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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mater.</journal-id>
<journal-title>Frontiers in Materials</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mater.</abbrev-journal-title>
<issn pub-type="epub">2296-8016</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1621109</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2025.1621109</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Materials</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Study on permanent deformation properties of construction waste soil under traffic loading</article-title>
<alt-title alt-title-type="left-running-head">Li 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.2025.1621109">10.3389/fmats.2025.1621109</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Chenchen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3088255/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Chuang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3052025/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Weng</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Yaodong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Shang</surname>
<given-names>Huayu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Junhui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1048018/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Zhejiang Communications Investment Group Expressway Construction and Management Co., Ltd.</institution>, <addr-line>Hangzhou</addr-line>, <addr-line>Zhejiang</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Transportation</institution>, <institution>Changsha University of Science &#x26; Technology</institution>, <addr-line>Changsha</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3037711/overview">Chen Chen</ext-link>, Auburn University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2940997/overview">Jian Gong</ext-link>, Guangxi University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3056985/overview">Xu Xiao</ext-link>, Hunan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Chuang Zhang, <email>chuangzhang@csust.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1621109</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>06</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Li, Zhang, Weng, Qin, Shang and Zhang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Li, Zhang, Weng, Qin, Shang and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<p>The permanent deformation characteristics of subgrade filler under cyclic loading are the key factors affecting the long-term stability of subgrade and pavement performance. This study aims to systematically analyze the permanent deformation characteristics of construction waste soil as subgrade filler under cyclic loading through dynamic triaxial tests to optimize roadbed design and extend its service life. Results indicate that confining pressure, moisture content, and dynamic stress amplitude significantly affect permanent deformation. Specifically, increasing confining pressure from 60 kPa to 120 kPa reduces permanent deformation by 40%, while increasing moisture content from 0.8 to 1.2 times the optimum moisture content increases deformation by 36%. The dynamic stress amplitude is increased from 40 kPa to 130 kPa, and the deformation is increased by 263%. Based on the experimental data, the prediction model of permanent deformation of subgrade filler is established, and the prediction accuracy and universality of the model are verified by comparing with the experimental data of this study and other existing literature. The model can provide a scientific basis for subgrade design and help to select construction parameters reasonably, so as to effectively control the permanent deformation of subgrade and reduce maintenance costs.</p>
</abstract>
<kwd-group>
<kwd>construction waste soil</kwd>
<kwd>subgrade filler</kwd>
<kwd>dynamic triaxial test</kwd>
<kwd>permanent deformation</kwd>
<kwd>prediction model</kwd>
</kwd-group>
<contract-num rid="cn001">52025085</contract-num>
<contract-sponsor id="cn001">National Science Fund for Distinguished Young Scholars<named-content content-type="fundref-id">10.13039/501100014219</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Structural Materials</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>With the rapid development of transportation, the construction scale of highway and railway is expanding. As an important part of transportation infrastructure, the stability and durability of subgrade have a crucial impact on traffic safety and operation efficiency (<xref ref-type="bibr" rid="B30">Xu et al., 2024</xref>; <xref ref-type="bibr" rid="B19">Sun et al., 2025</xref>). The subgrade is subjected to the repeated action of vehicle load for a long time in the operation process. This cyclic load will lead to permanent deformation of the subgrade fillers, which will affect the overall performance of the subgrade (<xref ref-type="bibr" rid="B28">Xie et al., 2023</xref>; <xref ref-type="bibr" rid="B32">Yang et al., 2025</xref>; <xref ref-type="bibr" rid="B23">Wang et al., 2025</xref>). Construction waste soil has attracted wide attention as a potential subgrade filler. The construction waste soil usually comes from projects such as building demolition, infrastructure construction and land development, and its production is increasing with the acceleration of urbanization. The use of construction waste soil as subgrade filler can not only reduce the exploitation of natural earth-rock materials and reduce engineering costs, but also reduce the impact of slag stacking on the environment, which has significant economic and environmental benefits (<xref ref-type="bibr" rid="B41">Gu et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Xie et al., 2024</xref>; <xref ref-type="bibr" rid="B1">Barisoglu et al., 2025</xref>). It promotes the resource utilization and sustainable development of construction waste soil.</p>
