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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Phys.</journal-id>
<journal-title>Frontiers in Physics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Phys.</abbrev-journal-title>
<issn pub-type="epub">2296-424X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">838827</article-id>
<article-id pub-id-type="doi">10.3389/fphy.2022.838827</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Simple Elastoplastic Damage Constitutive Model of Porous Rock Materials</article-title>
<alt-title alt-title-type="left-running-head">Chao et al.</alt-title>
<alt-title alt-title-type="right-running-head">Elastoplastic Damage Constitutive Model</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chao</surname>
<given-names>Chen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<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/1604301/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yajun</surname>
<given-names>Cao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<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/1567518/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yanli</surname>
<given-names>Jin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xuelei</surname>
<given-names>Duan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shifan</surname>
<given-names>Liu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kuan</surname>
<given-names>Zhang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Ministry of Education for Geomechanics and Embankment Engineering</institution>, <institution>Hohai University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education</institution>, <institution>Guangxi University</institution>, <addr-line>Nanning</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Guangxi Key Laboratory of Disaster Prevention and Engineering Safety</institution>, <institution>Guangxi University</institution>, <addr-line>Nanning</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/1382730/overview">Wanqing Shen</ext-link>, Universit&#xe9; de Lille, France</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/393769/overview">Marin I. Marin</ext-link>, Transilvania University of Bra&#x219;ov, Romania</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1444072/overview">Zongliang Du</ext-link>, Dalian University of Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Cao Yajun, <email>caoyajun@hhu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Interdisciplinary Physics, a section of the journal Frontiers in Physics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>838827</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Chao, Yajun, Yanli, Xuelei, Shifan and Kuan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Chao, Yajun, Yanli, Xuelei, Shifan and Kuan</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>Traditional macroscopic phenomenon constitutive model is not easy to describe in the non-linear mechanical properties of porous rock materials, since the effect of porosity does not incorporate into the strength criterion. This paper presents a simple elastoplastic damage constitutive model of porous rock material based on micromechanical theory. To consider the heterogeneities of the studied porous rock, a simplified representative volume element is introduced, and it is assumed that it is made up of randomly distributed spherical pores embedded in a solid matrix obeying Drucker-Prager yield function. Thus, a homogenized plastic criterion considering the effect of porosity is introduced to describe the macroscopic plastic mechanical properties of porous rock materials. In this model, the non-associated flow rule and isotropic strain hardening law are used, and then the degradation of elastic and plastic properties is employed by adopting a damage criterion. This criterion is related to the evolution of equivalent plastic strain. In order to verify the accuracy of the model, the corresponding numerical program was used to realize the micro-macro constitutive model, and the results were compared with the triaxial compression test results of sandstone under different confining pressures. It is observed that the numerical simulation results are in great agreement with the experimental data, indicating that the proposed model is able to predict the main mechanical behavior of porous sandstone.</p>
</abstract>
<kwd-group>
<kwd>elastoplastic damage constitutive model</kwd>
<kwd>porous rock</kwd>
<kwd>non-associate flow rule</kwd>
<kwd>numerical analysis</kwd>
<kwd>damage</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">China Postdoctoral Science Foundation<named-content content-type="fundref-id">10.13039/501100002858</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>As a complex geological material, the rock mass contains various primary microstructures, including pores, cracks, inclusions, etc. The initiation and expansion of microdefects in rock mass reflect the degree of mechanical deterioration [<xref ref-type="bibr" rid="B1">1</xref>]. The deformation of inners pores or voids exhibits a great influence on the effective strength and mechanical behaviors on such materials, which lead to the complex plastic deformation, tension-compression asymmetry [<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>], brittle-ductile transition, and so on. In order to present the non-linear behaviors of porous medium and reflect the effects of the voids on the strength related to its plastic deformation, a numerous of previous investigations [<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>] have been proposed, which are based on the theory of kinematical limit analysis and provides the theoretical determination or numerical assessment of macroscopic yield criteria for porous materials. The present works are first to establish an appropriate effective plastic yield criterion for a porous medium. Then, an analytical effective plastic yield function is obtained by the second homogenization step. Finally, consider the effects of mineral grains to determine the macroscopic plastic behavior of porous materials.</p>
