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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mater.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Materials</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mater.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-8016</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1785730</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2026.1785730</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of pretreatment methods on stability and abrasion performance of steel slag asphalt mixture</article-title>
<alt-title alt-title-type="left-running-head">Liu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmats.2026.1785730">10.3389/fmats.2026.1785730</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Lemin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xufeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3346369"/>
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<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Weiliang</given-names>
</name>
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<sup>1</sup>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Guangyong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Fuyong</given-names>
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<sup>1</sup>
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<sup>3</sup>
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<aff id="aff1">
<label>1</label>
<institution>Shandong Hi-Speed Infrastructure Construction Co., Ltd.</institution>, <city>Jinan</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Shandong Transportation Institute</institution>, <city>Jinan</city>, <country country="CN">China</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Shandong Hi-Speed Zilin Expressway Co., Ltd.</institution>, <city>Jinan</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Guangyong Wang, <email xlink:href="mailto:406475198@qq.com">406475198@qq.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-11">
<day>11</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1785730</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>21</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Liu, Wang, Jiang, Wang and Zhang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Liu, Wang, Jiang, Wang and Zhang</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-11">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>Steel slag presents a promising alternative to natural aggregates in asphalt pavements; however, its high free calcium oxide (f-CaO) content leads to volume instability, which limits its large-scale application. This study systematically examines the effects of three pretreatment methods, including natural aging, water bath aging and carbonation treatment, on the volume stability of steel slag. Additionally, it evaluates the water stability and abrasion performance of asphalt mixtures that incorporate pretreated steel slag, with complete replacement of coarse aggregates larger than 4.75 mm. The results demonstrate that all pretreatment methods effectively reduce the f-CaO content in steel slag. Among these methods, carbonation treatment achieves the most significant reduction, lowering the f-CaO content to 1.07%, followed by water bath aging at 90 &#xb0;C for 7 days and natural aging. Consequently, carbonation treatment minimizes the 10-day water immersion expansion rate of steel slag to 0.76%, compared to 1.15% for water bath aging and 1.52% for natural aging. In terms of asphalt mixtures, carbonation treatment yields the highest water stability, achieving a residual stability ratio of 92.07% and a tensile strength ratio (TSR) of 88.67%. Furthermore, it exhibits superior abrasion performance, with a Los Angeles abrasion value of 8.8% and a British Pendulum Number attenuation rate of 10.2%. These enhancements are attributed to the formation of a dense CaCO<sub>3</sub> layer that improves the structural integrity and angularity retention of the steel slag. This study provides technical guidance for the sustainable utilization of steel slag in high-performance asphalt pavements.</p>
</abstract>
<kwd-group>
<kwd>abrasion performance</kwd>
<kwd>asphalt mixture</kwd>
<kwd>pretreatment method</kwd>
<kwd>steel slag</kwd>
<kwd>volume stability</kwd>
<kwd>water stability</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="8"/>
<table-count count="4"/>
<equation-count count="3"/>
<ref-count count="47"/>
<page-count count="00"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Structural 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>Asphalt pavement plays a crucial role in contemporary transportation infrastructure, prized for its exceptional ride comfort, low noise levels, and ease of maintenance, all of which contribute to the efficiency and safety of global road networks (<xref ref-type="bibr" rid="B40">Wei et al., 2025</xref>). However, the sustainable development of asphalt pavement construction faces significant challenges due to the declining availability of high-quality natural aggregates (<xref ref-type="bibr" rid="B16">Gedik, 2020</xref>; <xref ref-type="bibr" rid="B1">Abdulrahman et al., 2025</xref>). Well-graded crushed stone materials constitute a major component of pavement structures and are essential building materials (<xref ref-type="bibr" rid="B45">Zhang et al., 2018</xref>). The extensive quarrying of these natural stones to meet aggregate demands has resulted in severe ecological degradation, including deforestation and soil erosion. Furthermore, the rising costs of natural aggregates, combined with increasingly stringent environmental regulations, highlight the urgent need to explore eco-friendly alternative aggregates (<xref ref-type="bibr" rid="B41">Wu et al., 2025</xref>). This transition is vital for fostering green and low-carbon pavement construction practices.</p>
<p>Steel slag, a significant by-product of the steel industry, has gained increasing recognition as a sustainable alternative to natural aggregates in asphalt pavements due to its superior mechanical properties (<xref ref-type="bibr" rid="B37">Wang F. et al., 2024</xref>; <xref ref-type="bibr" rid="B23">Li et al., 2025a</xref>). Annually, global production of steel slag surpasses 200 million tons, with China alone amassing reserves exceeding 1 billion tons (<xref ref-type="bibr" rid="B35">Wan et al., 2023</xref>; <xref ref-type="bibr" rid="B46">Zhang et al., 2024</xref>). This considerable accumulation of steel slag not only occupies valuable land but also poses environmental risks, including heavy metal leaching and soil contamination (<xref ref-type="bibr" rid="B24">Li et al., 2025b</xref>; <xref ref-type="bibr" rid="B29">O&#x2019;Connor et al., 2021</xref>). The incorporation of steel slag addresses the shortage of high-quality natural aggregates while mitigating the environmental impact associated with slag stockpiling. Furthermore, it contributes to reduced carbon emissions in road construction. This dual advantage is essential for advancing the circular economy and achieving carbon neutrality goals (<xref ref-type="bibr" rid="B22">Li et al., 2024</xref>).</p>
<p>Extensive research has investigated the feasibility of utilizing steel slag as both coarse and fine aggregates in asphalt mixtures. Preliminary studies have demonstrated enhancements in fatigue resistance, rutting resistance, and skid resistance when compared to conventional mixtures (<xref ref-type="bibr" rid="B18">Ji et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Lopes et al., 2024</xref>; <xref ref-type="bibr" rid="B47">Zhang et al., 2025</xref>). These improvements have been attributed to the high density, exceptional hardness, coarse microstructure, superior wear resistance, and significant angularity of steel slag (<xref ref-type="bibr" rid="B38">Wang H. et al., 2024</xref>; <xref ref-type="bibr" rid="B43">Xian et al., 2024</xref>). For instance, a decade-long field monitoring study revealed that asphalt pavements incorporating steel slag maintain high levels of skid resistance comparable to those of traditional pavements (<xref ref-type="bibr" rid="B30">P et al., 2024</xref>). However, the presence of substantial quantities of free calcium oxide (f-CaO) and magnesium oxide (f-MgO) in untreated steel slag presents challenges, as these compounds are susceptible to swelling upon contact with water (<xref ref-type="bibr" rid="B12">Feng et al., 2025</xref>), limiting its widespread application.</p>
