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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mater.</journal-id>
<journal-title>Frontiers in Materials</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mater.</abbrev-journal-title>
<issn pub-type="epub">2296-8016</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1075310</article-id>
<article-id pub-id-type="doi">10.3389/fmats.2022.1075310</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Materials</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A determination method for the shear strength of soil-rock mixture considering the size effect and its application</article-title>
<alt-title alt-title-type="left-running-head">Zhou et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmats.2022.1075310">10.3389/fmats.2022.1075310</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Yingbo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1989807/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sheng</surname>
<given-names>Genlin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qiao</surname>
<given-names>Shihui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Hanping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Grid Hubei Electric Power Company Limited Economic Research Institute</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Grid Hubei Electric Power Co., Ltd.</institution>, <addr-line>Wuhan</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/1643929/overview">Bing Bai</ext-link>, Beijing Jiaotong 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/2003518/overview">Zhenping Zhang</ext-link>, Shenyang University of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2004629/overview">Yuxiang Du</ext-link>, Jianghan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yingbo Zhou, <email>yingbozhou@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Structural Materials, a section of the journal Frontiers in Materials</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1075310</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhou, Sheng, Qiao, Zhou, Cai and Xu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhou, Sheng, Qiao, Zhou, Cai and Xu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The shear strength of the soil-rock mixture (S-RM) is the primary mechanical factor influencing the stability of the deposit slope. The particle size range inside the test sample, however, is not the same as that of the S-RM in the deposit slope due to the limitations of the test device, which results in a variation in the mechanical properties. In this study, computer simulation tests were conducted to examine the impact of particle size on mechanical behaviors under the uniaxial compressive condition, and the size effect was analyzed from both macroscopic and mesoscopic perspectives. Results indicate that when the particle size increases, the anisotropy levels of the S-RM sample also rise, causing the particle displacement difference inside the sample to increase and the rounding rock effect to become more pronounced. The quantitative relationship between the uniaxial compressive strength (<italic>UCS</italic>) and the maximum particle size (<italic>d</italic>
<sub>
<italic>max</italic>
</sub>) was proposed, and the accuracy of the prediction formula for the <italic>UCS</italic> value of S-RM that takes the size effect into account has been confirmed. The improvement of the shear strength determination method was achieved by unifying the particle size range corresponding to the uniaxial compressive and shear test results used in the approach, and the determination method was used to evaluate the stability of a typical deposit slope. The study results can be used as a guide for estimating strength parameters of S-RM throughout the design and construction process of the deposit slope.</p>
</abstract>
<kwd-group>
<kwd>size effect</kwd>
<kwd>soil-rock mixture</kwd>
<kwd>uniaxial compressive strength</kwd>
<kwd>shear strength</kwd>
<kwd>deposit slope</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Soil-rock mixture (S-RM), defined as the combination of the soil matrix with rock blocks of various sizes, presents a large distribution in southwestern China (<xref ref-type="bibr" rid="B9">Fu et al., 2021a</xref>; <xref ref-type="bibr" rid="B15">Ji et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Zhou et al., 2022</xref>). The inclination to use S-RM, for example as the fill material for the high-fill deposit slope and rock-fill dam, is growing in the geotechnical engineering projects due to the expansion of the highway and building in the mountainous region of southwestern China (<xref ref-type="bibr" rid="B31">Zhang et al., 2021</xref>; <xref ref-type="bibr" rid="B7">Du et al., 2022</xref>; <xref ref-type="bibr" rid="B8">Fu et al., 2022</xref>). The natural S-RM can be divided into landslide deposit, collapse deposit, residual deposit, and other categories depending on how they formed (<xref ref-type="bibr" rid="B29">Xu et al., 2007</xref>; <xref ref-type="bibr" rid="B30">Yang et al., 2021</xref>). Each of these categories exhibits various particle grading distribution characteristics, particularly the particle sizes (<xref ref-type="bibr" rid="B28">Xu and Hu, 2009</xref>; <xref ref-type="bibr" rid="B34">Zhou et al., 2017</xref>; <xref ref-type="bibr" rid="B2">Bai et al., 2021</xref>). Long-term geological formations and rainfall in the southwestern region of China have resulted in the development of the shallow regions near the deposit slope with considerable weathering impacts, whereas a small range of the particle grading distribution between 40 and 60&#xa0;mm under weathering effect is typical to be observed in the S-RM due to landslide and residual deposit. Determining the mechanical parameters of the geo-material and the slope stability assessment has been made more difficult by the complex mechanical behaviors of S-RM with different particle size characteristics, which has been a crucial problem to be solved urgently during design and construction of the deposit slope engineering.</p>
<p>It is generally considered that particle size affects the mechanical properties of geotechnical materials, which is called the size effect. As a typical multi-phase material, the threshold size of the &#x201c;fine&#x201d; and &#x201c;coarse&#x201d; grain material inside S-RM should be determined first using the particle grading distribution. The coarse-grained materials are consistently categorized as rock block components, whereas fine-grained materials are consistently categorized as soil components. The size effect of S-RM has mostly so far been analyzed in terms of how the rock block size affects the mechanical properties in previous researches. The strength of the individual rock block particle and the whole material are both impacted by the size of the rock block (<xref ref-type="bibr" rid="B13">Hong et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Ovalle and Dano, 2020</xref>). The former changes the pressure range that the rock block can sustain and the likelihood of breaking, while the latter involves the propagation of cracks and the development and dispersion of microcracks (<xref ref-type="bibr" rid="B18">Li, 2013</xref>; <xref ref-type="bibr" rid="B19">Lin et al., 2019</xref>), speeding up the decomposition of the sample. The S-RM triaxial tests carried out by <xref ref-type="bibr" rid="B32">Zhao and Liu, 2018</xref> demonstrated that the stress-strain curve of the sample with a greater rock size is more varied because of the interaction between the large rock blocks. According to <xref ref-type="bibr" rid="B17">Li et al. (2008)</xref>, in the triaxial compressive condition, the