2013;S&#x2013;H gel), which is consistent with GO-induced enhancement in the microstructure.</p>
<p>Overall, the differences in O&#x2013;H and Si&#x2013;O peak intensities between CM and M3 confirm that graphene oxide promotes additional hydration, stronger chemical bonding, and matrix refinement within the cementitious system. These FTIR findings support the mechanical improvements observed in the GO-modified concrete.</p>
</sec>
<sec id="s3-3-3">
<label>3.3.3</label>
<title>Thermogravimetry analysis (TGA)</title>
<p>TGA and DTA results for the control mix (CM) and the GO-modified mix (M3, 0.04% GO) are presented in <xref ref-type="fig" rid="F14">Figures 14a&#x2013;d</xref>. The CM exhibits a total mass loss of approximately 16.7% up to 1,200&#xa0;&#xb0;C, with three main steps of approximately 6.5% below 400&#xa0;&#xb0;C, 7.3% between 400&#xa0;&#xb0;C and 700&#xa0;&#xb0;C, and 2.5% above 700&#xa0;&#xb0;C, leaving a residue of approximately 83.0% (<xref ref-type="fig" rid="F14">Figure 14A</xref>). In comparison, in <xref ref-type="table" rid="T10">Table 10</xref>, M3 shows a lower overall mass loss of approximately 12.9% over the same range and a higher residual mass of approximately 87.1%, indicating that the GO-modified composite retains more thermally stable solid phases in <xref ref-type="fig" rid="F14">Figure 14c</xref>.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>
<bold>(a&#x2013;d)</bold> TGA and DTA curves of the control and optimized mixes. <bold>(a)</bold> TGA curve of the control mix (CM). <bold>(b)</bold> DTA curve of the control mix (CM). <bold>(c)</bold> TGA curve of the optimized mix (M3). <bold>(d)</bold> DTA curve of the optimized mix (M3).</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g014.tif">
<alt-text content-type="machine-generated">TGA and DTA curves of a control mix are displayed. The TGA chart shows weight percentage versus temperature, indicating transitions at 200&#xB0;C, 600&#xB0;C, and 1000&#xB0;C with weight losses of 8.522%, 7.234%, and 2.345%, respectively. The DTA curve illustrates temperature difference versus temperature with significant points at 135.67&#xB0;C, 427.44&#xB0;C, and 667.72&#xB0;C, marked with exothermic and endothermic transitions. Both charts are from Universal V4.5A TA Instruments. TGA curve shows the weight percentage decrease of an optimized mix (M3) as temperature increases from 0 to 1200 degrees Celsius, with marked weight losses at specific temperatures. The DTA curve displays temperature difference changes for the same optimized mix, indicating exothermic and endothermic transitions at specific points along the temperature scale from 0 to 1200 degrees Celsius.</alt-text>
</graphic>
</fig>
<table-wrap id="T10" position="float">
<label>TABLE 10</label>
<caption>
<p>TGA mass loss and residue values of CM and M3 at different temperature ranges.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Mix</th>
<th align="left">Temperature range (<sup>0</sup>C)</th>
<th align="left">Mass loss (%)</th>
<th align="left">Residual at 1,200&#xa0;&#xb0;C</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CM</td>
<td align="left">0&#x2013;400</td>
<td align="left">6.5</td>
<td rowspan="3" align="left">83.0</td>
</tr>
<tr>
<td align="left">CM</td>
<td align="left">400&#x2013;700</td>
<td align="left">7.3</td>
</tr>
<tr>
<td align="left">CM</td>
<td align="left">&#x3e;700</td>
<td align="left">2.5</td>
</tr>
<tr>
<td align="left">M3</td>
<td align="left">0&#x2013;400</td>
<td align="left">6.4</td>
<td rowspan="3" align="left">87.1</td>
</tr>
<tr>
<td align="left">M3</td>
<td align="left">400&#x2013;700</td>
<td align="left">4.8</td>
</tr>
<tr>
<td align="left">M3</td>
<td align="left">&#x3e;700</td>
<td align="left">1.6</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The corresponding DTA curves identify similar decomposition events for both mixes, with peaks near 135&#x2013;170&#xa0;&#xb0;C associated with dehydration of free and bound water, peaks approximately 425&#x2013;445&#xa0;&#xb0;C related to the decomposition of C&#x2013;S&#x2013;H and other hydrates, and peaks at approximately 668&#x2013;690&#xa0;&#xb0;C corresponding to the decarbonation of calcium carbonate. Peak intensities in the 200&#x2013;500&#xa0;&#xb0;C region are slightly lower for M3 than for CM, which, together with the reduced mass loss, suggests that the presence of GO promotes the formation of more thermally stable hydration products and a denser microstructure, consistent with the improved mechanical performance observed for the optimized mix. These results indicate that the addition of GO promotes the generation of stable gel phases and reduces the extent of mass loss in the modified composite, confirming its positive impact on concrete durability and microstructural integrity (<xref ref-type="bibr" rid="B26">Yang et al., 2017</xref>).</p>
