<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1249866</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.1249866</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A quantitative assessment method for the correlation between rock mass basic quality and Protodyakonov coefficient</article-title>
<alt-title alt-title-type="left-running-head">Ji 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/feart.2023.1249866">10.3389/feart.2023.1249866</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ji</surname>
<given-names>Zigang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Jinhang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2356879/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xuehui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Zhanping</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1354881/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>China Communications Construction Group Southwest Construction Co., Ltd</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Shaanxi Key Laboratory of Geotechnical and Underground Space Engineering</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Civil Engineering</institution>, <institution>Xi&#x2019;an University of Architecture and Technology</institution>, <addr-line>Xi&#x2019;an</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/2020234/overview">Yong Wang</ext-link>, Southwest Petroleum University, China</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/762738/overview">Yanlin Zhao</ext-link>, Hunan University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1756709/overview">Danqing Song</ext-link>, South China University of Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jinhang Li, <email>lijhml@xauat.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1249866</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Ji, Li, Zhang and Song.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Ji, Li, Zhang and Song</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>With the implementation of the &#x201c;Belt and Road&#x201d; initiative, tunnel projects were designed in accordance with Russian design specifications and constructed by Chinese companies in countries along the route. Design companies and construction companies use different rock classification methods, which will increase the safety risk and cost of the tunnels. Therefore, it is necessary to study the correlation between Chinese engineering rock mass classification and Russian rock mass classification. The goal was to establish the correlation between rock mass basic quality (<italic>BQ</italic>) and Protodyakonov coefficient (<italic>f</italic>) for rock mass classification. Firstly, based on the equivalence principle of uniaxial compressive strength (<italic>UCS</italic>), the relationship between <italic>BQ</italic> and <italic>f</italic> containing the velocity index of rock mass (<italic>K</italic>
<sub>
<italic>v</italic>
</sub>) was established by comparing the relationship between <italic>f</italic> and <italic>BQ</italic> in the empirical formula of <italic>UCS</italic>. Secondly, through the equivalent principle of volumetric joint count of rock mass (<italic>J</italic>
<sub>
<italic>v</italic>
</sub>), we compared the empirical formula between the intactness index of <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and rock quality designation (<italic>RQD</italic>) and conducted linear regression analysis on a large amount of data. The relationship between <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>RQD</italic> was established. Finally, the relationship between <italic>BQ</italic> and <italic>f</italic> is quantitatively expressed and a classification table corresponding to the Russian rock classification and the Chinese engineering rock classification is obtained. The method is applied to Kyrgyzstan mountain tunnels.</p>
</abstract>
<kwd-group>
<kwd>tunnel</kwd>
<kwd>rock mass basic quality (<italic>BQ</italic>)</kwd>
<kwd>Protodyakonov coefficient (<italic>f</italic>)</kwd>
<kwd>velocoty index of rock mass (<italic>K</italic>
<sub>
<italic>v</italic>
</sub>)</kwd>
<kwd>rock quality designation (<italic>RQD</italic>)</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Petrology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Rock mass basic quality (<italic>BQ</italic>) and Protodyakonov coefficient (<italic>f</italic>) are the rock classification methods in China and Russia respectively. Due to the different methods of rock classification, serious communication problems arose during the tunnel project, which was designed according to Russian norms and built according to Chinese standards. Coupled with the implementation of the &#x201c;Belt and Road&#x201d; initiative, there will be tunnel projects designed according to Russian norms and built by China in the countries along the route (<xref ref-type="bibr" rid="B28">Song et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Tian et al., 2019</xref>; <xref ref-type="bibr" rid="B31">Wang et al., 2022</xref>). Differences in the methods of rock classification can lead to lots of problems. For example, the North-South Crossing Tunnel in Kyrgyzstan was designed according to Russian standards, built according to Chinese tunnel construction concepts, and supervised by Kyrgyzstan. The surrounding rock is classified according to the Russian Code of Rock Strength. However, according to the Chinese <italic>Code for Design of Highway Tunnels</italic> (JTG-D70-2004), the tunnel surrounding rock should be classified according to the <italic>Standard for Engineering Classification of Rock Mass</italic> (GB/T 50218-2014). Due to different construction concepts and standard systems, it was difficult to communicate on site (<xref ref-type="bibr" rid="B26">Song et al., 2020</xref>). Therefore, in order to ensure smooth tunnel construction, it is necessary to establish the correlation between Chinese engineering rock classification <italic>BQ</italic> and Russian rock classification <italic>f</italic>.</p>
<p>Regarding the classification method of Engineering rock mass, there is no uniform standard across the world. There are several methods such as the <italic>RQD</italic> classification method (<xref ref-type="bibr" rid="B19">Li et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Ren et al., 2022</xref>), the Protodyakonov coefficient method (<xref ref-type="bibr" rid="B1">Barton, 1974</xref>), the <italic>Q</italic> system classification method (<xref ref-type="bibr" rid="B3">Bieniawski, 1978</xref>), geomechanical RMR classification method (<xref ref-type="bibr" rid="B22">Nicholson and Bieniawski, 1990</xref>; <xref ref-type="bibr" rid="B15">Hoek and Brown, 1997</xref>), Geological Strength Index method (<xref ref-type="bibr" rid="B24">Palmstr&#xf6;m, 1996</xref>), the Rock Mass Index method, and China&#x2019;s Engineering rock mass classification <italic>BQ</italic> method (<xref ref-type="bibr" rid="B33">Yan-jun et al., 2017</xref>). The rock mass classification method has been widely used (<xref ref-type="bibr" rid="B36">Zhao et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Zhao et al., 2017</xref>). During tunnel construction, rock classification needs to take into account not only the effect of rock physical properties on rock hardness (<xref ref-type="bibr" rid="B9">Du et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Song et al., 2022</xref>), but it is also necessary to consider the effect of tunnel excavation on variable slopes, leading to the deformation of the rock (<xref ref-type="bibr" rid="B10">Du et al., 2023</xref>; <xref ref-type="bibr" rid="B6">Chen et al., 2023</xref>). Rock classification is influenced by multiple factors, but there is no doubt that there is a relationship between the physical properties and integrity of rocks (<xref ref-type="bibr" rid="B34">Zhang and Einstein, 2004</xref>). Some scholars have gained new insights into the research and application process. They improved the BQ surrounding rock classification method and proposed a new surrounding rock classification method (<xref ref-type="bibr" rid="B20">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Guo et al., 2020</xref>) There are also some scholars who conduct research on the relationship between grading standards. <xref ref-type="bibr" rid="B2">Barton (2002)</xref> proposed a rock mass classification method based on the rock mass quality index <italic>BQ</italic>. In order to eliminate the differences between various engineering rock mass classifications, many experts have tried to establish the correlation between various rock mass classifications. <xref ref-type="bibr" rid="B7">Dai et al. (2022)</xref> studied the correlation between RMR and <italic>Q</italic>. <xref ref-type="bibr" rid="B23">Palmstrom and Broch (2006)</xref> analyzed the individual parameters and discussed their relevance to the natural geological features they were trying to simulate. Results show that the RMR and the <italic>Q</italic>, the <italic>HC</italic> and the <italic>Q</italic>, and the <italic>BQ</italic> and the <italic>Q</italic> are in logarithmic correlation. <xref ref-type="bibr" rid="B21">Luo et al. (2015)</xref> analyzed the effects of freezing and thawing on rocks and established a linear relationship between the Geological Strength Index (GSI) and the Tianshan slope rock mass rating (TSMR) system. <xref ref-type="bibr" rid="B5">Chen and Liu (2007)</xref> proposed a rock mass quality evaluation model combining AHP and the Fuzzy Delphi Method (FDM). <xref ref-type="bibr" rid="B35">Zhang et al. (2019)</xref> analyzed the correlations between rock mass rating (RMR) and geological strength index (GSI).</p>