<p>Various pretreatment methods have been developed to address the limitations associated with steel slag, including natural aging, water bath aging, and carbonation treatment (<xref ref-type="bibr" rid="B44">Xie et al., 2025</xref>; <xref ref-type="bibr" rid="B13">Gan et al., 2022a</xref>). Natural aging relies on atmospheric hydration; however, this method is time-consuming, requiring 6&#x2013;12 months, and its performance outcomes are highly susceptible to environmental factors, making stability challenging to control (<xref ref-type="bibr" rid="B25">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Sun et al., 2023</xref>). Water bath aging accelerates the hydration of f-CaO by elevating the temperature (e.g., 60 &#xb0;C), which increases the reaction rate to more than double that at room temperature. This approach can effectively reduce treatment time and enhance volume stability (<xref ref-type="bibr" rid="B34">Sun et al., 2024</xref>; <xref ref-type="bibr" rid="B14">Gan et al., 2022b</xref>). Nonetheless, its primary drawback is that continuous heating significantly increases energy consumption, necessitating a balance between treatment efficacy and economic cost for practical large-scale applications. In contrast, carbonation treatment employs CO<sub>2</sub> to convert f-CaO into stable calcium carbonate, which not only effectively mitigates expansion but also enhances the performance of steel slag when utilized as an aggregate in alkali-activated materials (<xref ref-type="bibr" rid="B42">Xia et al., 2024</xref>; <xref ref-type="bibr" rid="B21">Kong et al., 2024</xref>). Although this method demonstrates exceptional technical performance, it entails high equipment and operational costs, and its economic viability for large-scale industrial applications requires further assessment (<xref ref-type="bibr" rid="B15">Gao et al., 2024</xref>).</p>
<p>Despite these advancements, several critical limitations remain in the literature. Many studies concentrate on a single pretreatment method, lacking systematic comparisons of techniques under identical conditions. This study aims to address these gaps by conducting a comparative evaluation of the volumetric stability and abrasion performance of asphalt mixtures incorporating steel slag that has been pretreated using direct carbonation, water bath aging, and natural aging. Particular emphasis is placed on elucidating the mechanisms that contribute to improved interfacial adhesion and reduced f-CaO-induced cracking in carbonated mixtures. The volumetric stability of the asphalt mixtures was assessed through immersion expansion tests. Abrasion performance was analyzed using Los Angeles abrasion tests, two-dimensional digital image processing for angularity assessment, and the British Pendulum Number (BPN) test. By providing a comprehensive evaluation of pretreatment efficacy, this work establishes a technical foundation for the sustainable, large-scale utilization of steel slag in green pavement engineering.</p>
<p>The remainder of this paper is structured as follows: <xref ref-type="sec" rid="s2">Section 2</xref> provides a detailed overview of the raw materials, steel slag pretreatment methods, mixture design, and performance testing protocols, emphasizing two-dimensional digital image processing for angularity evaluation. <xref ref-type="sec" rid="s3">Section 3</xref> presents and discusses the results of steel slag characterization, volume stability tests, and abrasion performance analyses, including the evolution of two-dimensional angularity and BPN, as well as the underlying enhancement mechanisms. Finally, <xref ref-type="sec" rid="s4">Section 4</xref> summarizes the main conclusions and outlines potential directions for future research.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2-1">
<label>2.1</label>
<title>Raw materials</title>
<p>The steel slag utilized in this study was sourced from Shandong Laiwu Steel Group Co., Ltd. in Shandong Province, China. Its appearance is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. It was derived from a typical converter steelmaking process, with initial particle sizes ranging from 4.75 mm to 16 mm. Before pretreatment, the steel slag underwent preliminary crushing and sieving to eliminate impurities. Its fundamental physical and chemical properties were then assessed in accordance with relevant ASTM standards. The chemical composition was analyzed using X-ray fluorescence spectroscopy (XRF), while the content of f-CaO was determined using the ethylene glycol method (ASTM C114) (<xref ref-type="bibr" rid="B2">ASTM C114, 2014</xref>). Additionally, the physical properties of steel slag aggregates, including apparent specific gravity, water absorption, and crushing value, were evaluated. Key properties of the raw steel slag are summarized in <xref ref-type="table" rid="T1">Tables 1</xref>, <xref ref-type="table" rid="T2">2</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Diagram of steel slag aggregates.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g001.tif">
<alt-text content-type="machine-generated">Pile of coarse, irregularly shaped grayish-black granules and small rocks resting on a white background, suggesting a raw mineral or industrial material intended for processing or construction.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Chemical compositions of raw steel slag.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Composition</th>
<th align="center">CaO</th>
<th align="center">Fe<sub>2</sub>O<sub>3</sub>
</th>
<th align="center">SiO<sub>2</sub>
</th>
<th align="center">MgO</th>
<th align="center">Al<sub>2</sub>O<sub>3</sub>
</th>
<th align="center">Others</th>
<th align="center">f-CaO</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Mass fraction (%)</td>
<td align="center">45.79</td>
<td align="center">26.25</td>
<td align="center">11.40</td>
<td align="center">9.35</td>
<td align="center">2.26</td>
<td align="center">4.95</td>
<td align="center">3.40</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Technical properties of steel slag aggregates.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Property</th>
<th align="center">Unit</th>
<th align="center">Result</th>
<th align="center">Specification</th>
<th align="center">Test method</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Apparent gravity</td>
<td align="center">g/cm<sup>3</sup>
</td>
<td align="center">3.280</td>
<td align="center">&#x2265;2.9</td>
<td align="center">ASTM C127</td>
</tr>
<tr>
<td align="center">Water absorption</td>
<td align="center">%</td>
<td align="center">1.82</td>
<td align="center">&#x2264;3.0</td>
<td align="center">ASTM C127</td>
</tr>
<tr>
<td align="center">Crush value</td>
<td align="center">%</td>
<td align="center">14.8</td>
<td align="center">&#x2264;26</td>
<td align="center">ASTM C131</td>
</tr>
<tr>
<td align="center">Abrasion value</td>
<td align="center">%</td>
<td align="center">11.6</td>
<td align="center">&#x2264;26</td>
<td align="center">ASTM C131</td>
</tr>
<tr>
<td align="center">Flat elongated particle content</td>
<td align="center">%</td>
<td align="center">8.3</td>
<td align="center">&#x2264;12</td>
<td align="center">ASTM D4791</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The results indicated that the f-CaO content in the steel slag sample was 3.40%. According to the Chinese specification (JT/T 1086-2016) (<xref ref-type="bibr" rid="B19">JT/T 1086-2016, 2016</xref>), the f-CaO content in aggregates intended for pavement use should not exceed 3.0%. This clearly demonstrates that the steel slag material fails to meet the required standards. If utilized directly in pavement construction, it may result in significant quality issues, including volume expansion and cracking, thereby posing considerable engineering risks. Therefore, it is imperative to conduct pretreatment of the steel slag aggregates to reduce their f-CaO content, thereby enhancing the water stability of the steel slag asphalt mixture.</p>
<p>Styrene-butadiene-styrene (SBS) modified asphalt of the I-D type was utilized as the binder, in accordance with ASTM D6114 specifications (<xref ref-type="bibr" rid="B8">ASTM D6114, 2019</xref>). Its fundamental physical properties are presented in <xref ref-type="table" rid="T3">Table 3</xref>. The test results confirmed that all properties satisfy the requirements for high-performance asphalt pavements.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Performance indicators of SBS modified asphalt.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Test indicator</th>
<th align="center">Unit</th>
<th align="center">Results</th>
<th align="center">Specification</th>
<th align="center">Test method</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Penetration (25 &#xb0;C, 100 g)</td>
<td align="center">0.1 mm</td>
<td align="center">57.6</td>
<td align="center">40&#x2013;60</td>
<td align="center">ASTM D5</td>
</tr>
<tr>
<td align="center">Softening point</td>
<td align="center">&#xb0;C</td>
<td align="center">88.1</td>
<td align="center">&#x2265;60</td>
<td align="center">ASTM D36</td>
</tr>
<tr>
<td align="center">Ductility (5 &#xb0;C, 5 cm/min)</td>
<td align="center">cm</td>
<td align="center">28.7</td>
<td align="center">&#x2265;20</td>
<td align="center">ASTM D113</td>
</tr>
<tr>
<td align="center">Kinematic viscosity (135 &#xb0;C)</td>
<td align="center">Pa.s</td>
<td align="center">1.8</td>
<td align="center">&#x2264;3</td>
<td align="center">ASTM D2170</td>
</tr>
<tr>
<td align="center">Residue mass change after RTFOT</td>
<td align="center">%</td>
<td align="center">&#x2212;0.3</td>
<td align="center">&#x2212;1.0 to &#x2b;1.0</td>
<td align="center">ASTM D2872</td>
</tr>
<tr>
<td align="center">Penetration ratio after RTFOT (25 &#xb0;C)</td>
<td align="center">%</td>
<td align="center">69.8</td>
<td align="center">&#x2265;65</td>
<td align="center">ASTM D5</td>
