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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">1774784</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2026.1774784</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Conversion technology of steel reinforcement system for underground engineering lining</article-title>
<alt-title alt-title-type="left-running-head">Song 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.2026.1774784">10.3389/fmats.2026.1774784</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Xiangrong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tian</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3328061"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Haisheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3100427"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Hanbiao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Huiwu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
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<aff id="aff1">
<label>1</label>
<institution>CCCC Second Harbor Engineering Co., Ltd.</institution>, <city>Wuhan</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>School of Civil Engineering, Central South University</institution>, <city>Changsha</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Wei Tian, <email xlink:href="mailto:956349188@qq.com">956349188@qq.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-04">
<day>04</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1774784</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>13</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Song, Tian, Yang, Feng, Zhu and Luo.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Song, Tian, Yang, Feng, Zhu and Luo</copyright-holder>
<license>
<ali:license_ref start_date="2026-03-04">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>In the construction of linings for underground structures such as mines and traffic tunnels, reinforcement cages are typically assembled on concrete formwork trolleys. This practice occupies critical positions along the construction line and thereby reduces overall construction efficiency. To address this issue, the present study investigated the transformation technology of lining reinforcement cages, based on the underground project in the Xiong&#x2019;an New Area of the Xiong&#x2019;an-Xinzhou high-speed railway. Full-scale model tests and numerical simulations were conducted to evaluate the feasibility and effectiveness of several support schemes, which were subsequently implemented in practical engineering applications. The following conclusions were drawn: 1) A system support scheme utilizing a matrix-type lifting point system was proposed, and its feasibility was verified through implementation in actual engineering projects. 2) During the system transformation, the measured average deformation of the lining reinforcement cage was accurately maintained within 5 mm, with the maximum deformation not exceeding 10 mm. This ensured adherence to the design thickness of the structural protective layer and the installation quality of embedded components. Therefore, the proposed scheme offers a novel and effective solution for the construction of underground engineering lining.</p>
</abstract>
<kwd-group>
<kwd>full-scale model test</kwd>
<kwd>numerical simulation</kwd>
<kwd>reinforcement system conversion</kwd>
<kwd>tunnel lining</kwd>
<kwd>underground engineering</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study was supported by Hebei Province Innovation Capability Enhancement Plan Project (No.244X6102D).</funding-statement>
</funding-group>
<counts>
<fig-count count="23"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="19"/>
<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>Currently, with the continuous development of China&#x2019;s mining industry and transportation industry, the quantity of mine and traffic tunnel construction is increasing. At the same time, the requirements for automation, greening and refinement of construction technology are also rising (<xref ref-type="bibr" rid="B6">Ji et al., 2023</xref>; <xref ref-type="bibr" rid="B8">Jin et al., 2024</xref>; <xref ref-type="bibr" rid="B12">Liu et al., 2023</xref>; <xref ref-type="bibr" rid="B18">Wu et al., 2025</xref>). With the rapid development of new generation information technologies such as artificial intelligence, the Internet of Things, big data, and 5G communication networks, the fourth industrial revolution centered on intelligence, digitization, and networking has brought new challenges and opportunities to various industries (<xref ref-type="bibr" rid="B3">Guo et al., 2023</xref>). The drilling and blasting method and TMB method are the two mainstream construction methods for tunnel construction, and researchers have conducted extensive research on intelligent construction. At present, the drill-and-blast tunnel has basically achieved fully mechanized construction and is developing towards intelligent equipment, information management, and other aspects (<xref ref-type="bibr" rid="B1">Cai et al., 2022</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="B10">Li et al., 2024</xref>; <xref ref-type="bibr" rid="B15">Wang et al., 2024</xref>). The mechanization and informatization level are relatively high in TBM tunnel construction. Currently, relevant research mainly focuses on the digitization and intelligent empowerment of the entire process (<xref ref-type="bibr" rid="B4">Hou et al., 2023</xref>; <xref ref-type="bibr" rid="B13">Sharafat et al., 2021</xref>; <xref ref-type="bibr" rid="B17">Wu et al., 2024</xref>). Compared to the drilling and blasting method and shield tunneling/TBM method, the open excavation method has the advantages of simple construction technology, high efficiency, and good economy. However, there is currently limited research on the mechanization and intelligence of open cut tunnel construction.</p>
<p>In the mine and traffic tunnel, the lining is the key structure to protect the stability of the tunnel. Its main construction procedures include reinforcement binding, formwork installation, concrete pouring and maintenance. Trolleys are commonly used in open-cut lining construction to support these activities (<xref ref-type="bibr" rid="B7">Jian, 2021</xref>; <xref ref-type="bibr" rid="B9">Li, 2019</xref>; <xref ref-type="bibr" rid="B16">Wu, 2008</xref>). Traditionally, concrete is poured only after reinforcement has been bound to the formwork trolley (<xref ref-type="bibr" rid="B11">Liu, 2023</xref>; <xref ref-type="bibr" rid="B19">Zhao, 2023</xref>; <xref ref-type="bibr" rid="B14">Wang, 2023</xref>). However, the reinforcement binding process often occupies critical construction paths, thereby impeding overall construction efficiency.</p>