S-RM sample with a higher <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value exhibits a greater strength, friction angle, and initial tangent modulus. <xref ref-type="bibr" rid="B27">Wu et al. (2020)</xref> also suggested the same conclusion in light of the results of the rockfill material testing. Since the widespread use of computers, numerical simulation has been extensively used to investigate how particle size affects the mechanical properties of S-RM from a mesoscopic perspective. <xref ref-type="bibr" rid="B23">Ueda et al. (2011)</xref> and <xref ref-type="bibr" rid="B6">Ding et al. (2014)</xref> proposed that the bigger size of the rock block causes a greater level of heterogeneity and exacerbates the particle&#x2019;s contribution to the structure and mechanical properties of S-RM. The deformation of S-RM exhibits the size effect as well in terms of crack distribution and shear zone features. <xref ref-type="bibr" rid="B26">Wolinski et al. (1987)</xref> reported that the S-RM sample with the smaller <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value (2&#x2013;4&#xa0;mm) has a smoother fracture surface than the sample with the greater <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value (8&#x2013;32&#xa0;mm). <xref ref-type="bibr" rid="B22">Peng et al. (2017)</xref> found that the distribution of the S-RM microcracks with lower particle sizes is more clustered and less uniform, and the formation of the microcracks is connected to the particle size. <xref ref-type="bibr" rid="B20">Lv et al. (2022)</xref> and <xref ref-type="bibr" rid="B25">Wang et al. (2022)</xref> discovered a strong correlation between the particle size and the shear bandwidth of the granular sample. The characterization quantities of the particle size in previous studies are various, such as the maximum particle size (<italic>d</italic>
<sub>
<italic>max</italic>
</sub>) (<xref ref-type="bibr" rid="B14">Ji et al., 2011</xref>; <xref ref-type="bibr" rid="B5">Chaulagai et al., 2017</xref>), average particle size (<italic>d</italic>
<sub>
<italic>50</italic>
</sub>) (<xref ref-type="bibr" rid="B11">Giang et al., 2007</xref>), and the ratio of the maximum to minimum particle size (<italic>d</italic>
<sub>
<italic>max</italic>
</sub>/<italic>d</italic>
<sub>
<italic>min</italic>
</sub>) (<xref ref-type="bibr" rid="B6">Ding et al., 2014</xref>; <xref ref-type="bibr" rid="B24">Vahidi-Nia et al., 2020</xref>). However, there is still a need for discussion regarding the quantitative description of the size effect and the quantitative correlations between the mechanical parameters and the representative characterization quantity.</p>
<p>Previous studies have demonstrated the importance of examining the size influence on the mechanical behaviors of S-RM. The maximum allowable particle size of the sample is constrained by the size restrictions of laboratory test apparatus, which also changes with the apparatus size. For example, the maximum allowable particle size of the fixed-size test apparatus often not exceeding 10&#xa0;mm in certain regular-size laboratory tests, such as the uniaxial compressive test, Brazilian splitting, and compaction tests. However, the maximum allowable particle size has been raised to 40&#x2013;60&#xa0;mm in using the large-scale triaxial test apparatus and direct shear test apparatus. Therefore, the mechanical behaviors demonstrated utilizing various test apparatus sizes represent the S-RM samples with the corresponding particle grading properties. It is more challenging to estimate the shear strength characteristics of S-RM using laboratory tests because of the size effect due to the laboratory tests even though the particle size of the S-RM sample is within the range of the allowable size of the test apparatus.</p>
<p>Numerical simulation methods are rapidly being used into the research of the mechanical properties of geotechnical materials as a result of the ongoing advancements in computer technology (<xref ref-type="bibr" rid="B12">Guo et al., 2019</xref>; <xref ref-type="bibr" rid="B1">Bai et al., 2022</xref>; <xref ref-type="bibr" rid="B35">Bai et al., 2019</xref>). The discrete element method based on discontinuous mechanics theory, in contrast to the numerical simulation method for continuous media, can simulate the material multiphase and non-homogeneity of S-RM, providing a tool for the discussion of the mechanical properties of S-RM at various sizes in this paper. However, the low computational efficiency and high computational cost presented by the discrete element calculation method make it more challenging to use in large-size practical engineering. Researchers have lately shown a growing interest in the empirical formula to determine the strength characteristics of the geotechnical material by using the findings of several mechanical and physical tests. On the one hand, the availability of empirical formulae to describe the mechanical characteristics of geotechnical materials is ensured by the fact that the majority of the empirical formulae are given based on the test results and an established constitutive model. On the other hand, the using empirical formulae can effectively lower the cost required for mechanical tests and eliminate errors in the findings brought on by the unpredictability of the tests. The mechanical parameters can be quickly estimated using the empirical formulae with a small number of physical and mechanical parameters. The theory of the coarse-grained soil is the main source of the typical empirical formulae used to characterize the mechanical properties of S-RM, and the pending parameters are determined from the results of large-scale tests. There are few descriptions of the mechanical parameter calculation method taking the multi-phase components and size effect of S-RM into consideration.</p>
<p>Based on the outcomes of numerical simulation, a method for determining the shear strength of the S-RM taking the size effect into account is presented in this study. The size effect on the uniaxial compressive strength (<italic>UCS</italic>) is discussed from the macroscopic and mesoscopic views using Particle Flow Code in two dimensions (<italic>PFC</italic>
<sup>
<italic>2D</italic>
</sup>), and a quantitative relationship between the <italic>UCS</italic> value and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> is proposed, taking into consideration that the ranges of the particle sizes of the required test data within the formula proposed for calculating the shear strength of S-RM are not uniform. The modified calculation of the <italic>UCS</italic> value taking the size effect into account is used when determining the shear strength parameters of the S-RM. The stability evaluation of a typical deposit slope uses the determination method as a last step, and thus serves as a reference for the estimating the strength parameters of S-RM.</p>
</sec>
<sec id="s2">
<title>An approach to predicting the shear strength of soil-rock mixture</title>
<p>The multi-phase compositions and structural characteristics of natural S-RM result in complicated and varied mechanical behaviors. The weak soil-rock interface develops as a result of the increase of the rock content, which also damages the integrity of the soil matrix. However, the stronger and more rigid rock blocks can also assist in enhancing the mechanical characteristics of the S-RM. The presence of the negative and positive effects of rock blocks on S-RM make it extremely difficult to calculate its strength parameters.</p>