</sec>
<sec id="s3-3-4">
<label>3.3.4</label>
<title>Micro-CT scanning test</title>
<p>In the current investigation, micro-CT X-ray scanning (<xref ref-type="fig" rid="F15">Figure 15</xref>) was employed to estimate total porosity and analyze the internal microstructure of 50&#xa0;mm cube specimens, including the control and GO-incorporated specimens. This non-destructive imaging technique allowed for detailed visualization and 3D reconstruction of the samples, providing insights into pore structure (<xref ref-type="bibr" rid="B11">Chotard et al., 2003</xref>). The 3D reconstructed model images of the cement composite with different GO mixes, with an optimal dosage of 0.04% GO with RCA mixes, identified a synergistic effect, in contrast to the traditional mix that was cured for 28&#xa0;days. The porosity of samples GO and OPC with RCA at 28&#xa0;days decreased, as clearly shown in <xref ref-type="fig" rid="F17">Figure 17</xref>. Large pores in the CM, as shown in <xref ref-type="fig" rid="F16">Figure 16</xref>, have widths ranging from more than 1,000 microns to 1,962 microns, causing notable variations in their surface porosity. The pore structure of the M3 GO - OPC samples containing 0.04% GO is more consistent than that of the CM. Compared to the samples with the incorporation of GO with the optimal dosage of 0.04%, the density of the samples with GO-OPC at 28&#xa0;days drastically increased. In comparison to the CM, the M3 mix showed a more homogeneous pore structure at 0.04%. GO, which enhanced the cement composite, is highly dense (<xref ref-type="fig" rid="F17">Figure 17</xref>). It shows that the majority of pores in typical CS have diameters of 200&#x2013;1,200 microns, with a small number measuring 1,400&#x2013;2,500 microns. The control mix (CM) exhibited a porosity of approximately 14%&#x2013;16%, whereas the GO-modified mix with 0.04% GO (M3) showed a reduced porosity of approximately 9%&#x2013;11% at 28&#xa0;days, as evaluated in <xref ref-type="table" rid="T11">Table 11</xref>. This reduction in overall void volume, together with the shift from large pores (200&#x2013;2,500&#xa0;&#xb5;m) in the CM to finer, more uniformly distributed pores (mainly 500&#x2013;1,000&#xa0;&#xb5;m) in the M3, confirms that GO significantly densifies the internal microstructure of RCA concrete.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Micro-CT X-ray scanning machine. <bold>(a)</bold> Sample analyzed using micro-CT scan. <bold>(b)</bold> Bruker-SKYSCAN 1273.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g015.tif">
<alt-text content-type="machine-generated">Panel (a) shows a laboratory scanner labeled &#x22;Bruker D3 PHASER&#x22; connected to a computer displaying a scanned image. Panel (b) presents a close-up of the scanner&#x27;s interior with a radiation warning symbol.</alt-text>
</graphic>
</fig>
<fig id="F16" position="float">
<label>FIGURE 16</label>
<caption>
<p>Control mix: CM-0GO100MRCAC.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g016.tif">
<alt-text content-type="machine-generated">Three computed tomography scans of porous structures, each showing different stages of pore analysis. The left image shows a mostly uniform gray structure. The center and right images display colored pore distributions with varying densities, predominantly in green, red, and blue, indicating different pore sizes and quantities. A color scale on each image correlates the pore diameters to colors.</alt-text>
</graphic>
</fig>
<fig id="F17" position="float">
<label>FIGURE 17</label>
<caption>
<p>Optimized mix: M3-0.04% GO100MRCAC.</p>
</caption>
<graphic xlink:href="fbuil-11-1740790-g017.tif">
<alt-text content-type="machine-generated">Three 3D visualizations showing pore structures with colored indicators for pore diameter. The left image shows a gray block with minimal color highlights. The center image features dense green and red areas indicating varied pore sizes. The right image displays a lighter structure with scattered color highlights, indicating differences in pore distribution and sizes. All images have a color scale on the left side for reference.</alt-text>
</graphic>
</fig>
<table-wrap id="T11" position="float">
<label>TABLE 11</label>
<caption>