<p>To address this efficiency bottleneck, a construction scheme involving the transformation of the lining reinforcement cage has been proposed within the industry. Specifically, after reinforcement is pre-bound on a dedicated trolley, this trolley is repositioned to transfer the reinforcement onto a formwork trolley. This process streamlines the subsequent concrete placement.</p>
<p>The originally bound trolley is then moved to continue the next stage of binding operations. However, in this transformation process, down-warping may occur because of the dead weight after the removal of the bound trolley (<xref ref-type="bibr" rid="B5">Huang and Meng, 2020</xref>). This may prevent the concrete formwork trolley from being positioned properly due to spatial interference or affect the thickness of the protective layer.</p>
<p>To address these challenges, this study investigated the application of transformation technology for the lining reinforcement cage, using the underground project in the Xiong&#x2019;an New Area of the Xiong&#x2019;an-Xinzhou high-speed railway as a case study. A full-scale model test was conducted to evaluate the feasibility and effectiveness of various support schemes. Based on the test results, numerical simulations were carried out to replicate and analyze the actual construction conditions. The findings were subsequently applied to practical engineering. As a result, deformation issues associated with the transformation process of the lining reinforcement cage were effectively controlled, and the overall construction duration was reduced. The research results provide an effective solution for the efficient, high-quality and refined construction of underground engineering lining.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Background of the project</title>
<sec id="s2-1">
<label>2.1</label>
<title>Overview</title>
<p>
<xref ref-type="sec" rid="s6">Section 6</xref> of the Xiong&#x2019;an-Xinzhou high-speed railway is located within Rongcheng County, Baoding City, which falls within the starting area of the Xiong&#x2019;an New Area. With a total length of 5.43 km, this section of the project is constructed via an open-cut method. The layout plan of this railway is illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>. The Xiong&#x2019;an Tunnel is divided into three sections, with lengths of 7,500 m for Section 1, 8,000 m for <xref ref-type="sec" rid="s2">Section 2</xref>, and 4,480 m for <xref ref-type="sec" rid="s3">Section 3</xref>. The maximum running speed of the train is 250 km/h. This tunnel is a single tunnel with two tracks. The effective clear cross-sectional area above the rail surface is at least 90 m<sup>2</sup>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Plan of the Xiong&#x2019;an-Xinzhou high-speed railway.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g001.tif">
<alt-text content-type="machine-generated">Map graphic showing a high-speed railway route with labeled stations Baiyangdian, Xiaoli, Xiong&#x2019;an Intercity, and Xiong&#x2019;an, as well as tunnels numbered one to three and geographical features Ping River and Baigouying River.</alt-text>
</graphic>
</fig>
<p>The hydrogeological and geological conditions of this area are as follows: This area is a North China Plain region and belongs to the alluvial-pluvial plain subregion. The primary geological formation in the project area is the Q3 stratum, which is predominantly composed of silty clay, clayey silt, and silty-fine sand. The bearing stratum consists mainly of silty clay (62.7%) and clayey silt (34.3%). The tunnel alignment extends in an east-west direction, with the groundwater recharge source located on the eastern side. Correspondingly, the groundwater level exhibits a gradual decline from east to west. In <xref ref-type="sec" rid="s1">Section 1</xref> of the tunnel, the water table ranges from 3.6 m to &#x2212;8.8 m; in <xref ref-type="sec" rid="s2">Section 2</xref>, it ranges from &#x2212;7 m to &#x2212;9 m; and in <xref ref-type="sec" rid="s3">Section 3</xref>, it ranges from &#x2212;8 m to &#x2212;9 m. The confined groundwater level is situated at about &#x2212;11 m, while the tunnel bottom elevation varies between &#x2212;12 m and &#x2212;19.5 m.</p>
</sec>
<sec id="s2-2">
<label>2.2</label>
<title>Construction procedures for secondary lining</title>
<p>The secondary lining is an inner structural layer constructed using reinforced concrete following the completion of the primary support in a tunnel. Together with the primary support, it forms a composite lining system. Its primary functions include enhancing the structural integrity of the tunnel, improving drainage performance, providing a more refined aesthetic finish, and accommodating the installation of communication, lighting, and other ancillary systems. This construction involves the following steps (<xref ref-type="fig" rid="F2">Figure 2</xref>): 1. Surveying and setting out; 2. Reinforcement preparation and installation; 3. Positioning of the formwork trolley; 4. Laying of waterproof layers; 5. Concrete placement; 6. Vibration; 7. Capping; 8. Formwork removal; 9. Curing.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Schematic diagram of the construction procedures.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g002.tif">
<alt-text content-type="machine-generated">Five-panel illustration showing the construction stages of an arched tunnel structure. Each panel displays a different step in the structural assembly, progressing from a visible framework to a fully enclosed tunnel with support platforms and access ladders.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-3">
<label>2.3</label>
<title>Construction difficulties</title>