<p>The relationship between the strength parameters and the rock content, particle size, water content, and other factors has been proposed by a number of researches. The results suggest that the rock content has a significant impact on how the mechanical behaviors of S-RM changes from being comparable to those of soil to being similar to those of broken rocks. <xref ref-type="bibr" rid="B10">Fu et al. (2021b)</xref> suggested a method to estimate the strength parameters of S-RM in order to characterize the cooperative influence of the multi-phase compositions on the mechanical properties of the entire material. The calculation for the prediction method is as follows.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>&#x3c3;</italic>
<sub>
<italic>c-SRM</italic>
</sub> is the unconfined compressive strength of the soil-rock mixture, which is used to describe the strength of the contact surface; parameters <italic>Ts</italic> and <italic>n</italic> are material constants, which are related to the rock block proportion, and strength of fine-grained soil and rock blocks; parameter <italic>A</italic>
<sub>
<italic>s</italic>
</sub> is a nonlinear strength constant of the power-law criterion.</p>
<p>The uniaxial compressive strength of S-RM utilized in <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> is obtained based on the prediction formula proposed by <xref ref-type="bibr" rid="B16">Kalender et al. (2014)</xref> calculated as follows.<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>A</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mi>B</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mn>100</mml:mn>
</mml:mfrac>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>&#x3c3;</italic>
<sub>
<italic>c</italic>
</sub> is the <italic>UCS</italic> value of the soil matrix; <italic>VBP</italic> is volumetric rock block proportion, %; characteristic parameter <italic>A</italic> is a constraining variable, which represents the contact strength between the soil and rock blocks and can be determined based on the value diagram using <italic>&#x3c3;</italic>
<sub>
<italic>c</italic>
</sub> and the internal friction angle or the roughness of the rock blocks.</p>
<p>Based on <xref ref-type="bibr" rid="B10">Fu et al. (2021b)</xref> and <xref ref-type="bibr" rid="B16">Kalender et al. (2014)</xref>, the precision of the <italic>UCS</italic> and shear strength prediction methods has been confirmed. In <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>, the <italic>UCS</italic> value of the soil matrix and the shape index of rock blocks are used to calculated the influence of the soil-rock interface on the shear strength. The impact of the content and mechanical properties of the soil matrix, rock blocks, and soil-rock interface on the mechanical characteristics of the entire material is thus shown in the shear strength estimation method of <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>. With the multi-component and non-homogeneous characteristics fully considered, the estimation method of S-RM provides a theoretical basis for the following discussions.</p>
<p>According to the results proposed by <xref ref-type="bibr" rid="B16">Kalender et al. (2014)</xref>, characteristic parameter <italic>A</italic> is chosen based on the results of previous uniaxial compressive experiments. The limitations of the regular-size uniaxial compressive test apparatus result in a constrained range of particle sizes inside the S-RM sample, which typically implies that the maximum particle size of the rock blocks is less than 10&#xa0;mm. The S-RM sample under regular-size test circumstances is substantially smaller than the typical size of the rock blocks in the shallow region of the deposit slope, which can reach 40&#x2013;60&#xa0;mm. To guarantee that the particle size applicable to the prediction technique is fairly close to the real circumstances, it is vital to understand how particle size affects mechanical behavior under the uniaxial compressive condition.</p>
</sec>
<sec id="s3">
<title>Numerical simulations of the size effect on the mechanical behavior of soil-rock mixture</title>
<p>The discussions above indicate that particle size of the S-RM sample is constrained by the size of the laboratory apparatus. In this study, the maximum particle size (<italic>d</italic>
<sub>
<italic>max</italic>
</sub>) of the regular-size uniaxial compressive sample is 10&#xa0;mm, which is even lower than the value of natural S-RM, and the size effect is numerically simulated using the discrete element method in this study using <italic>PFC</italic>
<sup>
<italic>2D</italic>
</sup>.</p>
<sec id="s3-1">
<title>Model establishment and mesoscopic parameter calibration</title>
<p>The process of the <italic>PFC</italic>
<sup>
<italic>2D</italic>
</sup> simulation test is divided into three parts: model establishment, mesoscopic parameter calibration, and simulation process. For the mesoscopic parameter calibration, the S-RM particle model of the same size as the one used in the laboratory test was constructed. The shape of the rock blocks in the natural S-RM is angular-subangular; in contrast, the rock blocks in this study are shown in <xref ref-type="fig" rid="F1">Figure 1</xref> as having a round-elliptical shape. Therefore, it is allowed to imitate the rock block using a standard disk element. For the calibration sample, the particle diameter of rock is set as 2&#x2013;10&#xa0;mm, and the soil particle diameter is set as 1.6&#x2013;2&#xa0;mm. The S-RM particle model used in the calibration procedure is shown in <xref ref-type="fig" rid="F2">Figures 2A,B</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Rock blocks inside the S-RM sample used in the laboratory test.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>S-RM particle models for the calibration.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g002.tif"/>
</fig>
<p>In <italic>PFC</italic>, the contact model is used to replace the constitutive model to represent the contact force and moment between the particles when an external force is present. An essential step of computer simulation test is the calibration of the precise mesoscopic parameters utilized in the contact models. Different from the continuous numerical calculation method, mesoscopic parameters are utilized to describe the mechanical properties and deformation characteristics. The mesoscopic parameter calibration procedure has thus so far been carried out utilizing several groups of the mesoscopic parameters to make the macro mechanical behaviors of the simulation, such as the <italic>UCS</italic>, strength parameters, and secant modulus, much closer to the test results. The uniaxial compressive test of S-RM in the regular size was carried out in this study as the reference for calibrating the mesoscopic parameters.</p>
<p>The S-RM sample was calibrated at 125&#xa0;mm in height and 61.8&#xa0;mm in width. The diameter range of the rock block was specified as 2&#x2013;10&#xa0;mm as shown in <xref ref-type="fig" rid="F1">Figure 1</xref> in accordance with the specification for the geotechnical test, and the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of the S-RM sample should be less than 10&#xa0;mm. In order to determine how the mechanical behaviors of S-RM are affected by the rock block, <italic>VBP</italic> was selected as the controlling factor. Several groups of S-RM uniaxial compressive tests were conducted with a <italic>VBP</italic> range of 0%&#x2013;30%.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the curves of the axial stress and strain of the S-RM samples with various <italic>VBP</italic>s under the test and simulation conditions. The results demonstrate that simulated axial stress exhibits an increasing trend with axial strain identical to the test results, and the peak stress and stress drop are discovered throughout the simulation. As <italic>VBP</italic> increases, the simulated <italic>UCS</italic> value and secant modulus fall, which is line with the variation rule of the test findings. The calibrated mesoscopic parameters can be employed for the S-RM numerical test in this study, according on comparisons in the axial stress between the simulation and test results. The calibrated mesoscopic parameters are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Axial stress versus strain curves of the test and simulation results.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Mesoscopic parameters of the soil and rock particles.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Properties and descriptions</th>