</tr>
<tr>
<td align="center">Ductility (5 &#xb0;C, 5 cm/min)</td>
<td align="center">cm</td>
<td align="center">19.3</td>
<td align="center">&#x2265;15</td>
<td align="center">ASTM D113</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Limestone was utilized as the fine aggregate (0&#x2013;4.75 mm) and mineral filler (&#x3c;0.075 mm) to maintain consistency with conventional asphalt mixture design. The apparent specific gravity of the limestone fine aggregate and mineral filler was determined to be 2.727 and 2.700, respectively, with a water absorption of 0.3%. All properties of the limestone aggregates comply with ASTM D1073 (<xref ref-type="bibr" rid="B4">ASTM D1073-16, 2016</xref>) specifications for highway aggregates.</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Steel slag pretreatment methods</title>
<p>Three typical pretreatment methods were employed to enhance the performance of steel slag, with detailed parameters optimized based on preliminary experiments and relevant literature (<xref ref-type="bibr" rid="B33">Sun et al., 2023</xref>; <xref ref-type="bibr" rid="B14">Gan et al., 2022b</xref>).</p>
<p>The natural aging process involved the outdoor stockpiling of steel slag, utilizing atmospheric temperature and humidity conditions to promote the hydration reactions of its active components. This technique is recognized as the mainstream method for treating steel slag waste. The steel slag was openly stacked outdoors under ambient conditions, with temperatures ranging from &#x2212;22 &#xb0;C to 42 &#xb0;C and relative humidity between 48% and 75%. To ensure uniform exposure to atmospheric moisture and CO<sub>2</sub>, the steel slag was periodically turned every 2 weeks during the aging process. Samples were collected after 12 months for subsequent testing.</p>
<p>The water bath aging technique lies in promoting the reaction between f-CaO and water to generate calcium hydroxide. A systematic study was conducted to investigate the effects of water bath temperature and curing duration on the volume stability of steel slag. The steel slag was submerged in distilled water at temperature gradients of 30 &#xb0;C, 60 &#xb0;C, and 90 &#xb0;C, controlled by a thermostatic water bath, over curing periods of 7 days. After aging, the steel slag was air-dried at room temperature to a constant weight to remove surface moisture before further processing.</p>
<p>Carbonation treatment was performed in a sealed high-temperature and high-pressure reactor. Before this process, the steel slag was pre-soaked in deionized water for 8 h to enhance pore accessibility, after which it was placed in the reactor. A review of the literature guided the optimization of carbonation parameters, which included a temperature of 600 &#xb0;C, a pressure of 0.5 MPa, a CO<sub>2</sub> flow rate of 9 L/h, a water vapor flow rate of 9 L/h, and a reaction duration of 2.5 h. Research conducted by Ma, Mao, Zhu and Yao (<xref ref-type="bibr" rid="B28">Ma et al., 2025</xref>) indicated that this carbonation treatment effectively produced optimal performance in the steel slag. After the carbonation process, the steel slag was dried at 105 &#xb0;C for 24 h until a constant weight was achieved.</p>
<p>Notably, discrepancies exist between controlled laboratory conditions and real-world field environments in engineering practice. Therefore, the present experimental findings should be regarded primarily as indicative guidance rather than direct predictors of field performance. A 12-month period of natural weathering simulated long-term atmospheric exposure, comprehensively accounting for the effects of temperature, humidity, and CO<sub>2</sub> levels. However, water bath aging at 30 &#xb0;C, 60 &#xb0;C, and 90 &#xb0;C, as well as accelerated carbonation, may be influenced by factors such as temperature fluctuations, water purity, CO<sub>2</sub> concentration, energy consumption, and associated costs in practical engineering applications. Consequently, challenges arise regarding the repeatability and reproducibility of these experimental results. Future field trials are recommended to validate long-term durability under diverse climatic and traffic conditions.</p>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Mixture preparation</title>
<p>The AC-13 dense-graded asphalt mixture, commonly used for pavement layers, was designed with a synthetic gradation that aligns with the median gradation specifications of AC-13 (<xref ref-type="bibr" rid="B20">JTG F40-2004, 2004</xref>). The gradation was controlled across a range of sieve sizes from 0.075 mm to 16 mm, and the detailed gradation curve is illustrated in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Synthetic gradation of AC-13 asphalt mixture.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g002.tif">
<alt-text content-type="machine-generated">Line graph showing sieve analysis results with three curves: upper limit (orange diamonds), lower limit (blue triangles), and synthetic gradation (red Xs). X-axis represents sieve size in millimeters, Y-axis shows passing percentage from zero to one hundred. Synthetic gradation curve lies between upper and lower limit curves.</alt-text>
</graphic>
</fig>
<p>In this study, steel slag was utilized as a complete replacement for coarse aggregates larger than 4.75 mm. Due to the higher density of steel slag compared to limestone aggregates, a volume design method based on density conversion was employed to ensure that the overall volume of the specimens remained unchanged after the aggregate substitution. To determine the optimum asphalt content (OAC), the Marshall mix design method (ASTM D6926) was applied (<xref ref-type="bibr" rid="B10">ASTM D6926, 2020</xref>). The OAC was established at 5.4%, which was determined based on maximizing stability, minimizing voids in mineral aggregate (VMA), and achieving target air voids of 4%.</p>
</sec>
<sec id="s2-4">
<label>2.4</label>
<title>Test methods</title>
<p>To comprehensively evaluate the performance of pretreated steel slag and corresponding asphalt mixtures, a series of systematic tests were conducted, covering the volume stability of steel slag aggregates, water stability and abrasion performance, of asphalt mixtures.</p>
<sec id="s2-4-1">
<label>2.4.1</label>
<title>Volume stability tests of steel slag</title>
<p>The volume stability of steel slag was evaluated using the water immersion expansion rate test in accordance with ASTM D4792 (<xref ref-type="bibr" rid="B6">ASTM D4792, 2019</xref>). Steel slag samples were first sieved to achieve a uniform particle size range of 4.75&#x2013;9.5 mm and subsequently oven-dried at 105 &#xb0;C for 24 h to eliminate any residual moisture. After cooling to room temperature, the initial volume of each steel slag sample (500 g) was measured using the drainage method with a graduated cylinder to ensure precision for irregular particles. The dried steel slag samples were then fully immersed in a thermostatic water bath maintained at 80 &#xb0;C, and the volume was remeasured at preset time intervals (1d, 3d, 7 d, and 10 d). The water immersion expansion rate was calculated as the percentage change in volume relative to the initial dry volume.</p>
</sec>
<sec id="s2-4-2">
<label>2.4.2</label>
<title>Water stability tests of asphalt mixtures</title>
<p>The water stability of the asphalt mixtures was evaluated in accordance with ASTM D1559 (<xref ref-type="bibr" rid="B5">ASTM D1559-89, 1989</xref>) and ASTM D4867 (<xref ref-type="bibr" rid="B7">ASTM D4867, 2022</xref>). For the immersion Marshall test, Marshall specimens were immersed in a 60 &#xb0;C water bath for 48 h. The maximum load-bearing capacity was measured before and after immersion, and the residual stability ratio was calculated as the percentage of post-immersion stability relative to the initial stability.</p>
<p>For the freeze-thaw splitting test, specimens underwent a single freeze-thaw cycle, which involved freezing at &#x2212;18 &#xb0;C for 16 h, followed by thawing in 60 &#xb0;C water for 24 h, and equilibrating at 25 &#xb0;C for 2 h. The splitting strength was measured before and after the cycle, and the Tensile Strength Ratio (TSR) was calculated as the ratio of post-cycle strength to initial strength. This ratio reflects the mixtures&#x2019; resistance to freeze-thaw-induced cracking and interface debonding.</p>
</sec>
<sec id="s2-4-3">
<label>2.4.3</label>
<title>Abrasion performance tests of asphalt mixtures</title>
<p>The abrasion performance of the asphalt mixtures was assessed through the measurement of the BPN using a pendulum friction tester, as specified in ASTM E303 (<xref ref-type="bibr" rid="B11">ASTM E303-22, 2020</xref>). Asphalt mixture slab specimens, measuring 300 mm &#xd7; 300 mm &#xd7; 50 mm, were prepared using the wheel rolling method outlined in ASTM D6925 (<xref ref-type="bibr" rid="B9">ASTM D6925-23, 2023</xref>). The BPN was measured on surfaces at 20 &#xb0;C, with five individual measurements taken for each specimen, and the average value recorded for subsequent analysis.</p>