<p>Under cyclic loading, the deformation of subgrade fillers can be divided into recoverable elastic deformation and irreversible permanent deformation. The permanent deformation will accumulate with the repeated action of cyclic load, and its evolution law is affected by many factors such as stress level, physical state of filler and load characteristics (<xref ref-type="bibr" rid="B8">Hegde and Palsule, 2020</xref>; <xref ref-type="bibr" rid="B20">Sun et al., 2023</xref>; <xref ref-type="bibr" rid="B34">Zhai et al., 2025</xref>). Accurately predicting and controlling the permanent deformation of subgrade fillers under cyclic loading is of great significance for ensuring the long-term stability and service life of subgrade. At present, the research on the permanent deformation of subgrade fillers mainly focuses on the exploration of deformation law and the establishment of prediction model. The established permanent deformation model is generally divided into two categories. The first type is a constitutive model based on the principle of classical soil mechanics, which can describe the stress-strain hysteresis loop of soil in each loading cycle, but the calculation cost is high, which is not conducive to practical engineering application (<xref ref-type="bibr" rid="B13">Li et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Indraratna et al., 2021</xref>; <xref ref-type="bibr" rid="B12">Lees and Tutumluer, 2025</xref>). The second type is the empirical model, which is simple and easy to be applied in engineering, but lacks theoretical support. In recent years, researchers have tried to introduce new variables and methods to more accurately reflect the deformation characteristics of fillers (<xref ref-type="bibr" rid="B25">Wang et al., 2023</xref>; <xref ref-type="bibr" rid="B31">Xu et al., 2025</xref>; <xref ref-type="bibr" rid="B9">Hu et al., 2025</xref>). <xref ref-type="bibr" rid="B38">Zhang et al. (2020)</xref> proposed a long-term deformation prediction model of subgrade soil including cyclic loading times, initial body stress, octahedral shear stress and saturation, which can well predict the long-term deformation of subgrade soil in southern China. <xref ref-type="bibr" rid="B26">Wang and Zhuang (2021)</xref> proposed an empirical model to quantify the relationship between the critical dynamic stress and the effective confining pressure of coarse-grained foundation soil. The model provides an important theoretical basis for the evaluation of foundation state and settlement control. <xref ref-type="bibr" rid="B35">Zhang et al. (2023)</xref> replaced the Newton dashpot in the generalized Kelvin model with the fractional Abel dashpot, and established a fractional generalized Kelvin model considering damage. The deformation of the foundation soil under intermittent cyclic loading was predicted, and good results were obtained. <xref ref-type="bibr" rid="B4">Chu et al. (2024)</xref> proposed a prediction model for permanent deformation of subgrade soil considering the influence of water content and loading cycle, which showed good performance in simulating the deformation of unsaturated soil. <xref ref-type="bibr" rid="B15">Liu et al. (2025)</xref> considered the accumulated plastic deformation of soil subjected to cyclic loading as static creep, a simplified method for calculating three-dimensional cyclic accumulative deformation is proposed by implementing the proposed model in a finite-element simulation utilizing an implicit stress integration algorithm. In order to describe the creep behavior of granular materials under dynamic loading, <xref ref-type="bibr" rid="B22">Tong et al. (2025)</xref> introduced a state evolution model, which can capture the basic spatiotemporal evolution characteristics of granular materials under dynamic loading conditions.</p>
<p>Although some progress has been made, the mechanism of permanent deformation of subgrade fillers under cyclic loading is still complex and is affected by many factors. The deformation characteristics of different types of fillers under cyclic loading are different (<xref ref-type="bibr" rid="B3">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="B10">Huang et al., 2023</xref>; <xref ref-type="bibr" rid="B21">Tai et al., 2024</xref>; <xref ref-type="bibr" rid="B33">Yao et al., 2024</xref>). The deformation laws and influencing factors of coarse-grained soil and cohesive soil are different. In addition, the physical state and load conditions of subgrade fillers in practical engineering are more complicated. Freeze-thaw action and water content change will have a significant impact on the mechanical properties and deformation characteristics of fillers (<xref ref-type="bibr" rid="B6">Han et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Lu et al., 2024</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2025</xref>; <xref ref-type="bibr" rid="B39">Zhao et al., 2025</xref>). Therefore, it is of great theoretical and practical significance to further study the permanent deformation characteristics of subgrade filler under cyclic loading and establish a more accurate and practical prediction model for guiding the design and construction of subgrade and improving the engineering performance of subgrade.</p>