<p>However, most of the above theories do not consider the influence of porosity inside rock on the evolution of damage. Several previous studies have shown that the growth of internal microdefects and the local stress concentration are two main factors, leading to the damage evolution in rocks under the external loading [<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>]. Further, the construction in geotechnical engineering often changes the stress state of rock mass, aggravating the damage evolution around the excavation section [<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>]. Hence, the damage modeling remains an ongoing interest in investigating the mechanical behavior of rock-like materials. On one hand, thanks to the rapid development of various kinds of rock testing techniques, considerable experimental studies have been conducted for understanding the underlying mechanism of damage evolution in rocks [<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>]. On the other hand, the rock damage model research also has remarkable development. So far, many researchers have established numerous rock damage constitutive models based on different theoretical frameworks from various perspectives [<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>].</p>
<p>At the same time, as a natural porous material, rock has many pores at different scales. The development mechanism of plasticity and damage is bound to be related to the development and evolution of porosity. For this purpose, the present study is aiming to develop a micro-mechanics based constitutive model for plastic deformation and damage evolution in sandstone containing two populations of pores and mineral based on the plasticity theory and the irreversible thermodynamic framework [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>]. This work will put effort into developing a simple elastoplastic damage coupled constitutive model of porous rocks considering the effect of porosity and damage degradation.</p>
</sec>
<sec id="s2">
<title>The Elastoplastic Damage Constitutive Model of Sandstone</title>
<p>According to the experimental data of triaxial compression and irreversible thermodynamic theory [<xref ref-type="bibr" rid="B21">21</xref>], a elastoplastic constitutive model describing the damage of sandstone under drainage conditions is established, which can reflect the mechanical behavior of the sandstone with different seepage conditions in the stress field.</p>
<sec id="s2-1">
<title>Porous Media Model</title>
<p>Based on the theory of porous media mechanics, the non-linear mechanical response of sandstone is described by using the plastic yield equation considering porosity. At the same time, the damage evolution criterion was established based on the existing damage theory, and independent damage variables were introduced into the plastic yield function to describe the damage evolution of rock in the process of deformation and failure, so as to determine the coupling relationship between plastic deformation and damage development. This model can simulate both pre-peak strengthening and post-peak softening behaviors at the same time. The physical model of porous media is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>REV physical model of porous media.</p>
</caption>
<graphic xlink:href="fphy-10-838827-g001.tif"/>
</fig>
<p>As is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, the porous media is considered made up of isotropic solid matrix and random pore at microscale. The volumes of solid matrix and of the void are noted as <inline-formula id="inf1">
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</p>
<p>Compared with metal materials, the pressure sensitivity and volumetric deformation are two crucial characteristics of rock materials. In order to consider these aspects, here we assumed that the solid matrix is made up of elastoplastic material subjected to Drucker-Prager yield criterion.<disp-formula id="e2">
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<mml:mi>f</mml:mi>
</mml:math>
</inline-formula> represent the elastic bulk modulus, shear modulus of solid matrix, and porosity, respectively, in which <inline-formula id="inf7">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3ba;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf8">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be derived by the elastic modulus <inline-formula id="inf9">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and Poisson <inline-formula id="inf10">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of solid phase.</p>
<p>Concerning the assumption of material isotropy and damage extension isotropy, the scalar <inline-formula id="inf11">
<mml:math id="m15">
<mml:mi>&#x3c9;</mml:mi>
</mml:math>
</inline-formula> is used to represent the damage variable. Therefore, the effective bulk modulus and shear modulus of damaged rock material can be expressed as:<disp-formula id="e5">
<mml:math id="m16">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>&#x3ba;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3ba;</mml:mi>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>As a result, the macroscopic elastic stress-strain relation of the rock in the incremental form writes [<xref ref-type="bibr" rid="B24">24</xref>]:<disp-formula id="e6">
<mml:math id="m17">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">w</mml:mi>
</mml:msub>
<mml:mo>:</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>P</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">w</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>:</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf12">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes damage stiffness matrix, <inline-formula id="inf13">
<mml:math id="m19">
<mml:mi mathvariant="bold-italic">D</mml:mi>
</mml:math>
</inline-formula> and <inline-formula id="inf14">
<mml:math id="m20">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>P</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> represent total strain increment and plastic strain increment, respectively. <inline-formula id="inf15">
<mml:math id="m21">
<mml:mi>&#x3b5;</mml:mi>
</mml:math>
</inline-formula> and <inline-formula id="inf16">
<mml:math id="m22">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are the total strain and plastic strain. The total elastic strain tensor is given by <inline-formula id="inf17">