<p>Furthermore, the Los Angeles abrasion test on steel slag aggregates was conducted in accordance with ASTM C131 (<xref ref-type="bibr" rid="B3">ASTM C131, 2020</xref>). The Los Angeles abrasion machine was operated at a speed of 30 rpm for a total of 500 revolutions to evaluate the resistance of the aggregates to wear. Following the Los Angeles abrasion test, the 2D angularity parameters of the steel slag aggregate, including the convexity (P), axis ratio (AS), and roundness (R), were assessed by <xref ref-type="disp-formula" rid="e1">Equations 1</xref>&#x2013;<xref ref-type="disp-formula" rid="e3">3</xref>. For the analysis of angularity, a high-resolution digital camera equipped with a backlighting system was employed to capture shadow-free images of individual steel slag particles within the size range of 4.75&#x2013;16 mm. The concept of equivalent ellipse with a convexity of 0 was utilized for this analysis, as illustrated in <xref ref-type="fig" rid="F3">Figure 3</xref>. The captured images were processed using Image-Pro Plus software, which included steps such as grayscale conversion, denoising, and binarization to precisely extract contour parameters for the evaluation of angularity.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mtext>Convexity</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mspace width="0.17em"/>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mtext>convex</mml:mtext>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mtext>ellipse</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mtext>Axis&#x2009;ratio</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mspace width="0.17em"/>
<mml:mi>A</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>y</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mtext>Convexity</mml:mtext>
<mml:mo>:</mml:mo>
<mml:mspace width="0.17em"/>
<mml:mi>R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:msup>
<mml:mi>C</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>P</italic>
<sub>convex</sub> is the convex perimeter; <italic>P</italic>
<sub>ellipse</sub> is the equivalent ellipse perimeter; <italic>R</italic>
<sub>
<italic>x</italic>
</sub> is the major axis length of equivalent ellipse; <italic>R</italic>
<sub>
<italic>y</italic>
</sub> is the minor axis length; A is the area of 2D aggregate; C is the perimeter of 2D aggregate.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic of 2D aggregate equivalent ellipse.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g003.tif">
<alt-text content-type="machine-generated">Diagram of a two-dimensional aggregate represented by an irregular black outline, with a dashed red line indicating an equivalent ellipse. Blue lines labeled Rx and Ry represent the principal axes of the ellipse. Labels identify each component.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<label>3</label>
<title>Results and discussion</title>
<p>This section presents and discusses the effects of three pretreatment methods on the volume stability of steel slag, as well as the water stability and abrasion performance of AC-13 asphalt mixtures incorporating the pretreated steel slag. Each pretreatment was specifically designed to mitigate the limitations of raw steel slag and enhance its engineering applicability. Distinct optimization mechanisms and performance outcomes were observed across the different methods.</p>
<sec id="s3-1">
<label>3.1</label>
<title>Effects of pretreatments on volume stability of steel slag</title>
<p>The volume stability of steel slag was evaluated by measuring the water immersion expansion rate at 80 &#xb0;C. The results corresponding to the various pretreatment methods are presented in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Water immersion expansion rate of steel slag after different pretreatments: <bold>(a)</bold> natural aging (NA); <bold>(b)</bold> water bath aging (WBA); <bold>(c)</bold> carbonation treatment (CT); <bold>(d)</bold> comparisons.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g004.tif">
<alt-text content-type="machine-generated">Four charts display expansion rates of raw steel slag under different treatments over ten days: (a) compares raw slag, NA-0.5 years, and NA-1.0 years; (b) compares raw slag and WBA-treated samples at 30, 60, and 90 degrees Celsius; (c) compares raw slag and CT; (d) a bar chart summarizes final expansion rates of all groups, showing reduction with aging, WBA, and CT treatments.</alt-text>
</graphic>
</fig>
<p>The raw steel slag exhibited poor volume stability, exhibiting an immersion expansion rate of 2.26% after 10 days. This poses significant risks of pavement cracking and upheaval if used directly. Natural aging effectively mitigated this issue, reducing the 10-day expansion rate to 1.52%. The 12-month aging process consumed most of the reactive f-CaO, thereby minimizing the potential for residual expansion. Water bath aging further enhanced volume stability, with improvements observed at increasing temperatures and curing durations. At 30 &#xb0;C for 7 days, the 10-day expansion rate was 2.17%, representing a 3.98% reduction compared to the raw steel slag. At 60 &#xb0;C for 7 days, the expansion rate decreased to 1.62%, reflecting a 28.32% reduction. Finally, at 90 &#xb0;C for 7 days, the rate dropped to 1.15%, a significant reduction of 49.11%. This improvement is attributed to thermal activation, which accelerated the complete hydration of f-CaO, converting it into stable Ca(OH)<sub>2</sub>, resulting in negligible subsequent expansion. Carbonation treatment achieved optimal volume stability, with a 10-day immersion expansion rate of only 0.76%, indicating a 66.37% reduction. The chemical conversion of f-CaO to CaCO<sub>3</sub> eliminated the primary source of expansion, while the dense CaCO<sub>3</sub> layer acted as a physical barrier to prevent moisture penetration and subsequent hydration of internal components. This finding is consistent with the volume stability evaluation by Sun, Luo, Wang, Dong and Zhang (<xref ref-type="bibr" rid="B33">Sun et al., 2023</xref>), which emphasized that converting reactive oxides into stable carbonates is the most effective method for inhibiting steel slag expansion. The significant enhancement in volume stability effectively increases the applicability of carbonated steel slag in actual engineering projects (<xref ref-type="bibr" rid="B31">Pang et al., 2016</xref>). However, the large-scale implementation of carbonation treatment faces challenges in two primary areas: energy consumption and economic cost. Regarding energy consumption, accelerated carbonation typically necessitates heating, pressurization, CO<sub>2</sub> compression, and material pretreatment (such as grinding and stirring), all of which substantially elevate electricity and thermal energy demands (<xref ref-type="bibr" rid="B26">Liu et al., 2026</xref>). Furthermore, compared to basalt, naturally aged steel slag can reduce total construction costs by 14.5%, whereas carbonated steel slag results in an approximate 1.7% increase in pavement construction expenses (<xref ref-type="bibr" rid="B39">Wang et al., 2025</xref>).</p>
<p>The evolution of the chemical composition of steel slag following pretreatment primarily involves the reduction of reactive f-CaO, which is a critical factor influencing volume instability. As illustrated in <xref ref-type="fig" rid="F5">Figure 5</xref>, all three pretreatment methods successfully decreased the f-CaO content; however, there were notable differences in their efficiency.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>f-CaO content of steel slag following various pretreatment methods.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g005.tif">
<alt-text content-type="machine-generated">Horizontal bar chart showing f-CaO content percentage for different treatments. Values, from bottom to top, are Initial 3.4, NA-0.5 years 2.25, NA-1.0 years 1.85, WBA-30&#xB0;C 2.91, WBA-60&#xB0;C 2.03, WBA-90&#xB0;C 1.42, and CT 1.07. Error bars are present.</alt-text>
</graphic>
</fig>
<p>After 12 months of natural aging, the f-CaO content decreased to 1.85%, significantly below the specification threshold. This reduction is attributed to the slow yet continuous hydration of f-CaO through exposure to atmospheric moisture and CO<sub>2</sub> over the extended period, which gradually consumes reactive components and repairs minor structural defects. Water bath aging demonstrated a strong temperature dependence: at 30 &#xb0;C for 7 days, the f-CaO content only decreased to 2.91%, representing a 14.41% reduction compared to raw steel slag, indicating insufficient thermal activation of the hydration reactions. Increasing the temperature to 60 &#xb0;C for 7 days further reduced the f-CaO content to 2.03%, a reduction of 40.29%. At 90 &#xb0;C for 7 days, the f-CaO content plummeted to 1.42%, reflecting a 58.23% reduction. This observation aligns with the findings of Gan, Li, Zou, Wang and Yu (<xref ref-type="bibr" rid="B14">Gan et al., 2022b</xref>), which indicated that the reaction rate of steel slag aggregates at elevated temperatures is more than twice that of ambient conditions. The thermal energy enhances the diffusion of water into the pores of the steel slag and promotes the reaction between f-CaO and water. Carbonation treatment achieved the most significant reduction in f-CaO, with the content decreasing to 1.07%, indicating a 68.53% reduction. The high-temperature and high-pressure environment facilitates the rapid reaction between f-CaO and CO<sub>2</sub>, converting unstable calcium oxide into thermodynamically stable CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B36">Wang et al., 2023</xref>). This was further corroborated by XRF analysis (<xref ref-type="bibr" rid="B32">Santos et al., 2013</xref>), which showed no significant changes in other major components, indicating that the pretreatments specifically target reactive f-CaO without altering the inherent mechanical properties of the steel slag.</p>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Water stability of asphalt mixtures</title>