<p>This study focuses on the permanent deformation characteristics of construction waste soil subgrade filler under cyclic loading. Through the dynamic triaxial test under different confining pressure, moisture content and dynamic stress amplitude, the influence of various factors on the permanent deformation of construction waste soil subgrade filler is systematically analyzed, and its development law is discussed in depth. The prediction model of permanent deformation of construction waste soil subgrade filler is established based on the test results, and the prediction accuracy and universality of the established model are comprehensively verified by comparing with the test data in this study and other existing literature.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>The test construction waste soil (<xref ref-type="fig" rid="F1">Figure 1</xref>) belongs to the argillaceous siltstone obtained from the Jinhua South Interchange section of the expressway in Zhejiang. Physical properties of argillaceous siltstone were summarized in <xref ref-type="table" rid="T1">Table 1</xref>. The particle size distribution of this argillaceous siltstone was as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Test construction waste soil subgrade filler.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g001.tif">
<alt-text content-type="machine-generated">Rocky ground with a mix of small to medium-sized jagged stones and loose soil, showcasing various shades of brown and tan.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Physical properties of argillaceous siltstone.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Properties</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Liquid limit (%)</td>
<td align="center">25.2</td>
</tr>
<tr>
<td align="center">Plastic limit (%)</td>
<td align="center">7.5</td>
</tr>
<tr>
<td align="center">Plasticity index</td>
<td align="center">17.7</td>
</tr>
<tr>
<td align="center">Optimal moisture content (%)</td>
<td align="center">5.04</td>
</tr>
<tr>
<td align="center">Maximum dry density (g/cm<sup>3</sup>)</td>
<td align="center">2.09</td>
</tr>
<tr>
<td align="center">California bearing ratio (%)</td>
<td align="center">15.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Particle size distribution of argillaceous siltstone.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g002.tif">
<alt-text content-type="machine-generated">Line graph showing percent of pass versus particle size in millimeters on a logarithmic scale. The red line with black dots indicates an upward trend from approximately 10 percent at 0.1 millimeters to 100 percent at 10 millimeters.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Specimen preparation</title>
<p>The wet argillaceous siltstone was adjusted to the target moisture content by weighing and water spraying, and sealed in a plastic bag to make the argillaceous siltstone evenly wet for 24 h, and then the moisture content was measured and averaged. The argillaceous siltstone is divided into five layers, and the cylindrical specimen (<xref ref-type="fig" rid="F3">Figure 3</xref>) with a diameter of 100 mm and a height of 200 mm is made by uniform static pressure on the hydraulic universal testing machine. After demoulding, the specimens were wrapped with cling film and allowed to stand for 48 h to make the humidity uniform, and then the dynamic triaxial test was carried out (<xref ref-type="bibr" rid="B36">Zhang et al., 2024</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Test specimen.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g003.tif">
<alt-text content-type="machine-generated">Metal components arranged on a stone surface include two semicircular sections, a cylindrical rod upright on a circular base, and two ring-like parts with bolts.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-3">
<title>2.3 Test procedures</title>
<p>In this test, Dynatriax100/14 automatic triaxial test system was used to carry out dynamic triaxial test on construction waste soil subgrade filler, and permanent deformation properties of construction waste soil subgrade filler was studied. The maximum dynamic load provided by the device is 14 kN, the loading frequency is up to 10 Hz, and the test range of dynamic displacement is 30 mm. The cyclic load of this test is applied in the form of half-sine wave (<xref ref-type="bibr" rid="B29">Xin et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Zhang et al., 2021</xref>), the loading frequency is 1 Hz, the loading time is 0.2 s, and the intermittent time is 0.8 s. The test termination condition adopts the double control index of strain and vibration. If the axial strain reaches 5%, the test is terminated. Otherwise, the test will be terminated when the total number of vibrations reaches 10,000 (<xref ref-type="bibr" rid="B38">Zhang et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Zhang et al., 2024</xref>). The dynamic triaxial test scheme is shown in <xref ref-type="table" rid="T2">Table 2</xref> <italic>w</italic>/OMC is the ratio of water content (<italic>w</italic>) to optimal moisture content (OMC). The above tests were carried out at about 20&#xb0;C.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Scheme of dynamic triaxial test.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">NO.</th>
<th align="center">Confining pressure<break/>
<italic>&#x3c3;</italic>
<sub>3</sub> (kPa)</th>
<th align="center">
<italic>w</italic>/OMC</th>
<th align="center">Dynamic stress amplitude <italic>&#x3c3;</italic>
<sub>
<italic>d</italic>
</sub> (kPa)</th>
<th align="center">Degree of compaction (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1</td>
<td align="center">60</td>
<td align="center">0.8</td>
<td rowspan="5" align="center">40,70,130</td>