<mml:math id="m23">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>e</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3b5;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
<sec id="s2-2">
<title>Plastic Model</title>
<p>In general, the M-C yield criterion and D-P yield criterion are used for the yield function. Based on the above experimental results of triaxial compression, the yield surfaces of sandstone under seepage conditions are close to non-linear characteristic of elliptical surface, thus the typical porous plastic criterion proposed by Ref. [<xref ref-type="bibr" rid="B25">25</xref>] is used to describe the mechanical response of sandstone in the study. The plastic yield surface equation is defined as:<disp-formula id="e7">
<mml:math id="m24">
<mml:mrow>
<mml:mtext>&#x3a6;</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msubsup>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>h</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <inline-formula id="inf18">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the generalized shear stress and mean stress of rock on macro scale respectively.<disp-formula id="e8">
<mml:math id="m26">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>:</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mtd>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mrow>
<mml:mn>11</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mrow>
<mml:mn>22</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mrow>
<mml:mn>33</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>
<italic>T</italic> is the plastic hardening function, which reflects the pre-peak strengthening and post-peak softening behavior of sandstone [<xref ref-type="bibr" rid="B26">26</xref>]. Based on the thermodynamic framework and the work of [<xref ref-type="bibr" rid="B27">27</xref>], the plastic thermodynamic potential of sandstone <inline-formula id="inf19">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>&#x393;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be obtained as:<disp-formula id="e9">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>&#x393;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>Thus the expression of hardening function <italic>T</italic> is derived as:<disp-formula id="e10">
<mml:math id="m29">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>T</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>where <inline-formula id="inf20">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf21">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are two parameters related to the position of the initial plastic yield surface and the final plastic yield surface for the rock. <italic>b</italic>
<sub>1</sub> represents the controlling parameter of hardening rate for the rock. The influencing factors of the hardening function include plastic shear strain <inline-formula id="inf22">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of solid matrix and damage variables <inline-formula id="inf23">
<mml:math id="m33">
<mml:mi>&#x3c9;</mml:mi>
</mml:math>
</inline-formula>, indicating that hardening function <italic>T</italic> increases with increasing plastic shear strain <inline-formula id="inf24">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, but decreases with the increasing damage variable <inline-formula id="inf25">
<mml:math id="m35">
<mml:mi>&#x3c9;</mml:mi>
</mml:math>
</inline-formula>, indicating the characteristics of increased plastic deformation and post-peak softening for the rock.</p>
<p>In addition, the non-associated plastic potential function <inline-formula id="inf26">
<mml:math id="m36">
<mml:mi>G</mml:mi>
</mml:math>
</inline-formula> is used to describe the characteristics of rock from compression to expansion, which is defined as follows [<xref ref-type="bibr" rid="B25">25</xref>]:<disp-formula id="e11">
<mml:math id="m37">
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>&#x3a3;</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x3a3;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>T</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msubsup>
<mml:mtext>&#x3a3;</mml:mtext>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mtext>&#x3a3;</mml:mtext>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>where <italic>t</italic> is plastic hardening function related to damage variable and plastic shear strain of rock and can be given by:<disp-formula id="e12">
<mml:math id="m38">
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <inline-formula id="inf27">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf28">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are two parameters related to the position of the initial plastic potential function and the final plastic potential function for the rock. <italic>b</italic>
<sub>2</sub> represents the controlling parameter of hardening rate for the rock. In addition, the plastic strain rate of sandstone <inline-formula id="inf29">
<mml:math id="m41">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is calculated based on the non-associated flow rule as follows:<disp-formula id="e13">
<mml:math id="m42">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:msubsup>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>where <inline-formula id="inf30">
<mml:math id="m43">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3bb;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the plastic multiplier, and it is used to verify the following loading-unloading condition:<disp-formula id="e14">
<mml:math id="m44">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>i</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>o</mml:mi>
<mml:mi>r</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>i</mml:mi>
<mml:mi>f</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x2265;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>i</mml:mi>
<mml:mi>f</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>d</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Assuming that the change of pore volume on the microscopic scale only depends on pore plastic compression and expansion, and ignore the influence of new pore nucleation, according to function <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>, we can get that:<disp-formula id="e15">