<p>The water stability of asphalt mixtures, assessed through the residual stability ratio and the TSR, is a vital indicator of pavement durability in humid or freeze-thaw environments. Building on the previous analysis of volume stability, <xref ref-type="fig" rid="F6">Figure 6</xref> presents the water stability results of steel slag asphalt mixtures subjected to the three pretreatment methods under optimal conditions.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Water stability of AC-13 asphalt mixtures with pretreated steel slag.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g006.tif">
<alt-text content-type="machine-generated">Bar and line chart comparing residual stability ratio and TSR percentage across four groups: Initial, NA-1.0 years, WBA-90&#xB0;C, and CT. Residual stability ratio and TSR both increase progressively, with CT showing the highest values for both metrics.</alt-text>
</graphic>
</fig>
<p>The raw steel slag mixture exhibited the lowest water stability, with a residual stability ratio of 78.33% and a TSR of 74.08%. This is attributed to the hydration of unreacted f-CaO in the steel slag, which leads to internal cracking and weakens the interfacial adhesion between the aggregate and SBS asphalt. In contrast, all pretreated steel slag mixtures demonstrated significant improvements in water stability, with performance rankings consistent across both tests: carbonation treatment &#x3e; water bath aging (90 &#xb0;C for 7 days) &#x3e; natural aging &#x3e; raw steel slag. The carbonated steel slag mixture achieved the highest residual stability ratio of 92.07% and a TSR of 88.67%. The dense CaCO<sub>3</sub> layer formed on the steel slag not only inhibits hydration expansion but also enhances interfacial compatibility with SBS asphalt, thereby reducing water-induced debonding. The water bath aged mixture (90 &#xb0;C for 7 days) exhibited strong water stability, with a residual stability ratio of 89.23% and a TSR of 83.59%. This improvement is due to the reduced f-CaO content and the compact surface layer, which minimize water penetration and freeze-thaw damage (<xref ref-type="bibr" rid="B13">Gan et al., 2022a</xref>). The naturally aged mixture displayed moderate water stability, with a residual stability ratio of 83.45% and a TSR of 80.45%. While this level of stability is adequate for most moderate-humidity regions, it is inferior to the other two methods due to the presence of residual reactive components and a relatively porous surface structure. These results confirm that pretreatments enhance water stability by reducing f-CaO content and optimizing aggregate surface properties, with carbonation treatment providing dual benefits through chemical stabilization and the formation of a physical barrier.</p>
</sec>
<sec id="s3-3">
<label>3.3</label>
<title>Abrasion performance of asphalt mixtures</title>
<p>The abrasion performance of asphalt mixtures is closely linked to pavement skid resistance and overall service life. This performance is evaluated through the Los Angeles abrasion test to assess aggregate wear resistance, 2D angularity analysis to evaluate aggregate shape retention, and the BPN to measure surface friction.</p>
<p>As illustrated in <xref ref-type="fig" rid="F7">Figure 7</xref>, the results of the Los Angeles abrasion test revealed that the raw steel slag had an abrasion value of 11.6%. Pretreatments significantly enhanced wear resistance, with natural aging reducing the abrasion value to 9.9%, representing a 14.7% reduction. Water bath aging at 90 &#xb0;C for 7 days further decreased the value to 9.7%, reflecting a 16.4% reduction, while carbonation treatment resulted in an abrasion value of 8.8%, indicating a 24.1% reduction. These improvements can be attributed to enhanced aggregate hardness and structural integrity. The carbonation treatment creates a rigid CaCO<sub>3</sub> layer on the surface of the steel slag, while water bath aging increases particle compactness through hydration products, and natural aging helps to reduce internal defects.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Wear value of steel slag aggregates with various pretreatment methods.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g007.tif">
<alt-text content-type="machine-generated">Bar chart displaying Los Angeles wear values in percentage for four categories: Initial, NA-1.0 years, WBA-90 degrees Celsius, and CT. Each subsequent category shows decreased wear values compared to the Initial, with red downward arrows and percentages&#x2014;14.7 percent, 16.4 percent, and 24.1 percent&#x2014;indicating the reduction for NA-1.0 years, WBA-90 degrees Celsius, and CT, respectively. Error bars are present for all bars.</alt-text>
</graphic>
</fig>
<p>The 2D angularity parameters of steel slag, assessed before and after the Los Angeles abrasion test, further elucidated the effects of pretreatments on shape retention, as presented in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>2D angularity parameters of steel slag before and after Los Angeles abrasion.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Pretreatment</th>
<th colspan="3" align="center">Before abrasion</th>
<th colspan="3" align="center">After abrasion</th>
</tr>
<tr>
<th align="center">Convexity</th>
<th align="center">Roundness</th>
<th align="center">Axis ratio</th>
<th align="center">Convexity</th>
<th align="center">Roundness</th>
<th align="center">Axis ratio</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Raw steel slag</td>
<td align="center">0.9</td>
<td align="center">0.72</td>
<td align="center">1.35</td>
<td align="center">0.74</td>
<td align="center">0.86</td>
<td align="center">1.2</td>
</tr>
<tr>
<td align="center">NA (1.0 years)</td>
<td align="center">0.89</td>
<td align="center">0.72</td>
<td align="center">1.32</td>
<td align="center">0.75</td>
<td align="center">0.81</td>
<td align="center">1.24</td>
</tr>
<tr>
<td align="center">WBA (90 &#xb0;C, 7d)</td>
<td align="center">0.88</td>
<td align="center">0.74</td>
<td align="center">1.3</td>
<td align="center">0.77</td>
<td align="center">0.82</td>
<td align="center">1.25</td>
</tr>
<tr>
<td align="center">CT</td>
<td align="center">0.93</td>
<td align="center">0.67</td>
<td align="center">1.33</td>
<td align="center">0.83</td>
<td align="center">0.72</td>
<td align="center">1.29</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Raw steel slag exhibited significant angularity degradation after abrasion: convexity decreased from 0.90 to 0.74, representing an 17.8% reduction; roundness increased from 0.72 to 0.86, reflecting a 19.4% increase; and the axis ratio dropped from 1.35 to 1.20, indicating an 11.1% reduction. These changes suggest severe blunting of sharp edges and a decrease in elongation, as mechanical wear smoothed particle contours and diminished the differences between the major and minor axes. Natural aging and water bath aging effectively mitigated this degradation. Natural-aged steel slag exhibited a convexity reduction of 15.7%, decreasing from 0.89 to 0.75; roundness increased by 12.0%, rising from 0.72 to 0.81; and the axis ratio showed a decrease of 6.1%, dropping from 1.32 to 1.24. Water bath aged steel slag, treated at 90 &#xb0;C for 7 days, displayed more moderate changes, with convexity reducing by 12.5%, roundness increasing by 10.3%, and the axis ratio decreasing by 3.8%. Carbonation treatment demonstrated the best retention of angularity across all three parameters, with convexity decreasing by only 10.8%, roundness increasing by 7.5%, and axis ratio declining by merely 3.0%. The minimal decay in axis ratio for carbonated steel slag ensures the preservation of particle elongation, which is advantageous for interlocking between aggregates and maintaining long-term skid resistance. This aligns with the findings of Hu, Peng, Wang, Zou, Tao, Liu and Yu (<xref ref-type="bibr" rid="B17">Hu et al., 2025</xref>), who emphasized that angularity retention is critical for the long-term skid resistance of steel slag asphalt mixtures.</p>