<p>The study of the various rock classification systems mentioned above basically focuses on RMR, GSI, <italic>Q,</italic> and <italic>BQ</italic>, and does not address the correlation between the Protodakonov coefficient <italic>f</italic> classification of Russian rocks and the <italic>BQ</italic> classification of engineering rocks in China. Therefore, it is important to study the correlation between the two systems to provide a reference for tunnel construction in countries along the &#x201c;Belt and Road.&#x201d; In this paper, the similarity relationship between <italic>BQ</italic> and <italic>f</italic> is established. Firstly, the relationship between <italic>f</italic> and <italic>BQ</italic> is established by <italic>UCS</italic>, and the relationship between <italic>BQ</italic> and <italic>f</italic> containing parameter <italic>K</italic>
<sub>
<italic>v</italic>
</sub> is obtained. Furthermore, the relationship between <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>RQD</italic> is obtained through the equivalent volume joint coefficient (<italic>J</italic>
<sub>
<italic>v</italic>
</sub>) and the linear regression analysis of a large amount of data. Finally, the quantitative relationship between <italic>BQ</italic>, <italic>f</italic>, and <italic>RQD</italic> was obtained, and the rock mass classification table corresponding to <italic>BQ</italic> and <italic>f</italic> was established through this relationship, which was applied to the north-south cross-ridge tunnel in Kyrgyzstan and achieved good construction results.</p>
</sec>
<sec id="s2">
<title>2 Analysis of the correlation between <italic>BQ</italic> and <italic>f</italic>
</title>
<p>The <italic>BQ</italic> method of Chinese engineering rock classification is a comprehensive method to reflect various indexes of rocks. The Protodyakonov coefficient <italic>f</italic> takes into account the physical factors of the rock (<xref ref-type="bibr" rid="B30">Wang et al., 2020</xref>) and numerically reflects the solidity of the rock. Although both methods can reflect the firmness of rocks, the number of rock solidity indicators varies considerably due to the different classification methods used. However, both methods use rock <italic>UCS</italic> to evaluate rock firmness, which shows that there is a certain correlation between the two methods. We established the correlation between <italic>BQ</italic> and <italic>f</italic> based on the <italic>UCS</italic> equivalence principle.</p>
<sec id="s2-1">
<title>2.1 Russian rock Protodyakonov coefficient classification</title>
<p>The solidity of rock reflects the ability of the rock to resist damage from an external force, such as rock stability, explosibility, and resistance to disturbance. In the construction process of underground engineering, most of the rocks are in the state of compression, so the compressive strength method has better applicability. Protojakonov modified the previous formula for <italic>f</italic> and proposed Eq. <xref ref-type="disp-formula" rid="e1">1</xref> for calculating <italic>f</italic> using compressive strength. The Protodyakonov coefficient <italic>f</italic> corresponds to the classification of the rock mass as shown in <xref ref-type="table" rid="T1">Table 1</xref>.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn mathvariant="bold">10</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Rock mass classification by Protodyakonov.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Rock class</th>
<th align="center">Definition</th>
<th align="center">Description</th>
<th align="center">&#x192;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">I</td>
<td align="center">The strongest rock</td>
<td align="center">The strongest, densest, and most resilient quartzite, basalt, and various other particularly sturdy rocks</td>
<td align="center">20</td>
</tr>
<tr>
<td align="center">II</td>
<td align="center">Very strong rock</td>
<td align="center">Very strong granite rock, quartz porphyry, very strong granite, hard schist, less solid quartzite than the upper level, the strongest siliceous sandstone and limestone</td>
<td align="center">15</td>
</tr>
<tr>
<td align="center">III</td>
<td align="center">Solid rock</td>
<td align="center">Granite (dense) and granitic rock, very strong siliceous sandstones and limestone, a vein of quartz, strong conglomerate, very strong iron ore</td>
<td align="center">10</td>
</tr>
<tr>
<td align="center">IIIa</td>
<td align="center">Solid rock</td>
<td align="center">Limestone (solid), unstable granite, solid sandstone, marble, dolomite, pyrite</td>
<td align="center">8</td>
</tr>
<tr>
<td align="center">IV</td>
<td align="center">Rather solid rock</td>
<td align="center">General ore rock</td>
<td align="center">6</td>
</tr>
<tr>
<td align="center">IVa</td>
<td align="center">Rather solid rock</td>
<td align="center">Shale sandstone</td>
<td align="center">5</td>
</tr>
<tr>
<td align="center">V</td>
<td align="center">Medium rock</td>
<td align="center">Solid clay rocks, unrugged sandstone and limestone</td>
<td align="center">4</td>
</tr>
<tr>
<td align="center">Va</td>
<td align="center">Medium rock</td>
<td align="center">Any of various shale (imfirm), dense marl rocks</td>
<td align="center">3</td>
</tr>
<tr>
<td align="center">VI</td>
<td align="center">Rather weak rock</td>
<td align="center">Weaker shale, very weak limestone, chalk, rock salt, gypsum, permafrost, anthracite, ordinary tuff, fractured sandstone, cemented conglomerate, rock soil</td>
<td align="center">2</td>
</tr>
<tr>
<td align="center">VIa</td>
<td align="center">Rather weak rock</td>
<td align="center">Gravel soil, fractured shale, agglomerated conglomerate and gravel, solid coal, hardened clay</td>
<td align="center">1.5</td>
</tr>
<tr>
<td align="center">VII</td>
<td align="center">Soft rock (soft soil)</td>
<td align="center">Dense clay, soft bituminous coal, solid impact layer, clay soil</td>
<td align="center">1</td>
</tr>
<tr>
<td align="center">VIIa</td>
<td align="center">Soft rock (soft soil)</td>
<td align="center">Lightweight clay soil, loess, gravel</td>
<td align="center">0.8</td>
</tr>
<tr>
<td align="center">VIII</td>
<td align="center">Soil rock (soil)</td>
<td align="center">Humus, peat, light sandy soil, wet sand</td>
<td align="center">0.6</td>
</tr>
<tr>
<td align="center">IX</td>
<td align="center">Loose rock (loose soil)</td>
<td align="center">Sand, foothills, fine gravel, loose soil, extracted coal</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="center">X</td>
<td align="center">Quicksand rock (fluidity soil)</td>
<td align="center">Floating sand, swamp soil, water-bearing loess and other water-bearing soils</td>
<td align="center">0.3</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Where <italic>R</italic> is the <italic>UCS</italic> of rock.</p>
<p>
<xref ref-type="bibr" rid="B12">Guo et al. (2008)</xref> explored the correlation between a variety of rock fragmentation functions in underground engineering disasters through rock fragmentation and rock <italic>UCS</italic> experiments. The linear correlation between rock strength coefficient and <italic>UCS</italic> was obtained by linear regression on the experimental results of <italic>f</italic> and <italic>UCS</italic> of different rocks as in Eq. <xref ref-type="disp-formula" rid="e2">2</xref>.<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">19.078</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">18.361</mml:mn>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>This correlation is highly correlated, and the correlation coefficient is 0.984.</p>
<p>A distinctive feature of rocks compared to other materials is the high variability of data when solidity measurements are repeated (<xref ref-type="bibr" rid="B11">G&#xf6;kceo&#x11f;lu et al., 2000</xref>). Therefore, the <italic>f</italic> established by Protodyakonov and Guo differs significantly from the correlation formula of the <italic>UCS</italic>. The non-homogeneity of the rocks, which leads to the inevitable dispersion of the measured data, makes the difference between the two indistinguishable. Equations <xref ref-type="disp-formula" rid="e1">1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref> should be used as a basis for derivation.</p>
</sec>
<sec id="s2-2">
<title>2.2 China&#x2019;s engineering rock mass classification</title>
<p>Qualitative classification of engineered rocks was carried out by integrating rock strength, rock integrity, degree of rock weathering, and degree of cementation of structural surfaces (<xref ref-type="bibr" rid="B14">Hashemi et al., 2010</xref>). <italic>UCS</italic> and <italic>K</italic>
<sub>
<italic>v</italic>
</sub> are the main influencing factors of the rock quality index, and the relationship between <italic>BQ</italic>, <italic>K</italic>
<sub>
<italic>v,</italic>
</sub> and <italic>UCS</italic> is given in the <italic>Standard for Engineering Classification of Rock Mass</italic> using the following equations:<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">90</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">3</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">250</mml:mn>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>Where <italic>R</italic> is the <italic>UCS</italic> of the rock, and <italic>K</italic>
<sub>V</sub> is the integrity factor of the rock mass.</p>
<p>Notes, in the process of applying Eq. <xref ref-type="disp-formula" rid="e3">3</xref>, when <italic>R</italic> &#x3e; 90<italic>K</italic>
<sub>
<italic>v</italic>
</sub> &#x2b;30, <italic>R</italic> &#x3d; 90<italic>K</italic>
<sub>
<italic>v</italic>
</sub> &#x2b;30, and <italic>K</italic>
<sub>
<italic>v</italic>
</sub> should be taken into Eq. <xref ref-type="disp-formula" rid="e3">3</xref> to calculate <italic>BQ</italic>. When <italic>K</italic>
<sub>
<italic>v</italic>
</sub> &#x3e; 0.04<italic>R</italic> &#x2b;0.4, <italic>K</italic>
<sub>
<italic>v</italic>
</sub> &#x3d; 0.04<italic>R</italic> &#x2b;0.4, and <italic>R</italic> should be taken into Eq. <xref ref-type="disp-formula" rid="e3">3</xref> to calculate <italic>BQ</italic>. The corresponding rock mass classification of the <italic>BQ</italic> method is shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>China&#x2019;s engineering rock mass classification.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Rock class</th>
<th align="center">Description</th>
<th align="center">