<td rowspan="5" align="center">96</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">60</td>
<td align="center">1.0</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">60</td>
<td align="center">1.2</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">90</td>
<td align="center">1.2</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">120</td>
<td align="center">1.2</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<p>The permanent deformation curves of construction waste soil subgrade filler under different test conditions obtained by dynamic triaxial test are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Test results of permanent deformation under different test conditions.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g004.tif">
<alt-text content-type="machine-generated">Graphs a to e show the relationship between permanent deformation (vertical axis) and number of loading cycles (horizontal axis) for varying conditions. Each graph represents different parameters of confinement stress and moisture content. Data series for dynamic stress amplitudes of 40, 70, and 130 kilopascals are plotted, showing an increasing trend in deformation with higher dynamic stress amplitudes across 10,000 cycles.</alt-text>
</graphic>
</fig>
<p>It can be seen from <xref ref-type="fig" rid="F4">Figure 4</xref> that under different test conditions, the construction waste soil subgrade filler experienced a period of rapid cumulative deformation, and then decayed to the steady state stage. At the initial stage of cyclic loading, the cumulative strain increases rapidly with the increase of the number of cycles. This is because the soil particles are reordered and redirected under cyclic loading. The strength of the soil decreases and the sample softens. When the amplitude of the applied cyclic load is large, due to the large force of the cyclic load on the sample, a larger strain is generated, resulting in severe disturbance of the soil particles. In addition, the axial cumulative deformation of the sample increases, the soil particles absorb energy, and the electric field changes, resulting in the continuous decrease of water molecules and hydration cations adsorbed on the surface of the soil particles, and the transformation from strong and weak bound water to weak bound water and free water, respectively. The conversion between water increases the pores, and the increase of free water leads to the increase of pore water pressure, which softens the soil. This phenomenon was also found by <xref ref-type="bibr" rid="B5">da Silva et al. (2021)</xref>. The curve growth slows down in the middle and late stages of cumulative strain. This is because the constraint between soil particles increases under the cyclic action of load, and the soil is gradually squeezed and compacted, so that the cumulative plastic strain is difficult to develop, and the cumulative deformation develops slowly. The soil undergoes a fairly slow strain accumulation stage, that is, the so-called stable state. The internal structure of the soil has undergone initial adjustment and reconstruction. The interaction force between the soil particles has formed a new connection between the particles, reaching a relatively stable state to maintain the soil resistance to external loads. The connection between the particles is closer than before, reducing the weak structural surface composed of pores. <xref ref-type="bibr" rid="B38">Zhang et al. (2020)</xref> also found similar characteristics in their research.</p>
<sec id="s3-1">
<title>3.1 Influence of water content on permanent deformation of construction waste soil subgrade filler</title>
<p>The influence of water content on permanent deformation of construction waste soil subgrade filler was analyzed under confining pressure of 60 kPa and dynamic stress amplitude of 130 kPa. The permanent deformation test results of construction waste soil subgrade filler under different water content were shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Permanent deformation test results under different water content.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g005.tif">
<alt-text content-type="machine-generated">(a) Line graph showing permanent deformation percentage against the number of loading cycles for three moisture conditions: 0.8, 1.0, and 1.2 OMC. Deformation increases with both cycles and moisture. (b) Line graph of permanent deformation percentage versus water content, showing a positive correlation between deformation and water content.</alt-text>
</graphic>
</fig>
<p>It can be seen from <xref ref-type="fig" rid="F5">Figure 5</xref> that the permanent deformation of the sample increases with the increase of water content. At the same time, the permanent deformation of the sample under different water content accumulates rapidly in the early stage of loading, and the growth rate of permanent deformation gradually slows down after about 2000 cycles of cyclic loading, and the difference of permanent deformation change amplitude caused by different water content gradually decreases, indicating that the permanent deformation accumulation of subgrade filler under long-term cyclic loading is affected by the combined effect of water content and cyclic loading times. A similar rule was found in the study of <xref ref-type="bibr" rid="B36">Zhang et al. (2024)</xref>. In order to facilitate the analysis, the permanent deformation value generated by 10,000 cycles of loading was used as the comparison standard. Compared with the case of water content of 1.0 OMC, the permanent deformation of the specimen with water content of 1.2 OMC increased by 28%, and the permanent deformation of the specimen with water content of 0.8 OMC decreased by 8%. It shows that a small change in water content can cause the permanent deformation of subgrade filler to increase exponentially. In view of this, attention should be paid to the waterproof and drainage problems of subgrade engineering during the operation period. The sand cushion and sand wrapping edge moisture control technology based on the idea of capillary barrier can be used to prevent or delay the wetting of subgrade to ensure strength.</p>