<p>The BPN results, illustrated in <xref ref-type="fig" rid="F8">Figure 8</xref>, exhibited a similar trend to that of 2D angularity retention. The raw steel slag mixture exhibited an initial BPN of 55, which decreased to 38 after 80 h of accelerated wear, reflecting a 30.9% attenuation. The natural-aged mixture had an initial BPN of 56, which declined to 46, resulting in a 17.9% attenuation. The water bath aged mixture, treated at 90 &#xb0;C for 7 days, displayed an initial BPN of 57 and a final BPN of 45, indicating a 21.1% attenuation. In contrast, the carbonated steel slag mixture recorded the highest initial BPN of 59 and the lowest attenuation rate of 10.2%, retaining a final BPN of 53. This enhanced performance can be attributed to the retained angularity of carbonated steel slag, which creates a rough surface texture that improves tire-pavement friction. Furthermore, the rigid CaCO<sub>3</sub> layer formed during carbonation effectively resists wear-induced smoothing. Consequently, the angularity and wear resistance of steel slag are critical factors in improving the skid resistance of asphalt mixtures, with carbonation treatment achieving optimal synergy between these two properties. However, the BPN value should be interpreted with caution, as it was derived under controlled indoor conditions that primarily reflect tire-induced polishing. In reality, skid resistance degradation is influenced by a wider range of factors, including seasonal climate variations (such as rainfall, snowfall, and freeze&#x2013;thaw cycles), traffic composition, pavement age, and surface contamination. The attenuation rate observed in the laboratory may overestimate long-term field decay in various climatic regions. Therefore, full-scale field validation is essential to establish reliable life-cycle skid resistance performance.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>BPN evolution of asphalt mixtures before and after accelerated wear.</p>
</caption>
<graphic xlink:href="fmats-13-1785730-g008.tif">
<alt-text content-type="machine-generated">Line graph comparing BPN versus wear time in hours for four conditions: Initial, NA-1.0 years, WBA-ninety degrees Celsius, and CT. CT maintains the highest BPN over time, while Initial decreases most rapidly.</alt-text>
</graphic>
</fig>
<p>It is important to note that, in order to maximize resource utilization, this study implemented complete replacement of coarse aggregate (&#x2265;4.75 mm) with steel slag, which may influence the overall load-bearing skeleton structure of the mixture. The research findings indicate that, compared to raw steel slag, the steel slag optimized through the three pretreatment methods exhibited higher angularity, lower Los Angeles abrasion values, and higher and more durable British Pendulum Number (BPN) values, with carbonated steel slag demonstrating the most favorable results. These properties contribute to the formation of a stronger interlocking skeleton, reducing deformation and maintaining long-term structural performance. Such improvements suggest that steel slag positively contributes to the stability of the overall load-bearing skeleton rather than introducing adverse effects. However, differences in particle density, shape distribution, and gradation packing behavior may still result in subtle changes in stress transmission under repeated heavy loading. Consequently, while the laboratory results are promising, it remains essential to verify the durability of the coarse skeleton structure under actual pavement service conditions through long-term field trials.</p>
<p>Furthermore, the composition of steel slag varies significantly among steel mills due to differences in raw materials, production processes, and cooling methods, particularly regarding the contents of f-CaO and f-MgO. This variability can impact the effectiveness of pretreatment methods. Natural weathering and water bath aging depend on hydration kinetics, which are slower for slags with lower reactivity, whereas carbonation is more effective for high f-CaO slags due to enhanced carbonate formation. In this study, the selected steel slag exhibited a moderate f-CaO content (typical of converter slag), and carbonation proved to be the most efficient method for suppressing expansion. To enhance the generalizability of the conclusions, future research should evaluate the effectiveness of pretreatment methods across a range of steel slag sources with varying compositions. This would aid in establishing guidelines for site-specific pretreatment optimization and broaden the applicability of carbonated steel slag in asphalt mixtures.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<label>4</label>
<title>Conclusion</title>
<p>This study systematically evaluates the effects of three pretreatment methods on the performance of steel slag and the corresponding AC-13 asphalt mixtures. The objective is to address the volume expansion of raw steel slag and promote its resourceful utilization. The key findings and conclusions are summarized as follows:<list list-type="order">
<list-item>
<p>All three pretreatment methods effectively reduce the content of f-CaO and water immersion expansion. Natural aging over a period of 12 months decreases f-CaO to 1.85% and expansion to 1.52%. Water bath aging exhibits strong temperature dependence, reducing f-CaO to 1.42% and expansion to 1.15% as the temperature increases from 30 &#xb0;C to 90 &#xb0;C. Carbonation treatment achieves the highest stabilization efficiency by converting f-CaO into stable CaCO<sub>3</sub>, resulting in the lowest expansion rate of 0.76%.</p>
</list-item>
<list-item>
<p>Pretreated steel slag significantly enhances the water stability of asphalt mixtures. Carbonated mixtures demonstrate the highest residual stability and TSR, followed by water bath aging (WBA) and natural aging (NA) mixtures. This improvement primarily stems from the suppression of internal cracking and the strengthening of asphalt&#x2013;aggregate interfacial adhesion, with carbonation providing additional physical barrier protection through the dense CaCO<sub>3</sub> layer.</p>
</list-item>
<list-item>
<p>The abrasion performance of asphalt mixtures is closely linked to the angularity retention and wear resistance of pretreated steel slag. Carbonation treatment best preserves 2D angularity parameters following the Los Angeles abrasion test. Although water bath aging and natural aging also mitigate angularity degradation and improve wear resistance, their effects are less pronounced compared to carbonation.</p>
</list-item>
<list-item>
<p>Carbonation treatment is recommended as the optimal pretreatment for heavy-traffic pavements requiring excellent long-term skid resistance and structural durability. Water bath aging represents a practical compromise, balancing performance gains with moderate energy and time inputs. Natural aging remains a viable option for low-risk applications where sufficient lead time is available. The choice of method should consider factors such as traffic loading, climatic conditions, and economic constraints.</p>
</list-item>
</list>
</p>
<p>This work provides a robust technical basis for the safe and effective incorporation of pretreated steel slag in asphalt pavements, thereby promoting the sustainable recycling of industrial by-products and advancing green pavement technology. However, the study is limited to steel slag from a single source and primarily focuses on water stability and abrasion resistance, without long-term field validation.</p>
<p>Future research should (i) include steel slag from multiple sources to confirm the generalizability of the findings, (ii) evaluate additional mixture properties (e.g., fatigue, rutting, low-temperature cracking), (iii) conduct extended field monitoring under real traffic and environmental conditions, and (iv) optimize the carbonation process to reduce energy consumption and facilitate cost-effective scale-up. Furthermore, synergistic combinations of pretreatment methods and chemical modifiers warrant further exploration.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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="s6">
<title>Author contributions</title>
<p>LL: Investigation, Writing &#x2013; original draft, Resources, Data curation. XW: Data curation, Writing &#x2013; original draft, Formal Analysis, Conceptualization. WJ: Methodology, Investigation, Writing &#x2013; original draft, Software. GW: Project administration, Writing &#x2013; review and editing, Validation, Conceptualization, Data curation. FZ: Writing &#x2013; original draft, Methodology, Investigation, Formal Analysis.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>Authors LL, WJ, and FZ were employed by Shandong Hi-Speed Infrastructure Construction Co., Ltd.</p>
<p>Authors WJ and FZ were employed by Shandong Hi-Speed Zilin Expressway Co., Ltd.</p>
<p>The remaining 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="s9">
<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="s10">
<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/3035268/overview">Miao Yu</ext-link>, Chongqing Jiaotong University, China</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/2980392/overview">Chao Zhang</ext-link>, Changsha University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3347253/overview">Xuan Zhu</ext-link>, Hunan City University, China</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abdulrahman</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Babalghaith</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Rafiq</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wahhab</surname>