<italic>BQ</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">I</td>
<td align="center">Hard rock, rock body integrity</td>
<td align="center">&#x3e;550</td>
</tr>
<tr>
<td rowspan="2" align="center">II</td>
<td align="center">Hard rock and rock mass are relatively complete</td>
<td rowspan="2" align="center">550&#x223c;451</td>
</tr>
<tr>
<td align="center">Harder rock and rock body integrity</td>
</tr>
<tr>
<td rowspan="3" align="center">III</td>
<td align="center">Hard rock and rock mass are broken</td>
<td rowspan="3" align="center">450&#x223c;351</td>
</tr>
<tr>
<td align="center">Harder rock and rock mass are more complete</td>
</tr>
<tr>
<td align="center">Soft rock, complete rock mass</td>
</tr>
<tr>
<td rowspan="4" align="center">VI</td>
<td align="center">Hard rock, rock mass broken</td>
<td rowspan="4" align="center">350&#x223c;251</td>
</tr>
<tr>
<td align="center">Harder rock and rock mass are broken &#x223c; broken</td>
</tr>
<tr>
<td align="center">Soft rock, rock mass integrity &#x223c; broken</td>
</tr>
<tr>
<td align="center">Soft rock, rock body integrity &#x223c; relatively complete</td>
</tr>
<tr>
<td rowspan="3" align="center">V</td>
<td align="center">Soft rock, rock mass broken</td>
<td rowspan="3" align="center">&#x3c;250</td>
</tr>
<tr>
<td align="center">Soft rock and rock mass are broken &#x223c; broken</td>
</tr>
<tr>
<td align="center">All extremely soft rocks and all and broken rocks</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-3">
<title>2.3 The correlation between <italic>BQ</italic> and <italic>f</italic>
</title>
<p>Both classification methods use the indicator of the <italic>UCS</italic> of rock, so the correlation between <italic>BQ</italic> and <italic>f</italic> can be established according to the <italic>UCS</italic> equivalent principle.</p>
<p>Comparing Eqs <xref ref-type="disp-formula" rid="e1">1</xref>, <xref ref-type="disp-formula" rid="e3">3</xref>, we can obtain:<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">90</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">250</mml:mn>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Comparing Eqs <xref ref-type="disp-formula" rid="e3">2, 3</xref>, we can obtain<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">145.1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">57.2</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">250</mml:mn>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>It can be seen from Eqs <xref ref-type="disp-formula" rid="e4">4</xref>, <xref ref-type="disp-formula" rid="e5">5</xref> that the correlation between <italic>BQ</italic> and <italic>f</italic> is obtained by equivalent substitution of <italic>UCS</italic>. When <italic>f</italic> is known, the basic quality <italic>BQ</italic> of the rock still cannot be obtained, because the integrity factor <italic>K</italic>
<sub>
<italic>v</italic>
</sub> of the rock mass is still missing in the formula. Therefore, the correlation between <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>RQD</italic> can be further investigated to improve Eqs <xref ref-type="disp-formula" rid="e4">4</xref>, <xref ref-type="disp-formula" rid="e5">5</xref>. In order to achieve the goal that the <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>f</italic> parameters in the classification method with known Protodyakonov coefficients can be linked to the <italic>BQ</italic> classification method.</p>
</sec>
<sec id="s2-4">
<title>2.4 The correlation between <italic>RQD</italic> and <italic>K</italic>
<sub>
<italic>v</italic>
</sub>
</title>
<p>The correlation was calculated between rock mass integrity coefficient <italic>K</italic>
<sub>
<italic>v</italic>
</sub>, rock quality designation <italic>RQD</italic>, and volumetric joint count of rock mass <italic>J</italic>
<sub>
<italic>v</italic>
</sub> (<xref ref-type="bibr" rid="B4">Bieniawski, 1989</xref>; <xref ref-type="bibr" rid="B16">Jiang et al., 2013</xref>).<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.85</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">J</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mn mathvariant="bold">35.15</mml:mn>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">101</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">5.9</mml:mn>
<mml:msub>
<mml:mi mathvariant="bold-italic">J</mml:mi>
<mml:mi mathvariant="bold-italic">V</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>According to the equivalent principle of volumetric joint count of rock mass, comparing Eqs <xref ref-type="disp-formula" rid="e6">6</xref>, <xref ref-type="disp-formula" rid="e7">7</xref>, we can obtain<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.00482</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">0.3692</mml:mn>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>
<xref ref-type="bibr" rid="B8">Deere et al. (1969)</xref>, China&#x2019;s Ministry of Water Resources, the Kunming Survey and Design Institute of the Ministry of Energy, and The Southwest Research Institute of the Ministry of Railways Science Research, China (<xref ref-type="bibr" rid="B32">Wang et al., 2007</xref>) studied the correlation between rock quality designation and rock mass integrity coefficients, which is as shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Correlation between <italic>RQD</italic> and <italic>K</italic>
<sub>V</sub>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Data sources</th>
<th align="center">
<italic>RQD</italic>/%</th>
<th align="center">
<italic>K</italic>
<sub>
<italic>V</italic>
</sub>
</th>
<th align="center">Rock mass quality</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="5" align="center">Merritt</td>
<td align="center">0&#x2013;25</td>
<td align="center">0&#x2013;0.2</td>
<td align="center">Very poor</td>
</tr>
<tr>
<td align="center">25&#x2013;50</td>
<td align="center">0.2&#x2013;0.4</td>
<td align="center">Poor</td>
</tr>
<tr>
<td align="center">50&#x2013;75</td>
<td align="center">0.4&#x2013;0.6</td>
<td align="center">Fine</td>
</tr>
<tr>
<td align="center">75&#x2013;90</td>
<td align="center">0.6&#x2013;0.8</td>
<td align="center">Good</td>
</tr>
<tr>
<td align="center">90&#x2013;100</td>
<td align="center">0.8&#x2013;1.0</td>
<td align="center">Very good</td>
</tr>
<tr>
<td rowspan="4" align="center">China&#x2019;s Ministry of Water Resources and the Kunming Survey and Design Institute of Ministry of Energy</td>
<td align="center">0&#x2013;25</td>
<td align="center">0&#x2013;0.2</td>
<td align="center">Crushing</td>
</tr>
<tr>
<td align="center">25&#x2013;60</td>
<td align="center">0.2&#x2013;0.45</td>
<td align="center">Poor</td>
</tr>
<tr>
<td align="center">60&#x2013;90</td>
<td align="center">0.45&#x2013;0.75</td>
<td align="center">Good</td>
</tr>
<tr>
<td align="center">90&#x2013;100</td>
<td align="center">0.75&#x2013;1.0</td>
<td align="center">Very good</td>
</tr>
<tr>
<td rowspan="5" align="center">The Southwest Research Institute of the Ministry of Railways Science Research, China</td>
<td align="center">0&#x2013;25</td>
<td align="center">0&#x2013;0.25</td>
<td align="center">Crushing</td>
</tr>
<tr>
<td align="center">25&#x2013;50</td>
<td align="center">0.2&#x2013;0.45</td>
<td align="center">Poor</td>
</tr>
<tr>
<td align="center">50&#x2013;75</td>
<td align="center">0.45&#x2013;0.65</td>
<td align="center">Medium</td>
</tr>
<tr>
<td align="center">75&#x2013;90</td>
<td align="center">0.65&#x2013;0.85</td>
<td align="center">Good</td>
</tr>
<tr>
<td align="center">90&#x2013;100</td>
<td align="center">0.85&#x2013;1.0</td>
<td align="center">Very good</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the data in <xref ref-type="table" rid="T3">Table 3</xref>, The curve of the correlation between <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>RQD</italic> is plotted (<xref ref-type="fig" rid="F1">Figure 1</xref>), and linear regression is performed to obtain Eqs <xref ref-type="disp-formula" rid="e9">9</xref>&#x2013;<xref ref-type="disp-formula" rid="e11">11</xref>.<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.00934</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.04195</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.973</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.00913</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.03855</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.961</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mi mathvariant="bold-italic">v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.00942</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.00656</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.987</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Correlation curve between <italic>K</italic>
<sub>
<italic>V</italic>
</sub> and <italic>RQD</italic>.</p>
</caption>
<graphic xlink:href="feart-11-1249866-g001.tif"/>
</fig>
<p>Put Eqs <xref ref-type="disp-formula" rid="e8">8</xref>, <xref ref-type="disp-formula" rid="e9">9</xref> into Eq. <xref ref-type="disp-formula" rid="e4">4</xref> respectively, we can obtain<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">182.3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">1.205</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
<disp-formula id="e13">
<mml:math id="m13">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">79.51</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>Put Eqs <xref ref-type="disp-formula" rid="e8">8</xref>, <xref ref-type="disp-formula" rid="e9">9</xref> into Eq. <xref ref-type="disp-formula" rid="e5">5</xref> respectively, we can obtain<disp-formula id="e14">
<mml:math id="m14">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">237.40</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">57.2</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">1.205</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
<disp-formula id="e15">
<mml:math id="m15">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">137.61</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">57.2</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>
</p>