<p>In the process of tunnel construction via the open-cut method, the construction site is typically in open air. Construction is highly susceptible to the impact of weather changes. For example, extreme meteorological conditions (e.g., rainfall, high temperatures, and strong winds) may significantly and directly influence construction progress. Moreover, the safety and wellbeing of construction workers are significantly compromised by the unstable working environment and the risks associated with adverse weather conditions, making it difficult to ensure adequate protection. To address these challenges, this project proposed a solution grounded in the concept of a mobile factory, aiming to enhance the efficiency and quality of open-cut tunnel construction through a fully integrated, assembly-line operation. However, two major issues hinder the realization of this approach: the occupation of critical construction paths during the reinforcement process and the potential for downward deformation (down-warping) caused by dead weight following the removal of the reinforcement-bound trolley during the transformation of the reinforcement system. Addressing either of these issues is essential to ensuring an uninterrupted and effective assembly-line operation.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Full-scale model test</title>
<p>In actual construction, the tunnel lining reinforcement cage is divided into standard segments measuring 9 m in length. For the purposes of this study, the plane size of the reinforcement cage in this test was completely consistent with the design size. The lateral support and vertical support were located in the vertical plane, and were evenly arranged along the longitudinal spacing of the reinforcement cage. The deformation of each longitudinal section of the reinforcement cage was similar, so it can be considered that the length of the reinforcement cage had little effect on the test results. In order to reduce the test site and workload, a 3 m-long full-scale cross-sectional reinforcement cage was selected for testing to examine the effects of lateral support, vertical support, and their combined application on reinforcement cage deformation. The objective was to assess the feasibility and effectiveness of various support schemes for the lining reinforcement cage and to provide experimental data to inform subsequent numerical simulation analyses.</p>
<sec id="s3-1">
<label>3.1</label>
<title>Test method</title>
<sec id="s3-1-1">
<label>3.1.1</label>
<title>Layout of test points</title>
<p>Three cross-sections were selected to measure the deformation of the reinforcement cage. Eleven deformation measurement points were symmetrically arranged on each cross-section (<xref ref-type="fig" rid="F3">Figure 3</xref>). The average values of the measurements obtained from these three cross-sections were used for analysis. The deformation of reinforcement cage was measured by Leica tz08 total station with a measurement accuracy of 1 mm. The measurement targets were set at the monitoring point.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Layout of deformation measurement points. <bold>(a)</bold> Cross-sectional layout. <bold>(b)</bold> Measurement point layout.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g003.tif">
<alt-text content-type="machine-generated">Figure (a) shows an overhead view of a construction structure divided into three labeled monitoring sections with red lines and yellow text. Figure (b) shows a frontal view of the same or similar structure with several monitoring points labeled in yellow text distributed along the arch and sides, each designated by codes such as HE0-1, 2, 3 and HW1-1, 2, 3.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-1-2">
<label>3.1.2</label>
<title>Boundary conditions</title>
<p>In the test, both lateral and vertical support systems were employed. The lateral support consisted of elastic support applied using a proving ring with a stiffness of 3.19 t/mm. For vertical support, two types of rigid supports were used for comparative analysis: a screw jack and a gantry lifting point. All support positions were aligned with the locations of the stiffened frameworks (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Positions of support points.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g004.tif">
<alt-text content-type="machine-generated">Structural diagram of an arched frame showing seven red circled Xs marking measurement points along the arch and four green arrows identifying support points at the base and sides, with accompanying legend explaining each symbol.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-1-3">
<label>3.1.3</label>
<title>Test conditions</title>
<p>The test conditions are listed in <xref ref-type="table" rid="T1">Table 1</xref>. Test 1, which involved reinforcement cage deformation without any support, was used as a control to facilitate comparison and analysis of the effectiveness of various system support schemes in mitigating reinforcement cage deformation.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Test conditions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">S/N</th>
<th align="center">Lateral support</th>
<th align="center">Vertical support</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">&#x221a;</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">-</td>
<td align="center">&#x221a; (jack)</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">-</td>
<td align="center">&#x221a; (gantry lifting point)</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">&#x221a;</td>
<td align="center">&#x221a; (jack)</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">&#x221a;</td>
<td align="center">&#x221a; (gantry lifting point)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Test results</title>
<sec id="s3-2-1">
<label>3.2.1</label>
<title>Comparison of single support schemes</title>
<p>The results of tests 1, 2, 3, and 4 (<xref ref-type="fig" rid="F5">Figure 5</xref>) were chosen to compare the deformation magnitude of the reinforcement cage in each single support scheme.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Deformation results of the reinforcement cage in single support schemes. <bold>(a)</bold> Without support. <bold>(b)</bold> Lateral support. <bold>(c)</bold> Vertical support (jack). <bold>(d)</bold> Vertical support (gantry lifting point).</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g005.tif">
<alt-text content-type="machine-generated">Four labeled engineering diagrams of a steel arch structure display measured deformations at various points, indicated by arrows and color-coded annotations for expansion, shrinkage, rise, or decrease in millimeters; panels are labeled (a) through (d).</alt-text>
</graphic>
</fig>