</sec>
<sec id="s3-2">
<title>3.2 Influence of confining pressure on permanent deformation of construction waste soil subgrade filler</title>
<p>The influence of confining pressure on permanent deformation of construction waste soil subgrade filler was analyzed under water content of 1.2 OMC and dynamic stress amplitude of 130 kPa. The permanent deformation test results of construction waste soil subgrade filler under different confining pressure were shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Permanent deformation test results under different confining pressure.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g006.tif">
<alt-text content-type="machine-generated">(a) Line graph showing permanent deformation versus number of loading cycles for confining pressures of sixty, ninety, and one hundred twenty kilopascals. Deformation increases with cycles. (b) Line graph showing permanent deformation percentage decreasing as confining pressure increases from sixty to one hundred twenty kilopascals.</alt-text>
</graphic>
</fig>
<p>It can be seen from <xref ref-type="fig" rid="F6">Figure 6</xref> that the permanent deformation of the sample decreases with the increase of confining pressure. Confining pressure has a significant effect on the permanent deformation of subgrade filler. The research shows that although higher confining pressure can enhance the ability of subgrade filler to resist deformation, its permanent deformation characteristics are still affected by factors such as dynamic stress amplitude and water content. It can be seen from the permanent deformation curve that in the previous loading stage, the confining pressure has a great influence on the cumulative axial strain increment, while in the subsequent loading stage, the influence is not so significant. The increase of confining pressure helps to limit the slip between soil particles and keep the sample in a compressed state. Under the action of confining pressure, the permanent deformation development speed of the sample is significantly slowed down, and with the increase of confining pressure amplitude, the slowing effect is more obvious. Similar results were found in the study of <xref ref-type="bibr" rid="B40">Zhou et al. (2022)</xref> and <xref ref-type="bibr" rid="B10">Huang et al. (2023)</xref>. Taking the permanent deformation value generated by 10,000 cycles of cyclic loading as the comparison standard, compared with the case of confining pressure of 60 kPa, the permanent deformation of clay specimens with confining pressure of 90 kPa and 120 kPa is reduced by 30% and 40% respectively. At the same time, it is found that when the confining pressure increases from 60 kPa to 90 kPa, the cumulative rate of permanent deformation of the sample is significantly slowed down. The enhancement of confinement effect caused by the increase of confining pressure makes the permanent deformation transition from plastic creep to plastic stable state under cyclic loading. This shows that confining pressure plays a key role in controlling the permanent deformation of subgrade filler, and has important reference value for engineering design and construction.</p>
</sec>
<sec id="s3-3">
<title>3.3 Influence of dynamic stress amplitude on the permanent deformation of construction waste soil subgrade filler</title>
<p>The influence of confining pressure on permanent deformation of construction waste soil subgrade filler was analyzed under water content of 1.2 OMC and confining pressure of 60 kPa. The permanent deformation test results of construction waste soil subgrade filler under different dynamic stress amplitude were shown in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Permanent deformation test results under different dynamic stress amplitude.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g007.tif">
<alt-text content-type="machine-generated">Graph (a) shows a plot of permanent deformation percentage against the number of loading cycles, with curves for dynamic stress amplitudes of forty, seventy, and one hundred thirty kilopascals, each showing increasing deformation. Graph (b) depicts a linear relationship between permanent deformation percentage and dynamic stress amplitude, ranging from forty to one hundred thirty kilopascals.</alt-text>
</graphic>
</fig>
<p>It can be seen from <xref ref-type="fig" rid="F7">Figure 7</xref> that the larger the dynamic stress amplitude, the greater the permanent deformation of the specimen. When the dynamic stress amplitude is at a low level, the permanent deformation of the specimen tends to be stable after a small amount of cyclic loading. It can be found that the permanent deformation of the specimen under the dynamic stress amplitude of 30 kPa and 70 kPa enters a stable state after about 2000 times of loading. When the dynamic stress amplitude reaches 130 kPa, the permanent deformation of the specimen continues to accumulate with the number of cyclic loading, showing plastic creep characteristics. <xref ref-type="bibr" rid="B18">Nie et al. (2020)</xref> and <xref ref-type="bibr" rid="B24">Wang et al. (2024)</xref> also found a similar phenomenon. Taking the permanent deformation value generated by 10,000 cycles of cyclic loading as the comparison standard, compared with the case of dynamic stress amplitude of 40 kPa, the permanent deformation of clay specimens with dynamic stress amplitude of 70 kPa and 130 kPa increased by 100% and 263%, respectively. This shows that the permanent deformation of subgrade soil in the dynamic influence area of subgrade, especially in the shallow area of subgrade which is significantly affected by dynamic load, will increase significantly with the increase of vehicle axle load. Therefore, it is necessary to strictly control the overload phenomenon in the road engineering during the operation period to ensure that the dynamic deformation of the subgrade is within a reasonable range.