<p>Porosity parameters of the concrete.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Specimen ID</th>
<th align="left">Mix description</th>
<th align="left">Curing age (days)</th>
<th align="left">Total<break/>porosity (%)</th>
<th align="left">Largest pore diameter range (&#xb5;m)</th>
<th align="left">Least pore (&#xb5;m)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CM</td>
<td align="left">Control<break/>0% GO</td>
<td align="left">28</td>
<td align="left">14</td>
<td align="left">1,198</td>
<td align="left">63</td>
</tr>
<tr>
<td align="left">M3</td>
<td align="left">0.04% GO with RCA</td>
<td align="left">28</td>
<td align="left">9</td>
<td align="left">917</td>
<td align="left">63</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<label>4</label>
<title>Conclusion</title>
<p>An ongoing investigation was carried out on an M30-grade concrete mix with 100% RCA and M-sand in place of the coarse and fine aggregates, with varied GO ranges 0.02%&#x2013;0.06%. The main findings regarding the mechanical and microstructural characteristics are as follows.<list list-type="bullet">
<list-item>
<p>The inclusion of GO significantly enhanced the strength properties of RCA concrete. In comparison to the CM (35.2 &#xb1; 1.1&#xa0;MPa compressive strength, 2.8 &#xb1; 0.2&#xa0;MPa tensile strength, and 4.5 &#xb1; 0.3&#xa0;MPa flexural strength) at 28&#xa0;days, an ideal dosage of 0.04% GO resulted in a compressive strength of 44.7 &#xb1; 1.1&#xa0;MPa (&#x2b;27%), a tensile strength of 3.6 &#xb1; 0.2&#xa0;MPa (&#x2b;28%), and a flexural strength of 6.4 &#xb1; 0.3&#xa0;MPa (&#x2b;42%).</p>
</list-item>
<list-item>
<p>GO reinforced the ITZ by encouraging hydration, maximization of pore structure, and interlocking between the aggregates and the framed matrices, leading to lowered porosity and the propagation of fractures.</p>
</list-item>
<list-item>
<p>Microstructural studies using SEM and EDS confirmed the densification of the cement matrix, more even pore distribution, and an improved microstructure in GO-modified RCA concrete.</p>
</list-item>
<list-item>
<p>The FTIR analysis revealed that the GO-modified mix (M3) exhibited broader O&#x2013;H (3,200&#x2013;3,600&#xa0;cm<sup>&#x2212;1</sup>) and intensified Si&#x2013;O (950&#x2013;1,100&#xa0;cm<sup>&#x2212;1</sup>) bands than CM, indicating increased bound water, denser C&#x2013;S&#x2013;H formation, and a more refined microstructure than CM.</p>
</list-item>
<list-item>
<p>TGA/DTA confirmed GO&#x2019;s stabilizing effect in M3, showing 12.9% total mass loss (vs. 16.7% in CM) and 87.1% residue at 1,200&#xa0;&#xb0;C, with reduced decomposition peaks indicating denser, more thermally stable hydration products, which enhance durability and support mechanical improvements.</p>
</list-item>
<list-item>
<p>X-ray scanning using micro-CT showed that the addition of 0.04% GO to concrete with 500&#x2013;1,000 micron particles was able to improve the concrete&#x2019;s internal microstructure compared to the larger-pored CM with 200&#x2013;1,200 micron particles.</p>
</list-item>
<list-item>
<p>The addition of GO efficiently overcame the inherent constraints of RCA concrete, highlighting its potential for sustainable, high-performance structural application.</p>
</list-item>
<list-item>
<p>The inherent shortcomings of RCA concrete were successfully addressed by the addition of GO, which renders it acceptable.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Limitations</title>
<p>In this study, 0.04% GO was identified as the optimal dosage only with respect to 28-day mechanical properties; durability-related parameters, such as permeability, acid attack shrinkage, and long-term chemical resistance, were not evaluated and remained outside the current study&#x2019;s purview. Therefore, the suitability of the 0.04% GO mix for structural applications should be confirmed in future studies through comprehensive durability testing.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>RS: Conceptualization, Methodology, Investigation, Writing &#x2013; original draft, Writing &#x2013; review and editing. JP: Conceptualization, Supervision, Validation, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3190972/overview">Enea Mustafaraj</ext-link>, American College of the Middle East, Kuwait</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3287618/overview">Abdul Ghaffar</ext-link>, Beihang University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3291436/overview">Venkatesh Chava</ext-link>, CVR College of Engineering, India</p>
</fn>
</fn-group>
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