<mml:math id="m45">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>Where <inline-formula id="inf31">
<mml:math id="m46">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mrow>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
</mml:mfrac>
</mml:math>
</inline-formula> is the mean macroscopic volumetric strain rate <inline-formula id="inf32">
<mml:math id="m47">
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf33">
<mml:math id="m48">
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a9;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:math>
</inline-formula> is the volume strain rate of solid matrix <inline-formula id="inf34">
<mml:math id="m49">
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. Based on the assumption that solid matrix obeying Drucker-Prager yield function and non-associated flow rule, the potential is given by <inline-formula id="inf35">
<mml:math id="m50">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>t</mml:mi>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, thus the mesoscopic strain rate can be written as follows:<disp-formula id="e16">
<mml:math id="m51">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>&#x39b;</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold-italic">&#x3d5;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>&#x39b;</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="normal">&#x39b;</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>where <inline-formula id="inf36">
<mml:math id="m52">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the deviatoric strain rate tensor with <inline-formula id="inf37">
<mml:math id="m53">
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf38">
<mml:math id="m54">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x39b;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the plastic multiplier of the solid matrix. Therefore, the equivalent plastic strain rate <inline-formula id="inf39">
<mml:math id="m55">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> can be calculated as:<disp-formula id="e17">
<mml:math id="m56">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>:</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:msqrt>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>&#x39b;</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>
</p>
<p>According to the energy-based equivalence condition provided by Ref. [<xref ref-type="bibr" rid="B28">28</xref>], the following relation between plastic strain rate of porous medium material and equivalent plastic strain rate of solid matrix can be derived as presented in [<xref ref-type="bibr" rid="B29">29</xref>]:<disp-formula id="e18">
<mml:math id="m57">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>:</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>With the relations (<xref ref-type="disp-formula" rid="e16">Eqs 16</xref>, <xref ref-type="disp-formula" rid="e17">17</xref>) and <inline-formula id="inf40">
<mml:math id="m58">
<mml:mrow>
<mml:mi mathvariant="italic">tre&#x3d;t</mml:mi>
<mml:msup>
<mml:mi mathvariant="italic">&#x3b3;</mml:mi>
<mml:mi mathvariant="italic">p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> in hand, the variation of porosity in <xref ref-type="disp-formula" rid="e15">Eq. 15</xref> can be expressed as:<disp-formula id="e19">
<mml:math id="m59">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:msup>
<mml:mi mathvariant="bold-italic">D</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>t</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
</p>
</sec>
<sec id="s2-3">
<title>Damage Evolution Criterion</title>
<p>In accordance with the thermodynamic theory, the effect of the damage driving force related to the free energy release rate in the elastic stage on the damage of rock change its internal structure. The internal cracks of the sandstone specimen are mostly closed based on conventional triaxial compression. Therefore, the damage of the sandstone is primarily caused by plastic shear, while the damage caused by the elastic deformation is very small. According to the previous study [<xref ref-type="bibr" rid="B21">21</xref>] and ignoring the effect of elasticity, the damage driving force <inline-formula id="inf41">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be obtained as follows:<disp-formula id="e20">
<mml:math id="m61">
<mml:mrow>
<mml:msubsup>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
</p>
<p>In addition, the damage evolution criterion of the rock is introduced by the Mazars&#x2019; research [<xref ref-type="bibr" rid="B30">30</xref>], and the damage evolution function <inline-formula id="inf42">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be defined as:<disp-formula id="e21">
<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x2264;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>where <inline-formula id="inf43">
<mml:math id="m64">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the maximum threshold of damage variable and <italic>B</italic>
<sub>
<italic>d</italic>
</sub> is a parameter related to the rate of damage evolution.</p>
</sec>
<sec id="s2-4">
<title>Plastic Damage Constitutive Relations</title>
<p>The plastic flow and damage evolution of sandstone are coupled processes under loading conditions [<xref ref-type="bibr" rid="B27">27</xref>]. To reflect the effect of pore water pressure on mechanical behavior of rock, the plasticity multiplier <inline-formula id="inf44">
<mml:math id="m65">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and damage multiplier <inline-formula id="inf45">
<mml:math id="m66">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> can be determined by coupling plastic flow and damage evolution, which can obtain the consistency conditions of plastic deformation and damage variable for rock material as follows:<disp-formula id="e22">
<mml:math id="m67">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>:</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="normal">&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(22)</label>
</disp-formula>
</p>
<p>In addition, based on the plastic flow rule, the increment of plastic deformation and damage variable are defined as:<disp-formula id="e23">