<given-names>H. A.-a.</given-names>
</name>
<name>
<surname>Farouk</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Abba</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Densification behavior of warm stone mastic asphalt with construction and demolition waste aggregate under repeated compressive loading</article-title>. <source>Constr. Build. Mater.</source> <volume>494</volume>, <fpage>143483</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2025.143483</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="book">
<collab>ASTM C114</collab> (<year>2014</year>). <source>Standard test methods for chemical analysis of hydraulic cement</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="book">
<collab>ASTM C131</collab> (<year>2020</year>). <source>Standard test method for resistance to degradation of small-size coarse aggregate by abrasion and impact in the Los Angeles machine</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="book">
<collab>ASTM D1073-16</collab> (<year>2016</year>). <source>Standard specification for fine aggregate for asphalt paving mixtures</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International.</publisher-name>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="book">
<collab>ASTM D1559-89</collab> (<year>1989</year>). <source>Standard test method for resistance to plastic flow of bituminous mixtures using marshall apparatus</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="book">
<collab>ASTM D4792</collab> (<year>2019</year>). <source>Standard test method for potential expansion of aggregates from hydration reactions</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="book">
<collab>ASTM D4867</collab> (<year>2022</year>). <source>Standard test method for effect of moisture on asphalt mixtures</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="book">
<collab>ASTM D6114</collab> (<year>2019</year>). <source>Standard specification for asphalt-rubber binder</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="book">
<collab>ASTM D6925-23</collab> (<year>2023</year>). <source>Standard test method for preparation and determination of the relative density of asphalt mix specimens by means of the superpave gyratory compactor</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="book">
<collab>ASTM D6926</collab> (<year>2020</year>). <source>Standard practice for preparation of asphalt mixture specimens using marshall apparatus</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="book">
<collab>ASTM E303-22</collab> (<year>2020</year>). <source>Standard test method for measuring surface frictional properties using the British pendulum tester</source>. <publisher-loc>West Conshohocken</publisher-loc>: <publisher-name>ASTM International</publisher-name>.</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Feng</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Volume stability evaluation and life prediction of steel slag water-stabilised materials</article-title>. <source>Road Mater. Pavement Des.</source>, <fpage>1</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1080/14680629.2025.2492140</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ke</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2022a</year>). <article-title>Study on pavement performance of steel slag asphalt mixture based on surface treatment</article-title>. <source>Case Stud. Constr. Mater.</source> <volume>16</volume>, <fpage>e01131</fpage>. <pub-id pub-id-type="doi">10.1016/j.cscm.2022.e01131</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zou</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2022b</year>). <article-title>Evaluation of the impact factors on the leaching risk of steel slag and its asphalt mixture</article-title>. <source>Case Stud. Constr. Mater.</source> <volume>16</volume>, <fpage>e01067</fpage>. <pub-id pub-id-type="doi">10.1016/j.cscm.2022.e01067</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Tao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sax&#xe9;n</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Recent research progress on the direct carbon capture of steel slag to prepare building materials</article-title>. <source>Green Smart Min. Eng.</source> <volume>1</volume> (<issue>4</issue>), <fpage>387</fpage>&#x2013;<lpage>395</lpage>. <pub-id pub-id-type="doi">10.1016/j.gsme.2024.11.003</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gedik</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A review on the evaluation of the potential utilization of construction and demolition waste in hot mix asphalt pavements</article-title>. <source>Resour. Conservation Recycl.</source> <volume>161</volume>, <fpage>104956</fpage>. <pub-id pub-id-type="doi">10.1016/j.resconrec.2020.104956</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Tao</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Study on the slip resistance degradation behavior of steel slag asphalt mixtures based on texture feature parameters</article-title>. <source>J. Munic. Technol.</source> <volume>43</volume> (<issue>11</issue>), <fpage>231</fpage>&#x2013;<lpage>239</lpage>. <pub-id pub-id-type="doi">10.19922/j.1009-7767.2025.11.231</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ji</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Experimental analysis of long-term skid resistance of steel slag asphalt mixture based on differential wear</article-title>. <source>Int. J. Pavement Eng.</source> <volume>24</volume> (<issue>1</issue>), <fpage>2165655</fpage>. <pub-id pub-id-type="doi">10.1080/10298436.2023.2165655</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="book">
<collab>JT/T 1086-2016</collab> (<year>2016</year>). <source>Steel slag used in asphalt mixture</source>. <publisher-loc>Beijing</publisher-loc>: <publisher-name>China Communications Press</publisher-name>.</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="book">
<collab>JTG F40-2004</collab> (<year>2004</year>). <source>Technical specifications for construction of highway asphalt pavements</source>. <publisher-loc>Beijing, China</publisher-loc>: <publisher-name>Ministry of Communications of the People&#x27;s Republic of China</publisher-name>.</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kong</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Two-step approach to manufacture sustainable artificial steel slag aggregate used in alkali-activated concrete</article-title>. <source>Constr. Build. Mater.</source> <volume>445</volume>, <fpage>137850</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2024.137850</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xing</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Towards the co-benefits of carbon capture, utilization and sequestration: a life cycle assessment study for steel slag disposal</article-title>. <source>J. Clean. Prod.</source> <volume>443</volume>, <fpage>141166</fpage>. <pub-id pub-id-type="doi">10.1016/j.jclepro.2024.141166</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2025a</year>). <article-title>Microbial-induced mineral carbonation: a promising approach for improving carbon sequestration and performance of steel slag for its engineering utilization</article-title>. <source>Dev. Built Environ.</source> <volume>21</volume>, <fpage>100615</fpage>. <pub-id pub-id-type="doi">10.1016/j.dibe.2025.100615</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Vizzari</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2025b</year>). <article-title>A critical review of heavy metal characteristics and risk assessment approaches of municipal solid waste incineration bottom ash in subgrade construction</article-title>. <source>J. Traffic Transp. Eng. Engl. Ed.</source> <volume>12</volume> (<issue>5</issue>), <fpage>1150</fpage>&#x2013;<lpage>1173</lpage>. <pub-id pub-id-type="doi">10.1016/j.jtte.2025.02.004</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Effects of the aging treatment process on the properties of steel slag</article-title>. <source>J. Mater. Civ. Eng.</source> <volume>36</volume> (<issue>4</issue>), <fpage>04024019</fpage>. <pub-id pub-id-type="doi">10.1061/jmcee7.mteng-16508</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Ai</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Que</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2026</year>). <article-title>A review of steel slag carbonation: mechanisms, applications, and sustainability assessment</article-title>. <source>Materials</source> <volume>19</volume> (<issue>2</issue>), <fpage>286</fpage>. <pub-id pub-id-type="doi">10.3390/ma19020286</pub-id>
<pub-id pub-id-type="pmid">41597998</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lopes</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>da Silva</surname>
<given-names>T. O.</given-names>
</name>
<name>
<surname>Pitanga</surname>
<given-names>H. N.</given-names>
</name>
<name>
<surname>Pedroti</surname>
<given-names>L. G.</given-names>
</name>
<name>
<surname>de Carvalho</surname>
<given-names>J. M. F.</given-names>
</name>
<name>
<surname>Nalon</surname>