<p>As illustrated in <xref ref-type="fig" rid="F5">Figure 5</xref>, in the absence of any support, the reinforcement cage exhibited a maximum vertical deformation of 104.33 mm and a maximum horizontal deformation of 162 mm due to its self-weight. Such deformation could potentially hinder the correct positioning of the concrete formwork trolley due to spatial constraints, or affect the appropriate thickness of the structural protective layer. The provision of lateral or vertical support led to a notable reduction in both vertical and horizontal deformations of the reinforcement cage. To further assess the merits and limitations of the different support schemes, a comparative analysis was conducted on the vertical and horizontal displacements at various locations along the reinforcement cage. The corresponding results are presented in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Displacements at different measurement points. <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Horizontal displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g006.tif">
<alt-text content-type="machine-generated">Two grouped bar charts compare support types at different measurement points. Chart (a) displays vertical displacement and chart (b) shows horizontal displacement, each with without support, lateral support, and two types of vertical support.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> demonstrates that the adoption of vertical support&#x2014;whether through a jack or a gantry lifting point&#x2014;resulted in smaller vertical deformations across all measured points compared to those observed with lateral support alone. Furthermore, the horizontal displacements under vertical support were also lower than those recorded with the horizontal support scheme. This suggests that the primary cause of the reinforcement cage deformation was its self-weight, and that applying constraints aligned with the gravitational direction is effective in controlling the overall deformation. Among the two vertical support methods, the gantry lifting point was more effective in limiting deformation.</p>
<p>Subsequently, experimental analysis was conducted on combined support schemes, and the deformation results were compared to validate whether the gantry lifting point support represented the optimal solution.</p>
</sec>
<sec id="s3-2-2">
<label>3.2.2</label>
<title>Comparison of combined support schemes</title>
<p>The results of tests 5 and 6 (<xref ref-type="fig" rid="F7">Figure 7</xref>) were considered to compare the deformation magnitudes of the reinforcement cage when combined support schemes were employed.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Deformation results of the reinforcement cage in combined support schemes. <bold>(a)</bold> Lateral support &#x2b; jack. <bold>(b)</bold> Lateral support &#x2b; gantry lifting point.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g007.tif">
<alt-text content-type="machine-generated">Side-by-side photographs labeled (a) and (b) show a large blue steel frame arch structure with measurement annotations in red, yellow, and blue identifying dimensional changes such as rises, decreases, expansions, and shrinkages in millimeters at specific locations across the structure.</alt-text>
</graphic>
</fig>
<p>As shown in <xref ref-type="fig" rid="F7">Figure 7</xref>, the combination of lateral support and jack resulted in a maximum vertical deformation of 15.33 mm and a maximum horizontal deformation of 17 mm. In contrast, the combined lateral support and gantry lifting point scheme exhibited a maximum vertical deformation of 10 mm and a maximum horizontal deformation of 13 mm. Among the two combined support configurations, this scheme demonstrated better performance in controlling the deformation of the reinforcement cage.</p>
<p>To identify the optimal scheme, a further comparison was made between the most effective single support scheme and the most effective combined support scheme. The outcomes of this comparison are depicted in <xref ref-type="fig" rid="F8">Figure 8</xref>.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Comparison between the best schemes. <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Horizontal displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g008.tif">
<alt-text content-type="machine-generated">Bar chart comparison with two panels. Panel (a) on the left shows vertical displacement in millimeters at five measurement points for two conditions: gantry lifting point and lateral support plus gantry lifting point. Panel (b) on the right shows horizontal displacement in millimeters for the same measurement points and conditions. Each panel uses distinct colors to differentiate between the two test conditions.</alt-text>
</graphic>
</fig>
<p>As observed in <xref ref-type="fig" rid="F8">Figure 8</xref>, when these two types of schemes are implemented, the vertical displacements of the reinforcement cage at the measurement points do not exhibit regular changes. When the combined support scheme was adopted, the horizontal displacement of the reinforcement cage did not decrease notably compared with that when the gantry lifting point support scheme was used. This further confirmed that applying a constraint in the vertical direction of the reinforcement cage was a better support scheme and that providing support at the gantry lifting points was the optimal scheme for controlling reinforcement cage deformation.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Analysis of the segment length of the reinforcement system</title>
<p>Based on the model test, numerical analysis was further conducted to evaluate the actual construction effectiveness of the support scheme in a 9-m standard segment reinforcement cage, thus guiding on-site construction.</p>
<sec id="s4-1">
<label>4.1</label>
<title>Numerical modeling</title>
<p>Midas Civil was used for modeling. The structural reinforcement, spreader beams, and sling chains were simulated based on beam elements, and the computational model is illustrated in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Schematic diagram of the calculation model.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g009.tif">
<alt-text content-type="machine-generated">Finite element mesh illustration of an arched bridge structure features a curved arch, vertical suspender cables, and rectangular supports at each end, with color differentiation for elements and support zones.</alt-text>
</graphic>
</fig>