<p>Put Eqs <xref ref-type="disp-formula" rid="e10">10</xref>, <xref ref-type="disp-formula" rid="e11">11</xref> into Eq. <xref ref-type="disp-formula" rid="e4">4</xref> respectively, we can obtain<disp-formula id="e16">
<mml:math id="m16">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">80.36</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.283</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>
<disp-formula id="e17a">
<mml:math id="m17">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">80.36</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(17a)</label>
</disp-formula>
</p>
<p>Put Eqs <xref ref-type="disp-formula" rid="e10">10</xref>, <xref ref-type="disp-formula" rid="e11">11</xref> into Eq. <xref ref-type="disp-formula" rid="e5">5</xref> respectively, we can obtain<disp-formula id="e18">
<mml:math id="m18">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">135.5</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">57.2</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.283</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>
<disp-formula id="e19">
<mml:math id="m19">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">143.5</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">57.2</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec sec-type="discussion" id="s3">
<title>3 Discussion</title>
<p>In terms of the upper limit, when <italic>f</italic> is too large and <italic>RQD</italic> is not large, such a hard but poorly intact rock mass has poor stability. Although <italic>f</italic> is high, it plays little role in keeping stability. In terms of the lower limit, when <italic>f</italic> is very low and the corresponding <italic>RQD</italic> value is too high. The stability of such a complete and weak rock mass is still not good. Therefore, when carrying out rock mass classification, special attention should be paid to the upper and lower limits (<xref ref-type="bibr" rid="B18">Laubscher, 1990</xref>).</p>
<p>
<italic>RQD</italic> was taken as the abscissa, and <italic>f</italic> was the ordinate to draw the <italic>BQ</italic> contour map. According to the limit value of the <italic>BQ</italic> index of each surrounding rock grade in the highway tunnel specification, the position of each surrounding rock in the figure is determined. In <xref ref-type="fig" rid="F2">Figures 2A&#x2013;F</xref> correspond to the Eqs <xref ref-type="disp-formula" rid="e12">12</xref>&#x2013;<xref ref-type="disp-formula" rid="e19">19</xref>, respectively.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Classification diagram of rock mass quality: <bold>(A)</bold> <italic>BQ</italic> &#x003D; 182.3 &#x002B; 30<italic>f</italic> &#x002B; 1.205<italic>RQD</italic>, <bold>(B)</bold> <italic>BQ</italic> &#x003D; 79.51 &#x002B; 30<italic>f</italic> &#x002B; 2.335<italic>RQD</italic>, <bold>(C)</bold> <italic>BQ</italic> &#x003D; 237.40 &#x002B; 57.2<italic>f</italic> &#x002B; 1.205<italic>RQD</italic>, <bold>(D)</bold> <italic>BQ</italic> &#x003D; 137.61 &#x002B; 57.2<italic>f</italic> &#x002B; 2.335<italic>RQD</italic>, <bold>(E)</bold> <italic>BQ</italic> &#x003D; 80.36 &#x002B; 30<italic>f</italic> &#x002B; 2.283<italic>RQD</italic>, <bold>(F)</bold> <italic>BQ</italic> &#x003D; 88.36 &#x002B; 30<italic>f</italic> &#x002B; 2.335<italic>RQD</italic>, <bold>(G)</bold> <italic>BQ</italic> &#x003D; 135.5 &#x002B; 57.2<italic>f</italic> &#x002B; 2.283<italic>RQD</italic>, <bold>(H)</bold> <italic>BQ</italic> &#x003D; 143.5 &#x002B; 57.2<italic>f</italic> &#x002B; 2.335<italic>RQD</italic>.</p>
</caption>
<graphic xlink:href="feart-11-1249866-g002.tif"/>
</fig>
<p>When <italic>RQD</italic> &#x3c; 25, the integrity of such surrounding rock is extremely poor, which is not conducive to tunnel excavation. Even if the rock is hard, it cannot raise its surrounding rock level. When <italic>RQD</italic> &#x3c; 25, <xref ref-type="fig" rid="F2">Figures 2A, C</xref> reach the grade III surrounding rock, which is therefore unreasonable. When <italic>f</italic> &#x3c; 1, even if the integrity of such a soft stratum of dense clay, gravel, and sand is very good, its stability is very poor. <xref ref-type="fig" rid="F2">Figures 2D, G, H</xref> reach Class III surrounding rock, which is therefore unreasonable. It can be seen from <xref ref-type="fig" rid="F2">Figure 2</xref> that when <italic>RQD</italic> &#x3c; 25 and <italic>f</italic> &#x3c; 1, the grades in <xref ref-type="fig" rid="F2">Figures 2B, E, F</xref> are IV and V. They have good upper and lower limits, which can fully reflect the characteristics of rock mass classification. <xref ref-type="fig" rid="F2">Figure 2F</xref> can best reflect the characteristics of rock mass classification and meet the requirements of rock mass classification. And the intermediate Eq. <xref ref-type="disp-formula" rid="e11">11</xref> for the derivation of <xref ref-type="fig" rid="F2">Figure 2F</xref> has the highest correlation coefficient. Therefore, <xref ref-type="fig" rid="F2">Figure 2F</xref> was recommended as the basis of rock mass classification. In other words, Eq. <xref ref-type="disp-formula" rid="e17a">17a</xref> was selected as a basis for the qualitative classification of rock mass.<disp-formula id="e17b">
<mml:math id="m20">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">88.36</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:math>
<label>(17b)</label>
</disp-formula>
</p>
<p>According to the classification <xref ref-type="table" rid="T1">Table 1</xref> of rock mass classification by Protodyakonov, when <italic>f</italic> &#x3c; 2, the surrounding rock is mostly weak and broken rock, soil, and sand. According to China&#x2019;s engineering rock mass classification, this kind of rock mass is divided into V rock mass. Therefore, Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref> is further modified to add a restriction condition, when <italic>f</italic> &#x3c; 2, <italic>BQ</italic> &#x3c; 250. When applying the Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref>, 1) when <italic>f</italic> &#x3e; 0.08<italic>RQD</italic> &#x2b; 2.94, <italic>f</italic> &#x3e; 0.08<italic>RQD</italic> &#x2b; 2.94, and <italic>RQD</italic> should be put in Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref> to calculate <italic>BQ</italic>. 2) When <italic>RQD &#x3e;</italic> 42.46<italic>f</italic> &#x2b; 41.7, <italic>RQD &#x3d;</italic> 42.46<italic>f</italic> &#x2b; 41.7, and <italic>f</italic> should be put in Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref> to calculate <italic>BQ</italic>. 3) When <italic>f</italic> &#x3c; 2, <italic>BQ</italic> &#x3c; 250.</p>
<p>For example, when <italic>f</italic> &#x3d; 10 is solid rock, <italic>RQD</italic> &#x3d; 50&#x223c;75 is fine rock, which corresponds to <italic>RQD</italic> &#x3d; 451&#x223c;550 as hard and fine II rock. The correspondence between <italic>BQ</italic> and <italic>f</italic> is based on Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref>. However, since <italic>RQD</italic>, <italic>f</italic>, and <italic>BQ</italic> are all within a range, the correspondence is subject to some error near the lower and upper limits of the range. Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref> is an empirical formula established based on the North-South Crossing Tunnel in Kyrgyzstan, which has application in similar stratigraphic conditions, but the adaptive conditions in other stratigraphic conditions need to be further verified.</p>
</sec>
<sec sec-type="results" id="s4">
<title>4 Results</title>
<p>According to Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref>, the correlation between Russian rock Protodyakonov coefficient classification and China&#x2019;s engineering rock mass classification can be obtained, as shown in <xref ref-type="table" rid="T4">Table 4</xref>. Russian rock Protodyakonov coefficient classification was divided into corresponding engineering rock mass classifications according to different <italic>RQD</italic> values. When <italic>RQD</italic> &#x3c; 14, this kind of surrounding rock is unfavorable to tunnel excavation, so the rock mass is divided into V rock mass no matter what the value of <italic>f</italic> is. When <italic>f</italic> &#x3c; 2, this kind of surrounding rock is not conducive to tunnel excavation, so no matter how large the <italic>RQD</italic> value, the rock mass is divided into V surrounding rock.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>The correlation between <italic>BQ</italic> and <italic>f</italic>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Rock strength classification</th>
<th align="center">
<italic>f</italic>
</th>
<th align="center">
<italic>RQD</italic>/%</th>
<th align="center">
<italic>BQ</italic>
</th>
<th align="center">Engineering rock mass classification</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="5" align="center">I&#x223c;III</td>
<td rowspan="5" align="center">20&#x223c;10</td>
<td align="center">77&#x223c;100</td>
<td align="center">&#x3e;550</td>
<td align="center">I</td>
</tr>
<tr>
<td align="center">57&#x223c;77</td>
<td align="center">550&#x223c;451</td>
<td align="center">II</td>
</tr>
<tr>
<td align="center">36&#x223c;56</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">15&#x223c;35</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;14</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="5" align="center">IIIa</td>
<td rowspan="5" align="center">8</td>
<td align="center">94&#x223c;100</td>
<td align="center">&#x3e;550</td>
<td align="center">I</td>
</tr>
<tr>
<td align="center">57&#x223c;93</td>
<td align="center">550&#x223c;451</td>
<td align="center">II</td>
</tr>
<tr>
<td align="center">36&#x223c;56</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">15&#x223c;35</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;14</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="4" align="center">IV</td>
<td rowspan="4" align="center">6</td>
<td align="center">77&#x223c;100</td>
<td align="center">550&#x223c;451</td>
<td align="center">II</td>
</tr>
<tr>