<th align="left">Soil</th>
<th align="left">Rock</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Density/(kg/m<sup>3</sup>)</td>
<td align="left">1700</td>
<td align="left">2,250</td>
</tr>
<tr>
<td align="left">Normal stiffness, <italic>k</italic>
<sub>
<italic>n</italic>
</sub>/(N/m)</td>
<td align="left">1.8 &#xd7; 10<sup>7</sup>
</td>
<td align="left">3.0 &#xd7; 10<sup>7</sup>
</td>
</tr>
<tr>
<td align="left">Normal-to-shear stiffness ratio, <italic>k</italic>
<sub>
<italic>rat</italic>
</sub>
</td>
<td align="left">1.0</td>
<td align="left">1.0</td>
</tr>
<tr>
<td align="left">Shear strength, cb_strength tensile/(N/m)</td>
<td align="left">4.5 &#xd7; 10<sup>5</sup>
</td>
<td align="left">5 &#xd7; 10<sup>4</sup>
</td>
</tr>
<tr>
<td align="left">Tensile strength, cb_strength shear/(N/m)</td>
<td align="left">4.5 &#xd7; 10<sup>5</sup>
</td>
<td align="left">5 &#xd7; 10<sup>4</sup>
</td>
</tr>
<tr>
<td align="left">Friction coefficient, Fric</td>
<td align="left">0.3</td>
<td align="left">0.7</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Numerical uniaxial compressive simulation test scheme</title>
<p>According to the earlier research, the appropriate <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> value (ratio of the sample diameter to <italic>d</italic>
<sub>
<italic>max</italic>
</sub>) must be used to avoid the negative effect due to the boundary effect on the simulation and test results. In order to choose an appropriate value range of <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> for the size effect simulation, the impact of the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value on the mechanical characteristics of S-RM is first explored.</p>
<p>Seven groups of S-RM samples were constructed at a height and width of 600 and 300&#xa0;mm, with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values. The results of the uniaxial compressive simulation tests show that when the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> is larger than 25&#xa0;mm, it appears that the variation of <italic>UCS</italic> value is more sensitive to particle size. The relative ratio of <italic>UCS</italic>, denoted by the symbol <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub>, is determined in order to better understand the variation law of the <italic>UCS</italic> under various particle size conditions. The calculation of the relative ratio of <italic>UCS</italic> is as follows.<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>m</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>10</mml:mn>
<mml:mi>m</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>UCS</italic>
<sub>
<italic>dmax &#x3d; 10mm</italic>
</sub> and <italic>UCS</italic>
<sub>
<italic>dmax</italic>
</sub> is the <italic>UCS</italic> value of the S-RM sample with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of 10&#xa0;mm and the other value.</p>
<p>The lower value of <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub> indicates that the <italic>UCS</italic> value is substantially closer to that of the S-RM sample with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10mm, which means that the particle size effect and boundary effect area relatively less significant. The fluctuation of <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub> with various <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> values under different <italic>VBP</italic> conditions is obvious. In contrast to the wave trend of <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub> value in the sample with 60% and 90% <italic>VBP</italic>, the comparisons show that the <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub> exhibits a decreasing tendency when <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> increases from 5 to 8 by 15% and 10% with <italic>VBP</italic> &#x3d; 20% and 40%. With the exception of the sample with <italic>VBP</italic> &#x3d; 90%, the <italic>&#x3b1;</italic>
<sub>
<italic>&#x3c3;rat</italic>
</sub> only fluctuates within a limit range of &#x2212;2.5%&#x2013;5% as <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> increases from 8 to 30, indicating that the particle size only little affects the <italic>UCS</italic> value when <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> is more than 8.0. In this study, an appropriate value of <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> for the simulation test was determined to be 8, and seven S-RM samples with the corresponding size were carried out. The detailed numerical test scheme is listed in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Numerical simulation test scheme.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Test number</th>
<th align="left">Sample size H&#x2a;L/(mm&#x2a;mm)</th>
<th align="left">Maximum particle size, <italic>d</italic>
<sub>
<italic>max</italic>
</sub>/mm</th>
<th align="left">The ratio of the sample diameter to maximum particle size, <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">B-1</td>
<td align="left">160&#x2a;80</td>
<td align="left">10</td>
<td rowspan="6" align="left">8</td>
</tr>
<tr>
<td align="left">B-2</td>
<td align="left">200&#x2a;100</td>
<td align="left">12.5</td>
</tr>
<tr>
<td align="left">B-3</td>
<td align="left">300&#x2a;150</td>
<td align="left">18.75</td>
</tr>
<tr>
<td align="left">B-4</td>
<td align="left">400&#x2a;200</td>
<td align="left">25</td>
</tr>
<tr>
<td align="left">B-5</td>
<td align="left">500&#x2a;250</td>
<td align="left">31.25</td>
</tr>
<tr>
<td align="left">B-6</td>
<td align="left">640&#x2a;320</td>
<td align="left">40</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>Results and discussions</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4A</xref> displays the <italic>UCS</italic> values for S-RM samples with various particle sizes (using <italic>d</italic>
<sub>
<italic>max</italic>
</sub> as the size description index) under different <italic>VBP</italic> conditions. As <italic>d</italic>
<sub>
<italic>max</italic>
</sub> increases from 10&#xa0;mm to 25&#xa0;mm, it seems that the <italic>UCS</italic> value almost maintains a value of 800&#xa0;kPa, and the quick fall in <italic>UCS</italic> appears until <italic>d</italic>
<sub>
<italic>max</italic>
</sub> reaches 25&#xa0;mm for the soil sample (<italic>VBP</italic> &#x3d; 0%). In S-RM sample with <italic>VBP</italic> &#x3d; 20% and 40%, the <italic>UCS</italic> initially rises and then falls with <italic>d</italic>
<sub>
<italic>max</italic>
</sub>, with the maximum <italic>UCS</italic> appearing at a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of 12.5&#xa0;mm. Under a 60% <italic>VBP</italic> condition, the variation range of <italic>UCS</italic> values of the S-RM samples with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values is significantly less, and the value is in the range of 179.21&#x2013;210.07&#xa0;kPa. The sample with <italic>VBP</italic> &#x3d; 90% exhibits the most pronounced decreasing trend of <italic>UCS</italic> variation, with the value decreasing from 107.45 to 86.56&#xa0;kPa as <italic>d</italic>