<p>In this model, the elastic constitutive model of the Q235B material was adopted for the steel components, whereas the elastic constitutive model of the HRB400 material was employed for the reinforcement. The material parameters are shown in <xref ref-type="table" rid="T2">Table 2</xref>. The boundary conditions of the model were set as follows: (1) consolidation at the lower edge of the structural reinforcement; (2) alignment of sling chains and lifting points at shared nodes; (3) constrained vertical displacements at the connection points between spreader beams and chain blocks; and (4) elastic connection constraints at the contact points of the reinforcement.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Material parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Type</th>
<th align="center">Material</th>
<th align="center">Elastic modulus</th>
<th align="center">Poisson&#x2019;s ratio</th>
<th align="center">Yield strength</th>
<th align="center">Yield strain</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Steel</td>
<td align="center">Q235B</td>
<td align="center">206 GPa</td>
<td align="center">0.3</td>
<td align="center">235 MPa</td>
<td align="center">0.001</td>
</tr>
<tr>
<td align="center">Reinforcement</td>
<td align="center">HRB400</td>
<td align="center">206 GPa</td>
<td align="center">0.3</td>
<td align="center">400 MPa</td>
<td align="center">0.002</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-2">
<label>4.2</label>
<title>Numerical model verification</title>
<sec id="s4-2-1">
<label>4.2.1</label>
<title>Analysis of deformation of the inner-layer reinforcement cage</title>
<p>To reflect the real effect of wire-type connections in the reinforcement cage, computational analysis was carried out on the connection methods between the circumferential reinforcement and longitudinal reinforcement of the inner-layer reinforcement cage. There are two types of connection methods, namely, hinged connections and rigid connections.</p>
<sec id="s4-2-1-1">
<label>4.2.1.1</label>
<title>Hinged connection</title>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> presents the displacement of the inner-layer reinforcement cage assuming hinged wire-tying connections. Under gravity, the inner-layer mesh exhibited a maximum vertical deformation of 226 mm and a maximum lateral deformation of 153 mm.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Cloud map for the displacement of inner-layer reinforcement cage during hinged connection (unit: m). <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g010.tif">
<alt-text content-type="machine-generated">Two ANSYS simulation results displaying color contour plots of mechanical deformation on a curved structural component, each with a different deformation pattern and color distribution. Image (a) shows a wide range of deformation indicated by diverse color bands from blue through red, while image (b) depicts a different pattern with more uniform colors and less variation in deformation. Both include legends labeling deformation values and coordinate axes for orientation.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-2-1-2">
<label>4.2.1.2</label>
<title>Rigid connection</title>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> illustrates the displacement of the inner-layer reinforcement cage assuming rigid connections. When the wire-tying connections were modeled as rigid, the inner-layer mesh experienced a maximum vertical deformation of 225 mm and a maximum lateral deformation of 152 mm under the action of gravity.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Cloud map for the displacement of inner-layer reinforcement cage during rigid connection (unit: m). <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g011.tif">
<alt-text content-type="machine-generated">Two ANSYS simulation results display color contour plots of stress or displacement on a curved structural component, with figure (a) showing a sharper gradient and more pronounced deformation than figure (b), both annotated with legends and numerical ranges.</alt-text>
</graphic>
</fig>
<p>The displacements of the inner-layer reinforcement cage with hinged connections and rigid connections were compared, with the results illustrated in <xref ref-type="fig" rid="F12">Figure 12</xref>.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Comparison of the vertical displacements.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g012.tif">
<alt-text content-type="machine-generated">Bar chart comparing vertical deformation in millimeters for three configurations: single reinforcement at 168 millimeters, hinged connection at 226 millimeters, and rigid connection at 225 millimeters.</alt-text>
</graphic>
</fig>
<p>As revealed in <xref ref-type="fig" rid="F12">Figure 12</xref>, only a 1 mm difference was observed in the vertical deformation of the reinforcement cage between the hinged and rigid connection states. This finding indicated that the connection methods between the longitudinal and circumferential reinforcements had almost no impact on the overall deformation of the reinforcement cage.</p>
<p>In addition, <xref ref-type="fig" rid="F12">Figure 12</xref> compares the vertical deformation of individual reinforcements. The inner-layer mesh showed a vertical displacement 57 mm greater than that of a single reinforcement. This indicates that longitudinal reinforcement did not significantly enhance the stiffness of the reinforcement cage; rather, it functioned primarily as a load-transferring element. The contribution of longitudinal reinforcement to the rigidity of the circumferential reinforcement cage was minimal, effectively serving as an additional load. Consequently, the method of connecting the circumferential and longitudinal reinforcement had negligible impact on the overall structural performance, provided that the connection nodes could transfer the dead weight of the longitudinal reinforcement.</p>
</sec>
</sec>
<sec id="s4-2-2">
<label>4.2.2</label>
<title>Comparison between the numerical simulation results and test results</title>
<p>Based on the above simulations, an analysis was conducted under the condition of lateral support combined with lifting point support. The obtained results were then compared with those from the full-scale model test to verify the accuracy of the numerical model. The reinforcement cage deformation under these conditions is shown in <xref ref-type="fig" rid="F13">Figure 13</xref>.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Cloud map of reinforcement cage deformation (unit: m). <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g013.tif">