<td align="center">36&#x223c;76</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">15&#x223c;35</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;14</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="4" align="center">IVa</td>
<td rowspan="4" align="center">5</td>
<td align="center">91&#x223c;100</td>
<td align="center">550&#x223c;451</td>
<td align="center">II</td>
</tr>
<tr>
<td align="center">46&#x223c;90</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">15&#x223c;46</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;14</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="3" align="center">V</td>
<td rowspan="3" align="center">4</td>
<td align="center">61&#x223c;100</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">17&#x223c;60</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;16</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="3" align="center">Va</td>
<td rowspan="3" align="center">3</td>
<td align="center">73&#x223c;100</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">30&#x223c;72</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;29</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td rowspan="3" align="center">VI</td>
<td rowspan="3" align="center">2</td>
<td align="center">86&#x223c;100</td>
<td align="center">450&#x223c;351</td>
<td align="center">III</td>
</tr>
<tr>
<td align="center">42&#x223c;85</td>
<td align="center">350&#x223c;251</td>
<td align="center">VI</td>
</tr>
<tr>
<td align="center">0&#x223c;42</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">VIa&#x223c;X</td>
<td align="center">1.5&#x223c;0.3</td>
<td align="center">0&#x223c;100</td>
<td align="center">&#x3c;250</td>
<td align="center">V</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5">
<title>5 Mechanical parameter estimation</title>
<p>Different rock classifications correspond to different construction methods. Different rock physical parameters have an important influence on the structural design. Such as the weight <italic>&#x3b3;</italic>(kN/m<sup>3</sup>), deformation modulus <italic>E</italic>(GPa), internal friction angle <italic>&#x3c6;</italic>(&#xb0;), cohesion <italic>c</italic>(MPa), and Poisson&#x2019;s ratio <italic>&#x3bc;</italic> (<xref ref-type="bibr" rid="B17">Kaya et al., 2017</xref>). For this purpose, according to the data in the table of physical and mechanical parameters of rock bodies provided by the specification for the classification of engineering rock bodies, the curves of each physical and mechanical parameter are plotted with <italic>BQ</italic> as the horizontal coordinate, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Relationship between mechanical parameters of rock mass and <italic>BQ</italic>.</p>
</caption>
<graphic xlink:href="feart-11-1249866-g003.tif"/>
</fig>
<p>It can be seen from <xref ref-type="fig" rid="F3">Figure 3</xref> that there is a strong correlation between rock mechanical parameters and <italic>BQ</italic>. Therefore, the fitting method was used to analyze the relationship between each mechanical parameter and <italic>BQ</italic> in <xref ref-type="fig" rid="F3">Figure 3</xref>, and the following empirical formula was obtained. The empirical formula is as follows:<disp-formula id="e20">
<mml:math id="m21">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3b3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">30.63</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.004</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">16</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.992</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
<disp-formula id="e21">
<mml:math id="m22">
<mml:mrow>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">2.39</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.014</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">413</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.999</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>
<disp-formula id="e22">
<mml:math id="m23">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c6;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">77.23</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.006</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">349</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.999</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(22)</label>
</disp-formula>
<disp-formula id="e23">
<mml:math id="m24">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3bc;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">0.55</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mn mathvariant="bold">0.004</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">398</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.999</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(23)</label>
</disp-formula>
<disp-formula id="e24">
<mml:math id="m25">
<mml:mrow>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">55</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.013</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">B</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">520</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0.998</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(24)</label>
</disp-formula>
</p>
<p>The fitting curve obtained by Eqs <xref ref-type="disp-formula" rid="e20">20&#x2013;24</xref> is shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The weight <italic>&#x3b3;</italic>(kN/m3), deformation modulus <italic>E</italic>(GPa), internal friction angle <italic>&#x3c6;</italic> (&#xb0;) and cohesion <italic>c</italic>(MPa) tend to increase with the increase of <italic>BQ</italic> value. The Poisson&#x2019;s ratio <italic>&#x3bc;</italic> tends to decrease with the increase of <italic>BQ</italic>. However, the change speed of mechanical parameters with <italic>BQ</italic> is not consistent, especially <italic>E</italic>, when <italic>BQ</italic> &#x3c; 425, the speed of increase is slow, and when <italic>BQ</italic> &#x3e; 425, it increases rapidly. <italic>RQD</italic> cannot explain the trend of physical parameters intuitively. Therefore, combining Eq. <xref ref-type="disp-formula" rid="e17b">17b</xref> with Eqs <xref ref-type="disp-formula" rid="e20">20</xref>&#x2013;<xref ref-type="disp-formula" rid="e24">24</xref> can establish the relationship between physical parameters and <italic>RQD</italic>, <italic>f</italic> in the following equation.<disp-formula id="e25">
<mml:math id="m26">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3b3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">30.63</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.004</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">12.36</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(25)</label>
</disp-formula>
<disp-formula id="e26">
<mml:math id="m27">
<mml:mrow>
<mml:mi mathvariant="bold-italic">c</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">2.39</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.014</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">324.64</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(26)</label>
</disp-formula>
<disp-formula id="e27">
<mml:math id="m28">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c6;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">77.23</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.006</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">260.64</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(27)</label>
</disp-formula>
<disp-formula id="e28">
<mml:math id="m29">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3bc;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">0.55</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mn mathvariant="bold">0.004</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">309.64</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(28)</label>
</disp-formula>
<disp-formula id="e29">
<mml:math id="m30">
<mml:mrow>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn mathvariant="bold">55</mml:mn>
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">0.013</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn mathvariant="bold">30</mml:mn>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mn mathvariant="bold">2.335</mml:mn>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn mathvariant="bold">431.64</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(29)</label>
</disp-formula>
</p>
<p>From Eq. <xref ref-type="disp-formula" rid="e1">1</xref> to Eq. <xref ref-type="disp-formula" rid="e8">8</xref>, <italic>f</italic> is related to uniaxial compressive strength, which can reflect the nature of rock strength, and <italic>RQD</italic> is related to the volumetric joint count of rock mass <italic>J</italic>
<sub>
<italic>v</italic>
</sub>, which can reflect the nature of rock integrity. Therefore, Eqs <xref ref-type="disp-formula" rid="e25">25</xref>&#x2013;<xref ref-type="disp-formula" rid="e29">29</xref> comprehensively consider the effects of multiple factors on rock physical parameters.</p>
</sec>
<sec id="s6">
<title>6 Engineering applications</title>
<p>The Kyrgyz North and South Cross-Ridge Tunnel has a total length of 3,750&#xa0;m. The length of the main tunnel of the 3-A section is 1,850&#xa0;m. The portal chainage is K 431&#x2b;90. The boundary chainage is K 450&#x2b;40. The length of the service guide hole is 1,850&#xa0;m, the portal chainage is K 431&#x2b;90, and the boundary chainage is K 450&#x2b;40. Tunneling is carried out on the Paleozoic stratum with sedimentary rocks (Devonian, Carbon, and Early Permian sedimentary rocks), which were medium-strength and relatively fractured. The tunnel passes through some structural fault zones, which can range from the first few meters to several tens of meters in the near-fault zone. The tunnel, tunnel portal, and the borehole core are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Engineering-geological cross-section along the axis of the tunnel.</p>
</caption>
<graphic xlink:href="feart-11-1249866-g004.tif"/>
</fig>