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Permanent deformation prediction model of subgrade filler</title>
<p>Considering that for the actual highway subgrade, the probability of direct damage is small, and it is more in a stable or critical state. Therefore, it is of practical engineering significance to predict the permanent deformation of stable and critical specimens. In view of this, this study predicts the permanent deformation of the stable specimens.</p>
<sec id="s4-1">
<title>4.1 Model establishment</title>
<p>Under cyclic loading, the cumulative strain <italic>&#x3b5;</italic>
<sub>
<italic>p</italic>
</sub> of the soil gradually increases with the increase of the number of loading <italic>N</italic>. This cumulative deformation usually shows that in the initial stage, the cumulative deformation increases rapidly. With the increase of loading times, the cumulative deformation growth gradually slows down. Finally, the cumulative deformation tends to a stable value. This deformation characteristic can be described by an exponential decay function (<xref ref-type="bibr" rid="B17">Ma et al., 2023</xref>; <xref ref-type="bibr" rid="B15">Liu et al., 2025</xref>).</p>
<p>It is assumed that the relationship between the permanent deformation increment <italic>&#x3b5;</italic>
<sub>
<italic>p</italic>
</sub> caused by each loading and the current stress level <italic>&#x3c3;</italic> and the loading times <italic>N</italic> can be expressed as the following permanent deformation increment expression <xref ref-type="disp-formula" rid="e1">Equation 1</xref>:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>According to the elastic-plastic behavior and experience of materials, the following forms <xref ref-type="disp-formula" rid="e2">Equation 2</xref> can be used:<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Where, <italic>k</italic> is the material constant, reflecting the plastic deformation ability of the material; <italic>&#x3c3;</italic> is the stress during the loading; <italic>n</italic> is the stress sensitivity index, reflecting the nonlinear dependence of deformation on stress; <italic>&#x3b2;</italic> is the loading cycle influence coefficient, reflecting the cumulative effect of loading cycles on the increase in deformation.</p>
<p>In addition to the influence of loading times, confining pressure, dynamic stress amplitude and water content on plastic deformation can not be ignored. Therefore, by adding these factors, the prediction model of permanent deformation of subgrade filling in <xref ref-type="disp-formula" rid="e3">Formula 3</xref> is finally proposed.<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>Where, <italic>&#x3c3;</italic>
<sub>
<italic>oct</italic>
</sub> is body stress, <italic>&#x3c3;</italic>
<sub>
<italic>oct</italic>
</sub> &#x3d; (<italic>&#x3c3;</italic>
<sub>1</sub>&#x2b;2<italic>&#x3c3;</italic>
<sub>3</sub>)/3; <italic>&#x3c3;</italic>
<sub>
<italic>atm</italic>
</sub> is the reference stress, generally at atmospheric pressure (100 kPa); <italic>w</italic> is the moisture content; <italic>w</italic>
<sub>
<italic>omc</italic>
</sub> is the optimal moisture content; <italic>m</italic> is the parameter.</p>
</sec>
<sec id="s4-2">
<title>4.2 Parameter identification</title>
<p>The fitting values of the parameters under different test conditions are shown in <xref ref-type="table" rid="T3">Table 3</xref>. The fitting results are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Parameters of permanent deformation prediction model.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>&#x3c3;</italic>
<sub>3</sub> (kPa)</th>
<th align="center">
<italic>w</italic>/OMC</th>
<th align="center">
<italic>&#x3c3;</italic>
<sub>
<italic>d</italic>
</sub> (kPa)</th>
<th align="center">
<italic>k</italic>
</th>
<th align="center">
<italic>n</italic>
</th>
<th align="center">
<italic>m</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>R</italic>
<sup>2</sup>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">60</td>
<td align="center">0.8</td>
<td align="center">40</td>
<td align="center">0.63</td>
<td align="center">2.15</td>
<td align="center">2.59</td>
<td align="center">3.87E-04</td>
<td align="center">0.9665</td>
</tr>
<tr>
<td align="center">60</td>
<td align="center">0.8</td>
<td align="center">70</td>
<td align="center">0.80</td>
<td align="center">2.05</td>
<td align="center">1.86</td>
<td align="center">3.88E-04</td>
<td align="center">0.9652</td>
</tr>
<tr>
<td align="center">60</td>
<td align="center">0.8</td>
<td align="center">130</td>
<td align="center">0.88</td>
<td align="center">0.76</td>
<td align="center">1.56</td>
<td align="center">6.62E-04</td>
<td align="center">0.9472</td>
</tr>
<tr>
<td align="center">60</td>
<td align="center">1.0</td>
<td align="center">70</td>
<td align="center">0.67</td>
<td align="center">2.82</td>
<td align="center">1.00</td>