<given-names>G. H.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Chemical, mineralogical, microstructural and engineering properties of tropical soils stabilised with the combined and individual use of different types of steel slag</article-title>. <source>Road Mater. Pavement Des.</source> <volume>25</volume> (<issue>7</issue>), <fpage>1507</fpage>&#x2013;<lpage>1527</lpage>. <pub-id pub-id-type="doi">10.1080/14680629.2023.2268723</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Mao</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Performanc optimization and low-carbon technology of carbonated steel slag-based asphalt mixtures</article-title>. <source>China Metall.</source> <volume>35</volume> (<issue>7</issue>), <fpage>271</fpage>&#x2013;<lpage>279</lpage>. <pub-id pub-id-type="doi">10.13228/j.boyuan.issn1006-9356.20250156</pub-id>
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Connor</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Nguyen</surname>
<given-names>T. B. T.</given-names>
</name>
<name>
<surname>Honeyands</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Monaghan</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>O&#x2019;Dea</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Rinklebe</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Production, characterisation, utilisation, and beneficial soil application of steel slag: a review</article-title>. <source>J. Hazard. Mater.</source> <volume>419</volume>, <fpage>126478</fpage>. <pub-id pub-id-type="doi">10.1016/j.jhazmat.2021.126478</pub-id>
<pub-id pub-id-type="pmid">34323725</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Plati</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Tsakoumaki</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Loizos</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Quality assurance of steel slag asphalt mixtures for sustainable pavement surface courses</article-title>. <source>Recycling</source> <volume>9</volume> (<issue>5</issue>), <fpage>91</fpage>. <pub-id pub-id-type="doi">10.3390/recycling9050091</pub-id>
</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Autogenous and engineered healing mechanisms of carbonated steel slag aggregate in concrete</article-title>. <source>Constr. Build. Mater.</source> <volume>107</volume>, <fpage>191</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2015.12.191</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Santos</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Van Bouwel</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Vandevelde</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Mertens</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Elsen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Van Gerven</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Accelerated mineral carbonation of stainless steel slags for CO2 storage and waste valorization: effect of process parameters on geochemical properties</article-title>. <source>Int. J. Greenh. Gas Control</source> <volume>17</volume>, <fpage>32</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijggc.2013.04.004</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Pre-treatment of steel slag and its applicability in asphalt mixtures for sustainable pavements</article-title>. <source>Chem. Eng. J.</source> <volume>476</volume>, <fpage>146802</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2023.146802</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Feasibility of pretreated steel slag for asphalt pavement application and risk assessment of hazardous substance leaching</article-title>. <source>Chem. Eng. J.</source> <volume>498</volume>, <fpage>155497</fpage>. <pub-id pub-id-type="doi">10.1016/j.cej.2024.155497</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Feasible study on the sustainable and clean application of steel slag for abrasive waterjet machining</article-title>. <source>J. Clean. Prod.</source> <volume>420</volume>, <fpage>138378</fpage>. <pub-id pub-id-type="doi">10.1016/j.jclepro.2023.138378</pub-id>
</mixed-citation>
</ref>
<ref id="B36">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Utilization of accelerated carbonation to enhance the application of steel slag: a review</article-title>. <source>J. Sustain. Cement-Based Mater.</source> <volume>12</volume> (<issue>4</issue>), <fpage>471</fpage>&#x2013;<lpage>486</lpage>. <pub-id pub-id-type="doi">10.1080/21650373.2022.2154287</pub-id>
</mixed-citation>
</ref>
<ref id="B37">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Enhancement mechanism of asphalt mixture skeleton structures due to morphological characteristics of steel slag</article-title>. <source>Constr. Build. Mater.</source> <volume>432</volume>, <fpage>136703</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2024.136703</pub-id>
</mixed-citation>
</ref>
<ref id="B38">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Qian</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Nan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Exploring skid resistance over time: steel slag as a pavement aggregate&#x2014;Comparative study and morphological analysis</article-title>. <source>J. Clean. Prod.</source> <volume>464</volume>, <fpage>142779</fpage>. <pub-id pub-id-type="doi">10.1016/j.jclepro.2024.142779</pub-id>
</mixed-citation>
</ref>
<ref id="B39">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Analysis of swelling inhibition and economic performance of three pretreated steel slag aggregates in asphalt mixtures</article-title>. <source>J. Munic. Technol.</source> <volume>43</volume> (<issue>11</issue>), <fpage>203</fpage>&#x2013;<lpage>210</lpage>. <pub-id pub-id-type="doi">10.19922/j.1009-7767.2025.11.203</pub-id>
</mixed-citation>
</ref>
<ref id="B40">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Effect of temperature on fatigue damage evolution of asphalt mixture based on cluster analysis and acoustic emission parameters</article-title>. <source>Eng. Fract. Mech.</source> <volume>317</volume>, <fpage>110954</fpage>. <pub-id pub-id-type="doi">10.1016/j.engfracmech.2025.110954</pub-id>
</mixed-citation>
</ref>
<ref id="B41">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Rapid carbonation and high-efficiency modification approach of recycled coarse aggregate: an exploratory study based on supercritical CO2</article-title>. <source>Mater. Rep. Solidwaste Ecomater.</source> <volume>1</volume>, <fpage>9520018</fpage>. <pub-id pub-id-type="doi">10.26599/mrse.2025.9520018</pub-id>
</mixed-citation>
</ref>
<ref id="B42">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xia</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Investigation of steel slag after direct wet carbonation and its efficiency in water treatment</article-title>. <source>J. Water Process Eng.</source> <volume>68</volume>, <fpage>106500</fpage>. <pub-id pub-id-type="doi">10.1016/j.jwpe.2024.106500</pub-id>
</mixed-citation>
</ref>
<ref id="B43">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Mahoutian</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Development of wet-cast portland-cement-free concrete based on steel slag and ambient-pressure carbonation activation</article-title>. <source>Resour. Conservation Recycl.</source> <volume>203</volume>, <fpage>107455</fpage>. <pub-id pub-id-type="doi">10.1016/j.resconrec.2024.107455</pub-id>
</mixed-citation>
</ref>
<ref id="B44">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ding</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Study on the inhibition of steel slag&#x27;s volume expansion caused by plant urease and the properties of asphalt mixture</article-title>. <source>Constr. Build. Mater.</source> <volume>469</volume>, <fpage>140443</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2025.140443</pub-id>
</mixed-citation>
</ref>
<ref id="B45">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Geometric anisotropy modeling and shear behavior evaluation of graded crushed rocks</article-title>. <source>Constr. Build. Mater.</source> <volume>183</volume>, <fpage>346</fpage>&#x2013;<lpage>355</lpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2018.06.188</pub-id>
</mixed-citation>
</ref>
<ref id="B46">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Mechanism of reinforced interfacial adhesion between steel slag and highly devulcanized waste rubber modified asphalt and its influence on the volume stability in steel slag asphalt mixture</article-title>. <source>Constr. Build. Mater.</source> <volume>447</volume>, <fpage>138129</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2024.138129</pub-id>
</mixed-citation>
</ref>
<ref id="B47">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Qian</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lou</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Study on the effect of limestone replacement by steel slag on the interface interaction between asphalt and aggregate</article-title>. <source>Constr. Build. Mater.</source> <volume>471</volume>, <fpage>140709</fpage>. <pub-id pub-id-type="doi">10.1016/j.conbuildmat.2025.140709</pub-id>
</mixed-citation>
</ref>
</ref-list>
</back>
</article>