<sub>
<italic>max</italic>
</sub> increases from 10&#xa0;mm to 40&#xa0;mm.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>
<bold>(A)</bold> <italic>UCS</italic> and <bold>(B)</bold> relative disturbance <italic>UCS</italic> ratio values of S-RM samples with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g004.tif"/>
</fig>
<p>Previous studies indicate that the presence of rock blocks weakens the stability of the soil matrix and reduces the <italic>UCS</italic> value. However, little is yet known about the impact of the different-sized rock blocks. To determine the negative impact of tock block on the soil matrix, the relative disturbance <italic>UCS</italic> ratio, <italic>&#x3b2;</italic>, is proposed. It is calculated as follows.<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>&#x3b2;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>U</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>The <italic>&#x3b2;</italic> values of samples with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values under different <italic>VBP</italic> conditions are shown in <xref ref-type="fig" rid="F4">Figure 4B</xref>. Under the <italic>VBP</italic> condition of 20%, the <italic>&#x3b2;</italic> values of samples are sensitive to changes in the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value, and are basically greater than 20%. The detrimental effect of the rock block becomes much more apparent when <italic>VBP</italic> reaches to 40% as <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10&#xa0;mm, whereas the <italic>&#x3b2;</italic> values of samples are close to 50% with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> range of 12.5&#x2013;40&#xa0;mm. The negative influence on the <italic>UCS</italic> value of rock blocks with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values under the high <italic>VBP</italic> condition (such as <italic>VBP</italic> &#x3d; 90%) is virtually the same, and the <italic>&#x3b2;</italic> value is about 85%&#x2013;90%. The sample with the lower <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value has a considerably more pronounced detrimental impact of the rock block on the <italic>UCS</italic> in the low <italic>VBP</italic> stage (20% and 40%). Because there are more rock particles and soil-rock interfaces with the same <italic>VBP</italic> due to the smaller rock size, the soil integrity and UCS value are more severely damaged. The influence of size differences on the disruption of mechanical behaviors eventually diminishes as <italic>VBP i</italic>ncreases.</p>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> depicts the horizontal displacement distribution of the S-RM samples with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values under different <italic>VBP</italic>s at the destruction stage, and the destruction stage refers to the stage in which the axial stress reduces to the stress that is 0.7 times peak stress in the post-peak stage. The result demonstrates that when the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases from 10 to 40&#xa0;mm, a boarder distribution area of blue and red colored particle displacement appears and an increase in the difference in the horizontal displacement as shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. The phenomenon of soil particle detachment was discovered as a result of the weak soil-rock contact strength, and the increase in <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value causes a larger degree of anisotropy. On both sides of the sample, the evident destructions in the irregular form were discovered.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Horizontal displacement distribution of samples with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values with <bold>(A)</bold> 20%; <bold>(B)</bold> 40%; <bold>(C)</bold> 90% <italic>VBP</italic> at the destruction stage.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g005.tif"/>
</fig>
<p>The noteworthy region in <xref ref-type="fig" rid="F5">Figure 5</xref> is shown by a blue and red dotted line that delineates the region of which the horizontal displacement more or less than 0.6 times the greatest displacement. Particularly in the sample with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 25&#xa0;mm&#x2013;40&#xa0;mm, the position of the rock blocks is connected to the shape of the noteworthy region. The separation of the soil-rock aggregates has become more obvious as <italic>VBP</italic> increases, and in <xref ref-type="fig" rid="F5">Figures 5B,C</xref>, the area of the noteworthy region has grown significantly. The contact failure within the sample is caused by an increase in both the <italic>VBP</italic> and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values because the contact strength between the rock-rock and rock-soil is significantly lower than that between the soil particles. As a result, the local destruction within the sample usually occurs in the area around the large size rock blocks.</p>
<p>The shear and tension micro-crack are indicated as black and red line segments between particles in <xref ref-type="fig" rid="F6">Figure 6</xref>, which shows the micro-crack distribution of the sample with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values at the destruction stage. The results show that the distributions of the tension and shear micro-crack are comparatively dispersed in the sample with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10&#xa0;mm. The micro-crack gradually spreads parallel to the diagonal from the top or bottom of the sample, and more micro-crack are present as the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases as shown in <xref ref-type="fig" rid="F6">Figure 6A</xref>. In <xref ref-type="fig" rid="F6">Figures 6B,C</xref> the difference in the micro-crack distribution in the samples with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10&#xa0;mm and 40&#xa0;mm is more pronounced. When <italic>VBP</italic> reaches 40%, the micro-cracks in the sample with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10&#xa0;mm were primarily found close to the larger rock blocks, and did not clearly link to one another. The micro-cracks mostly begin in the contact region of the sample with the wall when the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> within the specimen is 40&#xa0;mm. The micro-cracks are more widely spaced out and seem to be clearly connected when <italic>VBP</italic> is 90%. The failure of the rock-rock and rock-soil contact models, as discussed above, is the main cause of the deformation and failure of the sample. The &#x2018;rounding rock effect&#x2019; is well presented as the extension of the micro-crack occurs along the weak soil-rock interface, and the increasing unevenness of the crack as the rock block size increases. The shear and tension micro-cracks can be found around the rock block particles in <xref ref-type="fig" rid="F6">Figure 6C</xref>, which indicates that when the <italic>VBP</italic> is relatively large, the failure modes of the contact model inside the sample appear to less connected to the particle size.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Micro-crack distribution of the sample with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values with <bold>(A)</bold> 20%; <bold>(B)</bold> 40%; <bold>(C)</bold> 90% <italic>VBP</italic> at the destruction stage.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g006.tif"/>
</fig>