<td align="center">4.48E-04</td>
<td align="center">0.9621</td>
</tr>
<tr>
<td align="center">60</td>
<td align="center">1.2</td>
<td align="center">70</td>
<td align="center">0.75</td>
<td align="center">2.42</td>
<td align="center">0.27</td>
<td align="center">3.85E-04</td>
<td align="center">0.9658</td>
</tr>
<tr>
<td align="center">90</td>
<td align="center">1.2</td>
<td align="center">70</td>
<td align="center">0.32</td>
<td align="center">0.36</td>
<td align="center">0.25</td>
<td align="center">3.86E-04</td>
<td align="center">0.9663</td>
</tr>
<tr>
<td align="center">120</td>
<td align="center">1.2</td>
<td align="center">70</td>
<td align="center">0.27</td>
<td align="center">0.26</td>
<td align="center">0.05</td>
<td align="center">3.89E-04</td>
<td align="center">0.9647</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The fitting values of the test data different test conditions.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g008.tif">
<alt-text content-type="machine-generated">Three graphs show permanent deformation percentages versus the number of loading cycles for different conditions. Graph (a) depicts data for 60 kilopascals at 0.8 optimum moisture content with calculated values for 40, 70, and 130 kilopascals. Graph (b) presents data for 60 and 70 kilopascals with calculated values for moisture contents of 0.8, 1.0, and 1.2. Graph (c) shows data for 70 kilopascals at 1.2 optimum moisture content with calculated values for 60, 90, and 120 kilopascals. All graphs show increasing deformation with more loading cycles.</alt-text>
</graphic>
</fig>
<p>According to the analysis results of <xref ref-type="table" rid="T3">Table 3</xref> and <xref ref-type="fig" rid="F8">Figure 8</xref>, the proposed prediction model shows excellent agreement with the actual test data when calculating the deformation curve. The fitting correlation coefficient of the model is more than 0.9, which fully proves the rationality and reliability of the model. The model can capture the dynamic changes of test data with high precision, thus providing a powerful tool for predicting the deformation behavior of subgrade soil under cyclic loading. In addition, a significant feature of the proposed prediction model is that it comprehensively considers many key factors such as dynamic stress amplitude, confining pressure and water content. This comprehensive consideration of multiple factors makes the model not only accurately reflect the deformation law of soil under the influence of a single factor, but also more comprehensively describe the complex deformation behavior under the combined action of multiple factors. Therefore, the model has high practical value in practical engineering applications, which can help engineers predict and control the deformation of subgrade soil more accurately, so as to optimize the design and improve the safety and economy of the project.</p>
</sec>
<sec id="s4-3">
<title>4.3 Model verification</title>
<p>In order to verify the applicability and accuracy of the proposed mechanical model of permanent deformation of subgrade filler, the test data of subgrade filler in this paper and other subgrade fillers in the existing literature are used to verify the model. The permanent deformation test data of different subgrade fillers of <xref ref-type="bibr" rid="B14">Li et al. (2021)</xref>, <xref ref-type="bibr" rid="B7">He et al. (2023)</xref>, <xref ref-type="bibr" rid="B36">Zhang et al. (2024)</xref> and <xref ref-type="bibr" rid="B15">Liu et al. (2025)</xref> are used for verification, as shown in <xref ref-type="table" rid="T4">Table 4</xref>. Comparison between measured and predicted values is shown in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Parameters of proposed model of existing literature.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">No.</th>
<th align="center">
<italic>&#x3c3;</italic>
<sub>3</sub> (kPa)</th>
<th align="center">
<italic>w</italic>/OMC</th>
<th align="center">
<italic>&#x3c3;</italic>
<sub>
<italic>d</italic>
</sub> (kPa)</th>
<th align="center">
<italic>k</italic>
</th>
<th align="center">
<italic>n</italic>
</th>
<th align="center">
<italic>m</italic>
</th>
<th align="center">
<italic>&#x3b2;</italic>
</th>
<th align="center">
<italic>R</italic>
<sup>2</sup>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">A (<xref ref-type="bibr" rid="B14">Li et al., 2021</xref>)</td>
<td align="center">60</td>
<td align="center">1.0</td>
<td align="center">360</td>
<td align="center">0.91</td>
<td align="center">0.93</td>
<td align="center">1.0</td>
<td align="center">2.78E-03</td>
<td align="center">0.9950</td>
</tr>
<tr>
<td align="left">B (<xref ref-type="bibr" rid="B7">He et al., 2023</xref>)</td>
<td align="center">28</td>
<td align="center">1.32</td>
<td align="center">45</td>
<td align="center">0.66</td>
<td align="center">1.44</td>
<td align="center">0.05</td>
<td align="center">2.59E-03</td>
<td align="center">0.9494</td>
</tr>
<tr>
<td align="left">C (<xref ref-type="bibr" rid="B36">Zhang et al., 2024</xref>)</td>
<td align="center">30</td>
<td align="center">1.40</td>
<td align="center">100</td>
<td align="center">0.98</td>
<td align="center">1.03</td>
<td align="center">0.96</td>
<td align="center">4.40E-03</td>
<td align="center">0.9472</td>
</tr>
<tr>
<td align="left">D (<xref ref-type="bibr" rid="B15">Liu et al., 2025</xref>)</td>
<td align="center">30</td>
<td align="center">1.22</td>
<td align="center">30</td>
<td align="center">1.20</td>
<td align="center">0.80</td>
<td align="center">1.94</td>
<td align="center">3.70E-03</td>
<td align="center">0.9621</td>
</tr>
<tr>
<td align="left">E (This study)</td>
<td align="center">90</td>