<p>According to the Russian code, the tunnel surrounding rock is classified according to the Protodyakonov coefficient (<italic>f</italic>). However, according to the requirements of the <italic>Chinese Highway Tunnel Design Code</italic>, the tunnel surrounding rock classification is carried out according to the <italic>BQ</italic> method. Therefore, in order to solve the contradiction of construction methods, the correlation between Chinese engineering rock mass classification <italic>BQ</italic> and Russian rock Protodyakonov coefficient <italic>f</italic> was studied. At the same time, it is also of great significance for improving construction quality, ensuring completion, and optimizing design.</p>
<p>The tunnel is a small distance tunnel. Due to the complex geological conditions, the construction adopts the pilot tunnel sequential construction scheme. A drilling room is set every 100&#xa0;m along the tunneling direction, and engineering geological exploration is carried out throughout the tunnel. The property information of the surrounding rock is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The grade of the surrounding rock was estimated by the Protodyakonov coefficient f method and <italic>BQ</italic> method. The results are shown in <xref ref-type="table" rid="T5">Table 5</xref>.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Classification of tunnel surrounding rock.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Chainage</th>
<th align="center">
<italic>RQD/%</italic>
</th>
<th align="center">
<sub>
<italic>f</italic>
</sub>
</th>
<th align="center">Rock strength classification</th>
<th align="center">
<italic>BQ</italic>
</th>
<th align="center">Engineering rock mass classification</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">K 431&#x2b;90&#x223c;K 433&#x2b;59</td>
<td align="center">2.74</td>
<td align="center">1</td>
<td align="center">VII</td>
<td align="center">124.7</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 433&#x2b;59&#x223c;K 433&#x2b;84</td>
<td align="center">5.84</td>
<td align="center">4</td>
<td align="center">V</td>
<td align="center">222.0</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 433&#x2b;84&#x223c;K 434&#x2b;06</td>
<td align="center">2.11</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">138.2</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 434&#x2b;06&#x223c;K 436&#x2b;51</td>
<td align="center">5.46</td>
<td align="center">4</td>
<td align="center">V</td>
<td align="center">221.1</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 436&#x2b;51&#x223c;K 436&#x2b;92</td>
<td align="center">3.74</td>
<td align="center">3</td>
<td align="center">Va</td>
<td align="center">187.0</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 436&#x2b;92&#x223c;K 437&#x2b;14</td>
<td align="center">2.64</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">139.5</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 437&#x2b;14&#x223c;K 437&#x2b;91</td>
<td align="center">3.22</td>
<td align="center">3</td>
<td align="center">Va</td>
<td align="center">185.8</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 437&#x2b;91&#x223c;K 439&#x2b;09</td>
<td align="center">5.23</td>
<td align="center">4</td>
<td align="center">V</td>
<td align="center">220.5</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 439&#x2b;09&#x223c;K 439&#x2b;37</td>
<td align="center">2.10</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">138.2</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 439&#x2b;37&#x223c;K 440&#x2b;33</td>
<td align="center">5.12</td>
<td align="center">4</td>
<td align="center">V</td>
<td align="center">220.32</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 440&#x2b;33&#x223c;K 440&#x2b;78</td>
<td align="center">3.74</td>
<td align="center">3</td>
<td align="center">Va</td>
<td align="center">187.0</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 440&#x2b;78&#x223c;K 440&#x2b;97</td>
<td align="center">5.32</td>
<td align="center">4</td>
<td align="center">V</td>
<td align="center">220.7</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 440&#x2b;97&#x223c;K 441&#x2b;72</td>
<td align="center">3.64</td>
<td align="center">3</td>
<td align="center">Va</td>
<td align="center">187.0</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 441&#x2b;72&#x223c;K 441&#x2b;86</td>
<td align="center">2.11</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">138.2</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 441&#x2b;86&#x223c;K 444&#x2b;28</td>
<td align="center">5.74</td>
<td align="center">5</td>
<td align="center">IVa</td>
<td align="center">251.7</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 444&#x2b;28&#x223c;K 444&#x2b;67</td>
<td align="center">2.25</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">138.6</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 444&#x2b;67&#x223c;K 448&#x2b;67</td>
<td align="center">6.56</td>
<td align="center">6</td>
<td align="center">IV</td>
<td align="center">283.6</td>
<td align="center">IV</td>
</tr>
<tr>
<td align="center">K 448&#x2b;67&#x223c;K 449&#x2b;10</td>
<td align="center">2.74</td>
<td align="center">1.5</td>
<td align="center">VIa</td>
<td align="center">139.7</td>
<td align="center">V</td>
</tr>
<tr>
<td align="center">K 449&#x2b;10&#x223c;K 450&#x2b;40</td>
<td align="center">6.42</td>
<td align="center">6</td>
<td align="center">IV</td>
<td align="center">283.3</td>
<td align="center">IV</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>It can be seen from <xref ref-type="table" rid="T5">Table 5</xref> that the Russian rock Protodyakonov coefficient classification has a clear correspondence with China&#x2019;s engineering rock mass classification. The IV surrounding rock of Russian rock Protodyakonov coefficient classification corresponds to the IV surrounding rock of <italic>BQ</italic> classification, and the V&#x223c;VII surrounding rock of Russian rock Protodyakonov coefficient classification is equivalent to the V surrounding rock of <italic>BQ</italic> classification. The main reason for the difference in the classification of the two methods is that the rock strength quantitative classification index only has the rock Protodyakonov coefficient indicating the rock strength, while the <italic>BQ</italic> quantitative classification index selects the compressive strength for characterizing the rock strength and the integrity coefficient characterizing the integrity of the rock mass.</p>
<p>At the same time, the physical and mechanical parameters of the surrounding rock were estimated, which can provide a theoretical basis for the subsequent construction and optimal design. The parameters are shown in <xref ref-type="table" rid="T6">Table 6</xref>.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Estimation of physical and mechanical parameters of rock mass.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Chainage</th>
<th align="center">Weight <italic>&#x3b3;</italic>/kN/m<sup>3</sup>
</th>
<th align="center">Cohesion <italic>c</italic>/MPa</th>
<th align="center">Internal fractional angle <italic>&#x3c6;</italic>/&#xb0;</th>
<th align="center">Deformation modulus <italic>E</italic>/GPa</th>
<th align="center">
<italic>&#x3bc;</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">K 431&#x2b;90&#x223c;K 433&#x2b;59</td>
<td align="center">18.59</td>
<td align="center">0.04</td>
<td align="center">15.96</td>
<td align="center">0.32</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 433&#x2b;59&#x223c;K 433&#x2b;84</td>
<td align="center">21.29</td>
<td align="center">0.15</td>
<td align="center">24.58</td>
<td align="center">1.12</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="center">K 433&#x2b;84&#x223c;K 434&#x2b;06</td>
<td align="center">18.99</td>
<td align="center">0.05</td>
<td align="center">17.01</td>
<td align="center">0.38</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 434&#x2b;06&#x223c;K 436&#x2b;51</td>
<td align="center">21.27</td>
<td align="center">0.15</td>
<td align="center">24.49</td>
<td align="center">1.11</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="center">K 436&#x2b;51&#x223c;K 436&#x2b;92</td>
<td align="center">20.36</td>
<td align="center">0.10</td>
<td align="center">21.21</td>
<td align="center">0.72</td>
<td align="center">0.38</td>
</tr>
<tr>
<td align="center">K 436&#x2b;92&#x223c;K 437&#x2b;14</td>
<td align="center">19.02</td>
<td align="center">0.05</td>
<td align="center">17.11</td>
<td align="center">0.39</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 437&#x2b;14&#x223c;K 437&#x2b;91</td>
<td align="center">20.33</td>
<td align="center">0.10</td>
<td align="center">21.10</td>
<td align="center">0.71</td>
<td align="center">0.39</td>
</tr>
<tr>
<td align="center">K 437&#x2b;91&#x223c;K 439&#x2b;09</td>
<td align="center">21.25</td>
<td align="center">0.15</td>
<td align="center">24.43</td>
<td align="center">1.10</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="center">K 439&#x2b;09&#x223c;K 439&#x2b;37</td>
<td align="center">18.99</td>
<td align="center">0.05</td>
<td align="center">17.01</td>
<td align="center">0.38</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 439&#x2b;37&#x223c;K 440&#x2b;33</td>
<td align="center">21.25</td>
<td align="center">0.15</td>
<td align="center">24.41</td>
<td align="center">1.10</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="center">K 440&#x2b;33&#x223c;K 440&#x2b;78</td>
<td align="center">20.36</td>
<td align="center">0.10</td>
<td align="center">21.21</td>
<td align="center">0.72</td>
<td align="center">0.38</td>
</tr>
<tr>
<td align="center">K 440&#x2b;78&#x223c;K 440&#x2b;97</td>
<td align="center">21.26</td>
<td align="center">0.15</td>
<td align="center">24.45</td>
<td align="center">1.10</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="center">K 440&#x2b;97&#x223c;K 441&#x2b;72</td>
<td align="center">20.36</td>
<td align="center">0.10</td>
<td align="center">21.21</td>
<td align="center">0.72</td>
<td align="center">0.38</td>
</tr>
<tr>
<td align="center">K 441&#x2b;72&#x223c;K 441&#x2b;86</td>
<td align="center">18.99</td>
<td align="center">0.05</td>