<p>The force chain distributions of the S-RM sample with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values and <italic>VBP</italic>s at the peak stress stage are displayed in <xref ref-type="fig" rid="F7">Figure 7</xref>. The wider cyan and red force chains with the higher contact force were identified between the rock-rock with a bigger size, while the blue force chains with low contact force are extensively dispersed between the soil-soil particles. As the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases, there are more strong force chains, which suggests that there is a more evident transformation of the external force between the rock blocks (<xref ref-type="fig" rid="F7">Figure 7A</xref>). The anisotropy in the contact force between the particles results in the local destruction and the decrease of <italic>UCS</italic> value. The difference in the contact force between rock-rock and rock-soil becomes more noticeable as <italic>VBP</italic> increases. In <xref ref-type="fig" rid="F7">Figure 7B</xref>, the red and cyan force chains that have a reasonably strong contact force and are situated close to rock blocks with a relatively big size have been linked together. The rock blocks make contact with one another to form the rock skeleton under the high <italic>VBP</italic> condition, and they play the dominant role in transforming and bearing the external force under this circumstance. Due to the additional external force, the sample is more likely to be destroyed because of the poor strength of the rock-rock and rock-soil contact models.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Force chain distributions of the S-RM sample with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values with <bold>(A)</bold> 20%; <bold>(B)</bold> 90% <italic>VBP</italic> at the peak stress stage.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g007.tif"/>
</fig>
</sec>
<sec id="s5">
<title>A method for determining the strength parameters of soil-rock mixture considering size effect</title>
<p>Researchers have also undertaken quantitative discussions regarding the size effect, and numerous theories have been put out to explain and predict the variance of the mechanical properties as the sample size increases.</p>
<p>B&#x103;zant theory (<xref ref-type="bibr" rid="B3">Ba&#x17e;ant and Oh, 1983</xref>; <xref ref-type="bibr" rid="B4">Ba&#x17e;ant, 1997</xref>) is one of the typical theories that is frequently utilized in the investigation of the quasi-brittle material size effect. <xref ref-type="bibr" rid="B4">Ba&#x17e;ant (1997)</xref> indicates that the size effect was caused by the dissipation of strain energy during the macro crack growth. The unified nominal strength calculation formula function of the characteristics size <italic>D</italic> is shown in <xref ref-type="disp-formula" rid="e5">Eq. 5</xref>.<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>f</italic>
<sub>
<italic>t</italic>
</sub> is the tensile strength of the standard sample; <italic>B</italic> and <italic>D</italic>
<sub>
<italic>0</italic>
</sub> are empirical constants determined by test results.</p>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> displays the <italic>UCS</italic> simulated results and the fitting curves using B&#x103;zant theory. The obvious inaccuracy is identified as the S-RM sample with a VBP range of 60%&#x2013;90% and greater <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values based on the disparities between the simulated and fitted values. According to the simulation results above, the <italic>UCS</italic> value of the sample at <italic>VBP</italic> &#x3d; 40% exhibits a declining trend with respect to the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value, however, it appears that at <italic>VBP</italic> &#x3d; 90% the <italic>UCS</italic> value is less impacted by particle size. The peak stress and stress drop are no longer discernible, and the continuous deformation can be detected once the axial stress exceeds the yield stress, according to the axial stress-strain curves of S-RM with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values as <italic>VBP</italic> &#x3d; 90%. The increases in <italic>VBP</italic> and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> lead to the ductility feature appearance of S-RM, and it is improper to use the size effect theory based on the test results of the quasi-brittle material.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Comparisons between the simulation and calculation based on B&#x103;zant theory.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g008.tif"/>
</fig>
<p>Even though the connections between the sample (or particle) size and mechanical parameters have been discussed by many researchers in recent years, the study about the effect of particle size on the <italic>UCS</italic> value of S-RM is still few. According to the empirical formula of <italic>UCS</italic> with various <italic>VBP</italic>s presented by <xref ref-type="bibr" rid="B16">Kalender et al. (2014)</xref> as <xref ref-type="disp-formula" rid="e2">Eq. 2</xref>, the presence of rock blocks destroys the integrity of the soil matrix, and the occurrence of the weak soil-rock interface increases the failure possibility of the sample, resulting in a decrease in strength. The characteristic parameter <italic>A</italic> is utilized to describe the role in the material strength played by the soil-rock interface, and a larger value of <italic>A</italic> indicates a stronger strength of the interface. The form and roughness of the rock blocks as well as the <italic>UCS</italic> value of the soil matrix all influence the value of characteristic parameter <italic>A</italic>; however, the size effect has not been taken into account so far. Based on the non-linear fitting, the characteristic parameter <italic>A</italic> of the S-RM with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values is derived, and the results suggest that the particle size has an impact on parameter <italic>A</italic> as shown in <xref ref-type="fig" rid="F9">Figure 9A</xref>. Based on the compositions of the test samples mentioned above, the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of the sample in regular-size is generally less than 10&#xa0;mm. In this study, the standard <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of the S-RM sample is set to 10&#xa0;mm, which is named <italic>d</italic>
<sub>
<italic>10</italic>
</sub>. The normalized <italic>A</italic>
<sub>
<italic>m</italic>
</sub> (relative to the <italic>A</italic>
<sub>
<italic>10</italic>
</sub> of the sample with the standard <italic>d</italic>
<sub>
<italic>max</italic>
</sub>) and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value is shown in <xref ref-type="fig" rid="F9">Figure 9B</xref>, and the result shows that when the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value is less than 25&#xa0;mm, the normalized <italic>A</italic>
<sub>
<italic>m</italic>
</sub> remains constant at around 1.5, and the size effect is evident in the sample within the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> range of 25&#xa0;mm&#x2013;40&#xa0;mm. According to <xref ref-type="fig" rid="F4">Figure 4B</xref>, the relative disturbance <italic>UCS</italic> ratio (<italic>&#x3b2;</italic>) of the S-RM samples with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values shows that the <italic>&#x3b2;</italic> values of the samples with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> range of 12.5&#xa0;mm&#x2013;25&#xa0;mm under different <italic>VBP</italic>s appear to be similar and are in a relatively narrow variation range when compared with that of the sample with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> &#x3d; 10&#xa0;mm. However, the <italic>&#x3b2;</italic> value exhibits a distinct connection with the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value when the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value is larger than 25&#xa0;mm. It is suggested that the normalized <italic>A</italic>