<td align="center">1.20</td>
<td align="center">40</td>
<td align="center">0.10</td>
<td align="center">0.80</td>
<td align="center">3.21</td>
<td align="center">3.88E-04</td>
<td align="center">0.9655</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Comparison between measured and predicted values.</p>
</caption>
<graphic xlink:href="fmats-12-1621109-g009.tif">
<alt-text content-type="machine-generated">A scatter plot showing predicted versus measured values with data points represented by different shapes: circles (A), squares (B), blue triangles (C), green triangles (D), and diamonds (E). The trendline suggests a positive correlation. The axes are labeled as predicted and measured values in percentages.</alt-text>
</graphic>
</fig>
<p>According to <xref ref-type="table" rid="T4">Table 4</xref> and <xref ref-type="fig" rid="F9">Figure 9</xref>, the proposed prediction model shows high accuracy in predicting the permanent deformation of different types of subgrade fillers. The good agreement between the calculated values and the experimental results verifies the effectiveness of the model in predicting the permanent deformation of subgrade fillers. In addition, the proposed prediction model is verified by selecting the test data of other subgrade fillers in the existing literature. The results further show that the model is not only suitable for specific subgrade fillers, but also has a wide range of applications. The excellent prediction accuracy of the model means that it can be used as an important tool in the engineering design and construction process to help engineers and researchers more accurately predict and control the permanent deformation of subgrade fillers under cyclic loading. This is essential to ensure the long-term stability and durability of road engineering, especially in the face of complex traffic loads and environmental conditions. The wide applicability of the model also shows that it can be adjusted and optimized according to the geological conditions and filling characteristics of different regions to meet different engineering requirements. This flexibility makes the proposed model a powerful analytical tool that can be applied to different engineering projects around the world.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this study, the permanent deformation curve of construction waste soil subgrade filler was obtained by dynamic triaxial test under different confining pressure, different water content and different dynamic stress amplitude. The effects of confining pressure, water content and dynamic stress amplitude on the permanent deformation characteristics of construction waste soil subgrade filling were analyzed. The permanent deformation prediction model is established and the validity and applicability of the model are verified. The following conclusions are drawn.<list list-type="simple">
<list-item>
<p>(1) Confining pressure, moisture content, and dynamic stress amplitude have a significant impact on permanent deformation. Specifically, increasing confining pressure from 60 kPa to 120 kPa reduces permanent deformation by 40%, while increasing moisture content from 0.8 to 1.2 times the optimum moisture content increases deformation by 28%. The dynamic stress amplitude is increased from 40 kPa to 130 kPa, and the deformation is increased by 263%.</p>
</list-item>
<list-item>
<p>(2) The proposed permanent deformation prediction model comprehensively considers the effects of loading times, stress and water content. By introducing the loading cycle influence coefficient (<italic>&#x3b2;</italic>), stress sensitivity index (<italic>n</italic>) and water content influence parameter (<italic>m</italic>), the model can accurately reflect the nonlinear deformation characteristics of the material and its cumulative deformation behavior under cyclic loading. It is innovative in theory and practice, and can provide a reliable and accurate method for the prediction of permanent deformation of subgrade filler.</p>
</list-item>
<list-item>
<p>(3) The multi-factor analysis ability and universality of the model make it have significant advantages in road design, which can improve the scientificity of design and bring economic benefits. With further research and practice, the model is expected to play a greater role in the field of road engineering, helping to achieve safer and more durable road infrastructure.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>CL: Conceptualization, Formal Analysis, Writing &#x2013; review and editing. CZ: Investigation, Methodology, Writing &#x2013; original draft. HW: Writing &#x2013; review and editing. YQ: Formal Analysis, Methodology, Writing &#x2013; review and editing. HS: Formal Analysis, Methodology, Writing &#x2013; review and editing. JZ: Funding acquisition, Resources, Supervision, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the National Science Fund for Distinguished Young Scholars (Grant No.52025085), the National Natural Science Foundation of China Young Scientists Fund Project (Grant No. 52408463), the China Postdoctoral Science Foundation (Grant No. 2024M762782), the Open Fund of Key Laboratory of Special Environment Road Engineering of Hunan Province (Changsha University of Science &#x26; Technology) (Grant No. kfj230606). Major R&#x0026;D project of Zhejiang Provincial Department of Transportation (ZJXL-SJT-202316A).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors CL and HW were employed by Zhejiang Communications Investment Group Expressway Construction and Management Co., Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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