<alt-text content-type="machine-generated">Side-by-side ANSYS finite element analysis results show color-mapped deformation of a curved structure under load, with diagram (a) on the left and diagram (b) on the right, each using a blue-to-red displacement scale.</alt-text>
</graphic>
</fig>
<p>
<xref ref-type="fig" rid="F14">Figure 14</xref> compares the deformation results obtained from simulation and experimental measurements at different points. Here, positive and negative values simply denote direction. The maximum discrepancy between simulation and test results was 3.43 mm, indicating that the parameters used in the numerical model accurately reflected the actual reinforcement cage deformation.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Comparison between the simulation results and test results. <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g014.tif">
<alt-text content-type="machine-generated">Pair of grouped bar charts comparing simulation results, test results, and their differences for deformation value in millimeters at multiple measurement points. Chart (a) displays five points with notable differences, particularly at HW1-1.2.3, while chart (b) shows four points with smaller differences annotated above each red line. Legends and axis labels are present.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4-3">
<label>4.3</label>
<title>Simulation of actual conditions</title>
<p>With the numerical simulation validated, further analysis was conducted to simulate site-specific conditions and identify a force application scheme at the lifting points that minimized reinforcement cage deformation. A key consideration was ensuring the lifting point positions matched the on-site layout.</p>
<p>The lifting points were arranged per the actual layout positions of the erection reinforcement bars, with spacings of 2.4 m, 3.6 m, and 2.4 m between adjacent lifting points. A total of 16 lifting points were arranged, forming four rows. The positions and numbering of the lifting points are illustrated in <xref ref-type="fig" rid="F15">Figure 15</xref>.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Distribution of lifting points. <bold>(a)</bold> Layout of lifting points. <bold>(b)</bold> Numbering of lifting points.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g015.tif">
<alt-text content-type="machine-generated">Technical diagram with two panels: Panel (a) shows a front view of a load lifting assembly, including electric hoists, a distribution beam, and sling chains with detailed measurements labeled in millimeters. Panel (b) presents a grid layout for tunnel segments labeled by rows and columns, with an arrow indicating tunnel direction.</alt-text>
</graphic>
</fig>
<sec id="s4-3-1">
<label>4.3.1</label>
<title>No force at the lifting points</title>
<p>When no lifting force was applied at the lifting points (i.e., the vertical displacements of the lifting points remained fixed), the inner-layer reinforcement cage exhibited a down-warping deformation of 16 mm, a bulging deformation of 1.1 mm, and a maximum lateral deformation of 18 mm. The calculation results are shown in <xref ref-type="fig" rid="F16">Figure 16</xref>.</p>
<fig id="F16" position="float">
<label>FIGURE 16</label>
<caption>
<p>Cloud map for the displacement of inner-layer reinforcement cage without forces applied at the lifting points (unit: m). <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g016.tif">
<alt-text content-type="machine-generated">Two ANSYS simulation graphics compare deformation results for an arched structure. Panel (a) displays a range of deformation values with more pronounced red and blue areas, while panel (b) shows mainly green with smaller high-stress zones. Both panels include color bars to indicate displacement values and axes for orientation.</alt-text>
</graphic>
</fig>
<p>The extracted counter forces at lifting points 1 to 8 were 13289 N, 28638 N, 28638 N, 13289 N, 9606 N, 21668 N, 21668 N, and 9606 N, respectively. The total force borne by the 16 lifting points reached 29.3 t, accounting for 54% of the weight of the entire reinforcement cage (53.9 t).</p>
</sec>
<sec id="s4-3-2">
<label>4.3.2</label>
<title>Applying forces at the lifting points</title>
<p>To minimize the reinforcement cage deformation, the forces applied at the lifting points were adjusted and optimized many times, with the deformation results illustrated in <xref ref-type="fig" rid="F17">Figure 17</xref>. When the minimum deformation state was achieved, the inner-layer reinforcement cage experienced a down-warping deformation of 7.2 mm, a bulging deformation of 7.8 mm, and a maximum lateral deformation of 8.6 mm.</p>
<fig id="F17" position="float">
<label>FIGURE 17</label>
<caption>
<p>Cloud map for the displacement of inner-layer reinforcement cage with forces applied at the lifting points (unit: m). <bold>(a)</bold> Vertical displacement. <bold>(b)</bold> Lateral displacement.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g017.tif">
<alt-text content-type="machine-generated">Finite element analysis results from ANSYS software show two color-mapped contour plots of structural deformation on a curved surface, labeled (a) and (b), with different stress distributions indicated by blue, green, yellow, and red gradients.</alt-text>
</graphic>
</fig>
<p>At this moment, the tensile forces applied at lifting points 1 to 8 were 12625 N, 34611 N, 34611 N, 12625 N, 9204 N, 24834 N, 24834 N, and 9204 N, respectively. A total tensile force of 32.5 t was applied at the 16 lifting points, accounting for 60.3% of the weight of the entire reinforcement cage.</p>
<p>The results showed reduced overall deformation when force was applied at the lifting points. Notably, forces applied at the edge columns were greater than those at the middle columns, while forces in the two middle rows surpassed those in the front and rear rows. About 70% of the total force was borne by the eight lifting points located in the two middle rows. This distribution offers valuable guidance for practical construction.</p>
</sec>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Field application and the effect</title>