<td align="center">17.01</td>
<td align="center">0.38</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 441&#x2b;86&#x223c;K 444&#x2b;28</td>
<td align="center">22.04</td>
<td align="center">0.23</td>
<td align="center">27.66</td>
<td align="center">1.63</td>
<td align="center">0.35</td>
</tr>
<tr>
<td align="center">K 444&#x2b;28&#x223c;K 444&#x2b;67</td>
<td align="center">19.00</td>
<td align="center">0.05</td>
<td align="center">17.04</td>
<td align="center">0.38</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 444&#x2b;67&#x223c;K 448&#x2b;67</td>
<td align="center">22.81</td>
<td align="center">0.34</td>
<td align="center">31.14</td>
<td align="center">2.44</td>
<td align="center">0.34</td>
</tr>
<tr>
<td align="center">K 448&#x2b;67&#x223c;K 449&#x2b;10</td>
<td align="center">19.03</td>
<td align="center">0.05</td>
<td align="center">17.13</td>
<td align="center">0.39</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="center">K 449&#x2b;10&#x223c;K 450&#x2b;40</td>
<td align="center">22.80</td>
<td align="center">0.33</td>
<td align="center">31.11</td>
<td align="center">2.43</td>
<td align="center">0.34</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="conclusion" id="s7">
<title>7 Conclusion</title>
<p>The surrounding rocks of Kyrgyzstan&#x2019;s north-south cross-ridge tunnel are classified according to Russian standards. The tunnel is built according to the tunnel construction concept of China. Different grades of surrounding rock correspond to different construction schemes, so the problem of on-site communication difficulties appeared during the tunnel construction process. Therefore, the correlation between the <italic>BQ</italic> classification of Chinese engineering rock mass and the classification of Russian rock Protodyakonov coefficient <italic>f</italic> is studied.<list list-type="simple">
<list-item>
<p>(1) This paper establishes a correlation between the basic quality (<italic>BQ</italic>) of a rock mass and the Protodiakonov coefficient (<italic>f</italic>) for rock classification. It solves the differences in construction concepts due to the differences in the surrounding rock classification system in engineering construction.</p>
</list-item>
<list-item>
<p>(2) Based on the <italic>UCS</italic> equivalence principle, the correlation between <italic>BQ</italic> and <italic>f</italic> is deduced from the empirical formula between <italic>f</italic>, <italic>BQ,</italic> and <italic>UCS.</italic> According to the equivalent principle of volumetric joint coefficients (<italic>J</italic>
<sub>
<italic>v</italic>
</sub>), the correlation between <italic>K</italic>
<sub>
<italic>v</italic>
</sub> and <italic>RQD</italic> is deduced by using the empirical formula and linear regression analysis between <italic>K</italic>
<sub>
<italic>v</italic>
</sub>, <italic>RQD,</italic> and <italic>J</italic>
<sub>
<italic>v</italic>
</sub>
<italic>.</italic> Then the relationship between <italic>BQ</italic>, <italic>f,</italic> and <italic>RQD</italic> was obtained.</p>
</list-item>
<list-item>
<p>(3) The corresponding tables of rock mass classification for Russian rock Protodyakonov coefficient classification and China&#x2019;s engineering rock mass classification are obtained. Russian rock Protodyakonov coefficient classification is divided into corresponding China&#x2019;s engineering rock mass classification according to different <italic>RQD</italic> values. When <italic>RQD</italic> &#x3c; 14, this kind of surrounding rock is unfavorable to tunnel excavation, so the rock mass is divided into V rock mass no matter what the value of <italic>f</italic> is. When <italic>f</italic> &#x3c; 2, this kind of surrounding rock is not conducive to tunnel excavation, so no matter how large the <italic>RQD</italic> value, the rock mass is divided into V surrounding rock.</p>
</list-item>
<list-item>
<p>(4) In the North and South Cross-Ridge Tunnel of Kyrgyzstan, The IV surrounding rock of Russian rock Protodyakonov coefficient classification corresponds to the IV surrounding rock of <italic>BQ</italic> classification. The V&#x223c;VII surrounding rock of Russian rock Protodyakonov coefficient classification is equivalent to the V surrounding rock of <italic>BQ</italic> classification.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s8">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s9">
<title>Author contributions</title>
<p>ZJ conceived of the presented idea. ZJ developed the theory and performed the computations. JL and XZ verified the analytical methods. ZS encouraged JL to investigate <italic>BQ</italic> and <italic>RQD</italic> and supervised the findings of this work. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s10">
<title>Funding</title>
<p>This study would not have been possible without financial support from the Science and Technology Innovation Team of Shaanxi Innovation Capability Support Plan (No. 2020TD005) and Shaanxi Province Housing and Rural Construction Science and Technology Plan (No. 2019-K39).</p>
</sec>
<sec sec-type="COI-statement" id="s11">
<title>Conflict of interest</title>
<p>Authors ZJ and XZ were employed by China Communications Construction Group Southwest Construction 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="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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Barton</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>1974</year>). <source>A review of the shear strength of filled discontinuities in rock</source>. <publisher-name>Norwegian Geotechnical Institute Publication</publisher-name>, <fpage>105</fpage>.</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barton</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Some new Q-value correlations to assist in site characterisation and tunnel design</article-title>. <source>Int. J. rock Mech. Min. Sci.</source> <volume>39</volume> (<issue>2</issue>), <fpage>185</fpage>&#x2013;<lpage>216</lpage>. <pub-id pub-id-type="doi">10.1016/S1365-1609(02)00011-4</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Bieniawski</surname>
<given-names>Z. T.</given-names>
</name>
</person-group> (<year>1978</year>). &#x201c;<article-title>Determining rock mass deformability: experience from case histories</article-title>,&#x201d; in <source>International journal of rock mechanics and mining sciences and geomechanics abstracts</source> (<publisher-name>Pergamon</publisher-name>), <volume>15</volume>, <fpage>237</fpage>&#x2013;<lpage>247</lpage>. <pub-id pub-id-type="doi">10.1016/0148-9062(78)90956-7</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Bieniawski</surname>
<given-names>Z. T.</given-names>
</name>
</person-group> (<year>1989</year>). <source>Engineering rock mass classifications: A complete manual for engineers and geologists in mining, civil, and petroleum engineering</source>. <publisher-name>John Wiley and Sons</publisher-name>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>C. S.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y. C.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>A methodology for evaluation and classification of rock mass quality on tunnel engineering</article-title>. <source>Tunn. Undergr. Space Technol.</source> <volume>22</volume> (<issue>4</issue>), <fpage>377</fpage>&#x2013;<lpage>387</lpage>. <pub-id pub-id-type="doi">10.1016/j.tust.2006.10.003</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Investigation on the spatial distribution of landslides in Sichuan Province, southwest China</article-title>. <source>Geomatics, Nat. Hazards Risk</source> <volume>14</volume> (<issue>1</issue>), <fpage>2232085</fpage>. <pub-id pub-id-type="doi">10.1080/19475705.2023.2232085</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Rock mass classification method based on entropy weight&#x2013;TOPSIS&#x2013;grey correlation analysis</article-title>. <source>Sustainability</source> <volume>14</volume> (<issue>17</issue>), <fpage>10500</fpage>. <pub-id pub-id-type="doi">10.3390/su141710500</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Deere</surname>
<given-names>D. U.</given-names>
</name>
<name>
<surname>Coon</surname>
<given-names>R. F.</given-names>
</name>
<name>
<surname>Merritt</surname>
<given-names>A. H.</given-names>
</name>
</person-group> (<year>1969</year>). <source>Engineering classification of <italic>in-situ</italic> rock</source>. <publisher-name>ILLINOIS UNIV AT URBANA DEPT OF CIVIL ENGINEERING</publisher-name>.</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Experimental study of the influence of structural planes on the mechanical properties of sandstone specimens under cyclic dynamic disturbance</article-title>. <source>Energy Sci. Eng.</source> <volume>8</volume> (<issue>11</issue>), <fpage>4043</fpage>&#x2013;<lpage>4063</lpage>. <pub-id pub-id-type="doi">10.1002/ese3.794</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Bai</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Influence of the extra-thick coal seam exploitation on the deformation characteristics of the overlying rock mass in an open-pit mine slope</article-title>. <source>Geomatics, Nat. Hazards Risk</source> <volume>14</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.1080/19475705.2022.2161952</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>G&#xf6;kceo&#x11f;lu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ulusay</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>S&#xf6;nmez</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Factors affecting the durability of selected weak and clay-bearing rocks from Turkey, with particular emphasis on the influence of the number of drying and wetting cycles</article-title>. <source>Eng. Geol.</source> <volume>57</volume> (<issue>3-4</issue>), <fpage>215</fpage>&#x2013;<lpage>237</lpage>. <pub-id pub-id-type="doi">10.1016/S0013-7952(00)00031-4</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Xian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>The relationship among rock gushing Energy, the Protodyakonov coefficient and rock strengt</article-title>. <source>J. Civ. Environ. Eng.</source> <volume>30</volume> (<issue>06</issue>), <fpage>28</fpage>&#x2013;<lpage>31</lpage>. <comment>(in Chinese)</comment>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>S. W.</given-names>