<sub>
<italic>m</italic>
</sub> and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value have the following connection.<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mn>1.5</mml:mn>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>10</mml:mn>
<mml:mo>&#x3c;</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>25</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.12</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>7.51</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>10.42</mml:mn>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mn>25</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:mn>40</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>A</italic>
<sub>
<italic>m</italic>
</sub> and <italic>A</italic>
<sub>
<italic>10</italic>
</sub> are characteristic parameters of the sample with a certain <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value and standard <italic>d</italic>
<sub>
<italic>max</italic>
</sub> (<italic>d</italic>
<sub>
<italic>10</italic>
</sub>), and the standard <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value is 10&#xa0;mm in this study.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> Normalized <italic>UCS</italic>; <bold>(B)</bold> characteristic parameter <italic>A</italic> of S-RM with different <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g009.tif"/>
</fig>
<p>The characteristic parameter <italic>A</italic>
<sub>
<italic>10</italic>
</sub> of the sample with the <italic>d</italic>
<sub>
<italic>10</italic>
</sub> can be obtained based on the parameter value table, and the characteristic parameter <italic>A</italic>
<sub>
<italic>m</italic>
</sub> of the sample with a certain <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value can be obtained using <italic>A</italic>
<sub>
<italic>10</italic>
</sub> and <xref ref-type="disp-formula" rid="e6">Eq. 6</xref>. The <italic>UCS</italic> value of S-RM with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value smaller than 40&#xa0;mm under various <italic>VBP</italic> conditions is calculated based on characteristic parameter <italic>A</italic>
<sub>
<italic>m</italic>
</sub> and <italic>UCS</italic> of the soil matrix, and the following prediction formula is suggested.<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>M</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mi>m</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mi>B</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mn>100</mml:mn>
</mml:mfrac>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> displays the comparisons between the predicted and simulated <italic>UCS</italic> values. The fitting functions suggested in this work may be used as a prediction reference for the <italic>UCS</italic> and shear strength of the engineering S-RM material taking the size effect into account since the error between the predicted and simulated values is acceptable.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Comparison of the predicted and simulated <italic>UCS</italic> values.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g010.tif"/>
</fig>
<p>A prediction method to determine the <italic>UCS</italic> value of the S-RM material with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> less than 10&#xa0;mm, which is much smaller than the rock block size of the natural S-RM on the deposit slope, has been described in the existing work. As a result, the particle size range of the mechanical parameters in the prediction method for the shear strength of S-RM involved <italic>UCS</italic> value has not been consistent, of which the corresponding <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of the <italic>UCS</italic> and shear strength value is 10&#xa0;mm and 40&#xa0;mm&#x2013;60&#xa0;mm, respectively. Therefore, the aforementioned discussions above offer an empirical method to determine the <italic>UCS</italic> value of the S-RM material with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> ranging from 10 to 40&#xa0;mm, which can fulfill the majority of the particle size range of the deposit slope of weathered origin. The typical large-scale apparatus used to determine the shear strength of natural S-RM has a maximum allowable <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of less than 40&#xa0;mm. It is now feasible to utilize the same material with the same particle size range for all the experimental data used in the shear strength prediction formula (<xref ref-type="disp-formula" rid="e1">Eq. 1</xref>) due to the expansion of the relevant particle size range. The flow chart for the shear strength prediction of the S-RM with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value smaller than 40&#xa0;mm is shown in <xref ref-type="fig" rid="F11">Figure 11</xref>. Based on the strength envelope, it is possible to determine the shear strength parameters of S-RM with a <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value less than 40&#xa0;mm can be obtained, which serves as a guide for the parameter selection during the assessment of the stability of deposit slope and the design of reinforcement engineering.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Flow chart of the shear strength determination method of S-RM considering size effect.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g011.tif"/>
</fig>
</sec>
<sec id="s6">
<title>Engineering application of the determination method</title>
<p>In this study, a typical deposit slope located in Shiyan City, Hubei Province, is chosen as the engineering application for the shear strength determination method of S-RM to take the size effect into consideration. The study slope is a high fill deposit slope, and the S-RM in the shallow region is made up of reddish brown cohesive soil and strongly weathered maroon argillaceous siltstone rock blocks of different sizes. The size of the rock block in the S-RM material inside the slope ranges from 2&#xa0;mm to 50&#xa0;mm, and occasionally there are even large rock blocks with a particle size of up to 100&#xa0;mm. The internally cohesive structure of the moderately weathered glutenite strata underneath is comparatively complete, and the strength of the moderately weathered layer is significantly higher than that of the shallow strongly weathered region. The results of the <italic>in-situ</italic> sieving test used to determine the particle size distribution of S-RM material are displayed in <xref ref-type="fig" rid="F12">Figure 12</xref>. Given that the particle size of S-RM is 5&#xa0;mm, the fractal dimension clearly displays the multiple fractal characteristic, meaning that the properties of the particle size distribution are very distinct in the region above and below this particle size. Therefore, the soil-rock threshold of the S-RM in this study is chosen at 5&#xa0;mm, and the rock content of S-RM is around 60%.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>
<bold>(A)</bold> Particle grain-size distribution and <bold>(B)</bold> fractal dimension curve of the S-RM material.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g012.tif"/>
</fig>
<p>The shear strength parameters of the S-RM in the shallow region of the deposit slope are obtained using the determination method proposed in this study. The calculation steps are as follows.<list list-type="simple">
<list-item>