<p>The lifting point system was subsequently designed based on the simulation results. For a 9-m standard segment, 16 lifting points were evenly distributed in four rows, with four lifting points per row. The main components of the lifting point system included sling chains, spreader beams, and electric hoists arranged from bottom to top. The lower ends of the sling chains were connected to reinforcement N3 via shackles, while the upper ends were linked to the spreader beams through lifting lugs. Four single-row sling chains were vertically aligned along the tunnel direction, spaced at 2.4 m, 3.6 m, and 2.4 m, respectively, and positioned centrally. Four spreader beams, each 9 m in length, were aligned with the tunnel direction. Each spreader beam&#x2019;s upper end was connected to two electric hoists, while the lower end was attached to four sling chains. The hoists were also vertically arranged, with an 8-m spacing between them. Their lower ends were connected to the spreader beams via lifting lugs, and the upper ends were secured to girders on the side spans of the mobile factory building. The structural layout and dimensions of the lifting point system are provided in <xref ref-type="fig" rid="F18">Figure 18</xref>.</p>
<fig id="F18" position="float">
<label>FIGURE 18</label>
<caption>
<p>Arrangement of the lifting point system along the sectional direction of the tunnel (unit: mm).</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g018.tif">
<alt-text content-type="machine-generated">Technical diagram illustrating the lifting setup for a large curved structure using an electric hoist, distribution beam, and sling chains. The structure spans 9401 millimeters in total, with central and side segments measured at 2807 millimeters and 3297 millimeters respectively.</alt-text>
</graphic>
</fig>
<sec id="s5-1">
<label>5.1</label>
<title>Construction equipment for system transformation</title>
<p>The primary construction equipment for the system transformation was a modified factory building for the lining reinforcement cage, illustrated in <xref ref-type="fig" rid="F19">Figure 19</xref>. This facility provided an industrialized and enclosed environment with lifting capabilities, facilitating the shift from outdoor to indoor construction. As a result, the working environment improved, and the impact of external construction conditions was minimized. In addition, the sidewall could open and close and was equipped with a cantilever truss crane, facilitating the timely transfer of reinforcement and other materials inside and outside the pit. The lifting process was safe and reliable.</p>
<fig id="F19" position="float">
<label>FIGURE 19</label>
<caption>
<p>Transformation factory building for the lining reinforcement cage.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g019.tif">
<alt-text content-type="machine-generated">Large industrial building structure with Chinese signage, an overhead crane marked with a number four, safety railings, and a worker wearing a helmet and high-visibility vest observing the site.</alt-text>
</graphic>
</fig>
<p>The factory building was integrated with the distributed lifting system, which was equipped with eight proving rings and eight electric hoists, as shown in <xref ref-type="fig" rid="F20">Figure 20</xref>. The proving rings enabled real-time measurement of the warping degree within the lifting system, while the electric hoists facilitated coordinated stress distribution and pre-camber adjustments, thereby controlling system deformation. By utilizing the proving rings on the lifting system in conjunction with the stress gauge installed on the reinforcement trolley, the system transformation was executed without inducing load differentials.</p>
<fig id="F20" position="float">
<label>FIGURE 20</label>
<caption>
<p>Distributed lifting system. <bold>(a)</bold> Proving rings. <bold>(b)</bold> Electric hoists.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g020.tif">
<alt-text content-type="machine-generated">Panel (a) shows a close-up of an industrial lifting system with metal chains, a hook, and a load cell attached to a white overhead beam. Panel (b) displays a wider view of two similar lifting setups, including chains, straps, hooks, and a surrounding metal structure in an industrial environment.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s5-2">
<label>5.2</label>
<title>Construction process for the system transformation</title>
<p>The main implementation steps of the lining steel reinforcement system conversion technology are as follows: (1) Installation of distributed lifting system; (2) Steel bar trolley in place; (3) Binding of lining steel bars; (4) Connection between lining steel bars and lifting system; (5) System transformation; (6) Remove the steel bar trolley and move in the formwork trolley. The specific implementation situation is as follows.<list list-type="order">
<list-item>
<p>Connection between the distributed lifting system and the factory building: The distributed lifting system, from top to bottom, consists of proving rings, electric hoists, sling chains, and spreader beams. There were four spreader beams (lengths of 9 m each) arranged along the tunnel direction. Each spreader beam was connected at its upper end to two electric hoists, spaced 8 m apart along the same beam. The lower ends of the hoists were attached to the spreader beam via lifting lugs, while the upper ends were connected to proving rings and affixed to the girders on the side spans of the mobile factory building, also through lifting lugs. The completed connection between the distributed lifting system and the factory building is shown in <xref ref-type="fig" rid="F21">Figure 21</xref>.</p>
</list-item>
<list-item>
<p>Connection Between the Distributed Lifting System and Reinforcement: Upon completion of reinforcement binding, the weight of the reinforcement was monitored in real time using a stress gauge installed on the reinforcement trolley. This measurement facilitated the precise application of force at the lifting points. The distributed lifting system was connected to the lining reinforcement cage via sling chains on the spreader beams and turnbuckles. The turnbuckles were configured as depicted in <xref ref-type="fig" rid="F22">Figure 22</xref>. The reinforcement was secured to the four sling chains at the lower ends of each spreader beam using these turnbuckles. The spacings between adjacent sling chains along the tunnel direction were 2.4 m, 3.6 m, and 2.4 m, maintaining the lifting points near the erection reinforcement bars and generally centered.</p>
</list-item>
<list-item>