</name>
<name>
<surname>Saroglou</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A-BQ, a classification system for anisotropic rock mass based on China National Standard</article-title>. <source>J. Central South Univ.</source> <volume>27</volume> (<issue>10</issue>), <fpage>3090</fpage>&#x2013;<lpage>3102</lpage>. <pub-id pub-id-type="doi">10.1007/s11771-020-4531-7</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hashemi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Moghaddas</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ajalloeian</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Application of rock mass characterization for determining the mechanical properties of rock mass: A comparative study</article-title>. <source>Rock Mech. Rock Eng.</source> <volume>43</volume>, <fpage>305</fpage>&#x2013;<lpage>320</lpage>. <pub-id pub-id-type="doi">10.1007/s00603-009-0048-y</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hoek</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Brown</surname>
<given-names>E. T.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Practical estimates of rock mass strength</article-title>. <source>Int. J. rock Mech. Min. Sci.</source> <volume>34</volume> (<issue>8</issue>), <fpage>1165</fpage>&#x2013;<lpage>1186</lpage>. <pub-id pub-id-type="doi">10.1016/S1365-1609(97)80069-X</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Study of the correlation of rock mass classification&#x2019;s quantitative indices in coal mine</article-title>. <source>Appl. Sci.</source> <volume>36</volume> (<issue>6</issue>), <fpage>722</fpage>&#x2013;<lpage>726</lpage>. <comment>(in Chinese)</comment>.</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaya</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Karaman</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bulut</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Geotechnical investigations and remediation design for failure of tunnel portal section: A case study in northern Turkey</article-title>. <source>J. Mt. Sci.</source> <volume>14</volume>, <fpage>1140</fpage>&#x2013;<lpage>1160</lpage>. <pub-id pub-id-type="doi">10.1007/s11629-016-4267-x</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laubscher</surname>
<given-names>D. H.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>A geomechanics classification system for the rating of rock mass in mine design</article-title>. <source>J. South. Afr. Inst. Min. Metallurgy</source> <volume>90</volume> (<issue>10</issue>), <fpage>257</fpage>&#x2013;<lpage>273</lpage>.</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Limit state analysis of stepped sliding of jointed rock slope based on tensile-shear composite failure mode of rock bridges</article-title>. <source>Bull. Eng. Geol. Environ.</source> <volume>81</volume> (<issue>6</issue>), <fpage>233</fpage>. <pub-id pub-id-type="doi">10.1007/s10064-022-02731-x</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>An intelligent model based on statistical learning theory for engineering rock mass classification</article-title>. <source>Bull. Eng. Geol. Environ.</source> <volume>78</volume>, <fpage>4533</fpage>&#x2013;<lpage>4548</lpage>. <pub-id pub-id-type="doi">10.1007/s10064-018-1419-y</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Mei</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Effects of freeze&#x2013;thaw on the determination and application of parameters of slope rock mass in cold regions</article-title>. <source>Cold Regions Sci. Technol.</source> <volume>110</volume>, <fpage>32</fpage>&#x2013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1016/j.coldregions.2014.11.002</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nicholson</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Bieniawski</surname>
<given-names>Z. T.</given-names>
</name>
</person-group> (<year>1990</year>). <article-title>A nonlinear deformation modulus based on rock mass classification</article-title>. <source>Int. J. Min. Geol. Eng.</source> <volume>8</volume>, <fpage>181</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1007/BF01554041</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Palmstrom</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Broch</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Use and misuse of rock mass classification systems with particular reference to the Q-system</article-title>. <source>Tunn. Undergr. space Technol.</source> <volume>21</volume> (<issue>6</issue>), <fpage>575</fpage>&#x2013;<lpage>593</lpage>. <pub-id pub-id-type="doi">10.1016/j.tust.2005.10.005</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Palmstr&#xf6;m</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>Characterizing rock masses by the RMi for use in practical rock engineering: part 1: the development of the rock mass index (RMi)</article-title>. <source>Tunn. Undergr. space Technol.</source> <volume>11</volume> (<issue>2</issue>), <fpage>175</fpage>&#x2013;<lpage>188</lpage>. <pub-id pub-id-type="doi">10.1016/0886-7798(96)00015-6</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Lugeon test and grouting application research based on RQD of grouting sections</article-title>. <source>Sustainability</source> <volume>14</volume> (<issue>19</issue>), <fpage>12748</fpage>. <pub-id pub-id-type="doi">10.3390/su141912748</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Study of the stability of tunnel construction based on double-heading advance construction method</article-title>. <source>Adv. Mech. Eng.</source> <volume>12</volume> (<issue>1</issue>), <fpage>168781401989696</fpage>. <pub-id pub-id-type="doi">10.1177/1687814019896964</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Investigation on strain characteristics and fatigue constitutive model of limestone under osmotic pressure and cyclic disturbance coupling</article-title>. <source>KSCE J. Civ. Eng.</source> <volume>26</volume> (<issue>4</issue>), <fpage>1740</fpage>&#x2013;<lpage>1753</lpage>. <pub-id pub-id-type="doi">10.1007/s12205-022-1416-3</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Optimization analysis of controlled blasting for passing through houses at close range in super-large section tunnels</article-title>. <source>Adv. Civ. Eng.</source> <volume>2019</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1155/2019/1941436</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Study on the propagation law of tunnel blasting vibration in stratum and blasting vibration reduction technology</article-title>. <source>Soil Dyn. Earthq. Eng.</source> <volume>126</volume>, <fpage>105813</fpage>. <pub-id pub-id-type="doi">10.1016/j.soildyn.2019.105813</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lei</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Powder mass of coal after impact crushing: A new fractal-theory-based index to evaluate rock firmness</article-title>. <source>Rock Mech. Rock Eng.</source> <volume>53</volume>, <fpage>4251</fpage>&#x2013;<lpage>4270</lpage>. <pub-id pub-id-type="doi">10.1007/s00603-020-02174-4</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A new calculation method for tunneling-caused stratum settlement</article-title>. <source>KSCE J. Civ. Eng.</source> <volume>26</volume> (<issue>6</issue>), <fpage>2624</fpage>&#x2013;<lpage>2640</lpage>. <pub-id pub-id-type="doi">10.1007/s12205-022-1258-z</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>F. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C. S.</given-names>
</name>
</person-group> (<year>2007</year>). <source>Rock mass classification of tunnel engineering</source>. <publisher-loc>Chengdu</publisher-loc>: <publisher-name>Southwest Jiao Tong University Press</publisher-name>.</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yan-jun</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rui-xin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Geng-she</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Guang-li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shan-yong</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Comparisons of evaluation factors and application effects of the new [BQ] GSI system with international rock mass classification systems</article-title>. <source>Geotechnical Geol. Eng.</source> <volume>35</volume>, <fpage>2523</fpage>&#x2013;<lpage>2548</lpage>. <pub-id pub-id-type="doi">10.1007/s10706-017-0259-z</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Einstein</surname>
<given-names>H. H.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Using RQD to estimate the deformation modulus of rock masses</article-title>. <source>Int. J. Rock Mech. Min. Sci.</source> <volume>41</volume> (<issue>2</issue>), <fpage>337</fpage>&#x2013;<lpage>341</lpage>. <pub-id pub-id-type="doi">10.1016/S1365-1609(03)00100-X</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Quantitative assessments of the correlations between rock mass rating (RMR) and geological strength index (GSI)</article-title>. <source>Tunn. Undergr. Space Technol.</source> <volume>83</volume>, <fpage>73</fpage>&#x2013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1016/j.tust.2018.09.015</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Shear-related roughness classification and strength model of natural rock joint based on fuzzy comprehensive evaluation</article-title>. <source>Int. J. Rock Mech. Min. Sci.</source> <volume>137</volume>, <fpage>104550</fpage>. <pub-id pub-id-type="doi">10.1016/j.ijrmms.2020.104550</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Transient pulse test and morphological analysis of single rock fractures</article-title>. <source>Int. J. Rock Mech. Min. Sci.</source> <volume>91</volume>, <fpage>139</fpage>&#x2013;<lpage>154</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijrmms.2016.11.016</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>