<p>(a) The soil matrix sample was collected from the construction site, and the <italic>UCS</italic> value of the soil matrix was determined to be 245&#xa0;kPa based on the laboratory uniaxial compressive test. The friction angle of the rock block with the sub-round form is about 27&#xb0;, and the characteristic parameter <italic>A</italic>
<sub>
<italic>10</italic>
</sub> was selected based on the value selection table proposed by <xref ref-type="bibr" rid="B16">Kalender et al. (2014)</xref> as around 1.2.</p>
</list-item>
<list-item>
<p>(b) The particle size distribution as illustrated in <xref ref-type="fig" rid="F12">Figure 12</xref> indicates that the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of the material is larger than 40&#xa0;mm. However, the rock content of the particle larger than 40&#xa0;mm is fewer than 10%, which is only a small part of the total. The focus of this study was on the particle size range of 10&#xa0;mm&#x2013;40&#xa0;mm, and a 40&#xa0;mm <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value was chosen. The characteristic parameter <italic>A</italic>
<sub>
<italic>m</italic>
</sub> taking into account the size effect can be obtained using <xref ref-type="disp-formula" rid="e6">Eq. 6</xref> as 2.304.</p>
</list-item>
<list-item>
<p>(c) The <italic>UCS</italic> value of S-RM with 60% rock content was obtained using the <italic>UCS</italic> value of soil matrix and characteristic parameter <italic>A</italic>
<sub>
<italic>m</italic>
</sub> as 122.87&#xa0;kPa based on <xref ref-type="disp-formula" rid="e7">Eq. 7</xref>. The resulting test and physical property parameters might be used to calculate the remaining pending parameters in <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>. The cohesion of the S-RM is 72.88&#xa0;kPa and the friction angle is 17.5&#xb0;.</p>
</list-item>
</list>
</p>
<p>The image data of the target slope was captured using multi-rotor UAV equipment. A typical geological profile was selected to build a numerical model of the deposit slope in a two-dimensional plane, as illustrated in <xref ref-type="fig" rid="F13">Figure 13A</xref>. The high-filled deposit slope was assessed for the stability under self-weight. The surface of the slope is assigned as the free boundary for the mechanical analysis of excavation, whereas only vertical displacement is allowed on the left and right boundaries, and the bottom boundary is restrained from movements.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>
<bold>(A)</bold> Numerical model and the <bold>(B)</bold> potential sliding surface of the deposit slope.</p>
</caption>
<graphic xlink:href="fmats-09-1075310-g013.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F13">Figure 13B</xref> shows that potential sliding surface of the deposit slope is mostly found in Zone G and extends to a maximum depth of 20.29&#xa0;m. The safety factor was calculated based on the finite element-limit equilibrium method as 1.988, and no evident plastic zone was observed. According to the Technical code for building slope engineering, when the safety factor is larger than 1.25, the slope can be considered to be in a stable state under normal condition. Because the smallest safety factor in this study meets the stability criteria, the high-filled deposit slope is in a stable state, which is also compatible with the field monitor data. The shear strength determination method taking the size effect into consideration that is proposed in this study is expected to serve as a reference for the values of the mechanical parameters during the deposit slope engineering design and construction process.</p>
</sec>
<sec sec-type="conclusion" id="s7">
<title>Conclusion</title>
<p>In this study, a shear strength determination method was presented while taking into account how size affects the mechanical behaviors of S-RM. The uniformity of the particle size range of the material according to the required test data within the determination technique was attained with careful attention paid to fluctuations in the UCS value of S-RM with varied <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values. The conclusion are summarized as follows.<list list-type="simple">
<list-item>
<p>1. The uniaxial compressive computer simulation tests of the S-RM sample in the same size with various <italic>d</italic>
<sub>
<italic>max</italic>
</sub> values reveal that the <italic>UCS</italic> value exhibits a decreasing trend as the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases, and the influence of the size effect on the S-RM sample in the same size decreases gradually. Based on the simulation results, a appropriated <italic>D</italic>/<italic>d</italic>
<sub>
<italic>max</italic>
</sub> value of 8 was suggested, which indicates that the particle motion inside the sample is not limited by boundaries.</p>
</list-item>
<list-item>
<p>2. The size effect simulation test results show that the <italic>UCS</italic> value decreases as the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases, and the disturbance caused by the rock block on the soil matrix has a connection with <italic>d</italic>
<sub>
<italic>max</italic>
</sub> of <italic>VBP</italic> &#x3d; 20%&#x2013;60%. The contact failure is more likely to occur close to the large-size rock blocks as the particle size increases, leading to rounding rock effect of the damaged surface. The distributions of the particle displacement and micro-crack are proportional to the particle size. As the <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value increases, the rock blocks inside the sample begin to interact with one another and build a rock skeleton than can bear and transform the external force, especially when the <italic>VBP</italic> is high.</p>
</list-item>
<list-item>
<p>3. A modified method to estimate the <italic>UCS</italic> value taking the size effect into account was presented following the quantitative discussions. The relationship between the <italic>A</italic>
<sub>
<italic>m</italic>
</sub> and <italic>d</italic>
<sub>
<italic>max</italic>
</sub> value was proposed after an analysis of the characteristic parameter <italic>A</italic>
<sub>
<italic>m</italic>
</sub> within the formula under different particle size conditions. By comparing the predicted and simulated values, it has been demonstrated that the accuracy of the predicted equation. The shear strength was calculated using the modified <italic>UCS</italic> and shear strength estimation methods and the stability of a typical deposit slope was assessed using the determination method as the engineering application. The study results can be used as a guide for estimating the strength parameters of S-RM and assessing the deposit slope stability as well as for understanding the impact of rock size on the mechanical behaviors of the S-RM under the uniaxial compressive condition.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s8">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s9">
<title>Author contributions</title>
<p>YZ and LZ contributed to the conception of the study; GS proposed the methodology of the study; GS and SQ helped perform the validation of the analysis results; YZ and JC contributed significantly to the original draft preparation; GS and HX contributed to the review and editing of the manuscript. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Authors YZ, SQ, LZ, JC, and HX were employed by the company State Grid Hubei Electric Power Company Limited Economic Research Institute and author GS was employed by the company State Grid Hubei Electric Power Co. Ltd.</p>
<p>The 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="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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