<p>Record of Forces Applied at the Lifting Points: Once the distributed lifting system was connected to the reinforcement, forces were applied at the lifting points using the electric hoists. The magnitude of the applied forces was determined based on both the real-time weight measurements obtained from the stress gauge and the simulated force distribution across the lifting points, as illustrated in <xref ref-type="fig" rid="F23">Figure 23</xref>. Following the application of force, the initial readings from the proving rings were recorded to monitor the resulting deformation of the lining reinforcement.</p>
</list-item>
<list-item>
<p>Trolley Transition Process: After force application, the reinforcement trolley beneath the lining reinforcement cage was maneuvered to shift out of position. Subsequently, the formwork trolley was brought in, completing the transformation phase of the lining reinforcement cage.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s5-3">
<label>5.3</label>
<title>Application results of the system transformation</title>
<p>Through the implementation of this measurement-enabled distributed lifting system, in combination with the factory building infrastructure, a load-balanced transformation process was achieved using electrically controlled lifting equipment, calibrated according to the load-bearing capacity of the reinforcement trolley. This approach effectively minimized reinforcement deformation. While the design allowance for deformation in the lining reinforcement cage was 2 cm, the application of the transformation technology resulted in a measured average deformation of 5 mm and a maximum deformation of 10 mm, thereby ensuring both the required thickness of the concrete protective layer and the installation accuracy of embedded components.</p>
<fig id="F21" position="float">
<label>FIGURE 21</label>
<caption>
<p>Connection between the distributed lifting system and the factory building.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g021.tif">
<alt-text content-type="machine-generated">Steel structure construction site with a large white gantry and red Chinese characters on a sign, flanked by stairs and equipment, with construction workers and blue barriers visible in the background.</alt-text>
</graphic>
</fig>
<fig id="F22" position="float">
<label>FIGURE 22</label>
<caption>
<p>Layout of turnbuckles.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g022.tif">
<alt-text content-type="machine-generated">Aerial view of construction workers in safety gear assembling a dense curved steel reinforcement structure within a concrete enclosure, indicating preparation for pouring concrete in a large-scale infrastructure project.</alt-text>
</graphic>
</fig>
<fig id="F23" position="float">
<label>FIGURE 23</label>
<caption>
<p>Stress gauges on the reinforcement trolley.</p>
</caption>
<graphic xlink:href="fmats-13-1774784-g023.tif">
<alt-text content-type="machine-generated">Close-up view of a metallic device with a cylindrical sensor attached to a blue painted steel structure using bolts, featuring Japanese text printed on the sensor&#x2019;s label.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<label>6</label>
<title>Conclusion</title>
<p>A microstrain differential control technology was developed for transforming the lining reinforcement cage, based on the underground engineering practices of the Xiong&#x2019;an-Xinzhou high-speed railway in Xiong&#x2019;an New Area. Numerical simulations and full-scale model tests were conducted to evaluate the feasibility and performance of various support schemes. The optimal scheme was identified and subsequently applied in practice. Together with the matrix-type lifting point system of the mobile factory, this solution effectively resolved the construction challenges in the transition from reinforcement binding to concrete placement. The following conclusions were drawn:<list list-type="order">
<list-item>
<p>Reinforcement cage deformation can be controlled by both lateral support and vertical support. Among the support schemes, providing vertical support at gantry lifting points achieved the best results.</p>
</list-item>
<list-item>
<p>It was observed that the forces applied at the lifting points were higher at the edge columns compared to the middle columns, and greater in the two central rows than in the front and rear rows. The resultant force at the eight lifting points located in the two central rows constituted about 70% of the total applied force. Optimal control of reinforcement cage deformation was achieved when the total applied force at the lifting points equaled 60.3% of the reinforcement cage&#x2019;s weight.</p>
</list-item>
<list-item>
<p>By using micro-strain difference control technology, the average deformation of lining reinforcement cage was controlled within 5 mm, and the maximum deformation was controlled within 10 mm during the transformation process. This outcome ensured both the required thickness of the protective concrete layer and the installation quality of embedded components.</p>
</list-item>
<list-item>
<p>The conversion technology of steel reinforcement system has realized the assembly line operation of tunnel lining, significantly improving construction efficiency. In addition, technology can effectively reduce the deformation of lining steel cages, ensure construction quality, and have high promotion and application value.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<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="s8">
<title>Author contributions</title>
<p>XS: Conceptualization, Project administration, Writing &#x2013; original draft. WT: Formal Analysis, Methodology, Supervision, Writing &#x2013; review and editing. HY: Data curation, Investigation, Writing &#x2013; original draft. XF: Data curation, Investigation, Writing &#x2013; original draft. HZ: Resources, Validation, Writing &#x2013; review and editing. HL: Data curation, Writing &#x2013; original draft.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Authors XS, WT, HY, XF, and HL were employed by CCCC Second Harbor Engineering 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="s11">
<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="s12">
<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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<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/1458698/overview">Jiangyu Wu</ext-link>, China University of Mining and Technology, 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/2062992/overview">Chao Kong</ext-link>, Southwest University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2964507/overview">Wei Zhang</ext-link>, Liaocheng University, China</p>
</fn>
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