<mml:math id="m68">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>&#x3c9;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(23)</label>
</disp-formula>
</p>
<p>According to <xref ref-type="disp-formula" rid="e6">Eqs. 6</xref>, <xref ref-type="disp-formula" rid="e7">7</xref>, <xref ref-type="disp-formula" rid="e10">10</xref>&#x2013;<xref ref-type="disp-formula" rid="e13">13</xref>, <xref ref-type="disp-formula" rid="e18">18</xref>&#x2013;<xref ref-type="disp-formula" rid="e21">21</xref>, the plastic multiplier and the damage evolution multiplier are obtained:<disp-formula id="e24">
<mml:math id="m69">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mi>&#x3a3;</mml:mi>
<mml:mo>:</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>:</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>:</mml:mo>
<mml:mi>D</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>:</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>:</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mi>B</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mi>B</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>:</mml:mo>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>e</mml:mi>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(24)</label>
</disp-formula>
</p>
<p>The parameter <italic>A</italic> and <italic>B</italic> is written as follows:<disp-formula id="e25">
<mml:math id="m70">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold">&#x3a3;</mml:mi>
<mml:mo>:</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>G</mml:mi>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>&#x3a3;</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>h</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3a3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(25)</label>
</disp-formula>
</p>
</sec>
</sec>
<sec id="s3">
<title>Model Verification and Numerical Simulation</title>
<p>In this model, we divided the whole loading process into a limit number of steps. It is assumed that the parameters of the <italic>k</italic>-1 step loading variables including <inline-formula id="inf46">
<mml:math id="m71">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf47">
<mml:math id="m72">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf48">
<mml:math id="m73">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf49">
<mml:math id="m74">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf50">
<mml:math id="m75">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf51">
<mml:math id="m76">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf52">
<mml:math id="m77">
<mml:mrow>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are known, and the parameters of the <italic>k</italic> step loading variables including <inline-formula id="inf53">
<mml:math id="m78">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf54">
<mml:math id="m79">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf55">
<mml:math id="m80">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>k</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf56">
<mml:math id="m81">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf57">
<mml:math id="m82">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf58">
<mml:math id="m83">
<mml:mrow>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are calculated according to the displacement loading method. The flowchart of this algorithm is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The flowchart of algorithm.</p>
</caption>
<graphic xlink:href="fphy-10-838827-g002.tif"/>
</fig>
<p>The detailed process of calculation can be divided into the following steps:<list list-type="simple">
<list-item>
<p>(1) Suppose <inline-formula id="inf59">
<mml:math id="m84">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf60">
<mml:math id="m85">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>; perform elastic prediction <inline-formula id="inf61">
<mml:math id="m86">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula id="inf62">
<mml:math id="m87">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the damage stiffness matrix.</p>
</list-item>
<list-item>
<p>(2) If <inline-formula id="inf63">
<mml:math id="m88">
<mml:mrow>
<mml:mi>&#x3a6;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, namely, the stress is outside the yield surface, which should be amend. According to <xref ref-type="disp-formula" rid="e24">Eq. 24</xref>, the plastic multiplier <inline-formula id="inf64">
<mml:math id="m89">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msub>
<mml:mi>&#x3bb;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is calculated, then <inline-formula id="inf65">
<mml:math id="m90">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is updated; otherwise, <inline-formula id="inf66">
<mml:math id="m91">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf67">
<mml:math id="m92">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are directly updated.</p>
</list-item>
<list-item>
<p>(3) Based on the updated <inline-formula id="inf68">
<mml:math id="m93">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <xref ref-type="disp-formula" rid="e20">Eq. 20</xref>, the damage driving force <inline-formula id="inf69">
<mml:math id="m94">
<mml:mrow>
<mml:msubsup>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is calculated, then brought into <xref ref-type="disp-formula" rid="e21">Eq. 21</xref> for damage judgment. If <inline-formula id="inf70">
<mml:math id="m95">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>Y</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>k</mml:mi>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3e;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf71">
<mml:math id="m96">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is calculated according to <xref ref-type="disp-formula" rid="e23">Eq. 23</xref>, then the damage variable <inline-formula id="inf72">
<mml:math id="m97">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is updated, otherwise, <inline-formula id="inf73">
<mml:math id="m98">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</list-item>
<list-item>
<p>(4) Damage stiffness matrix <inline-formula id="inf74">
<mml:math id="m99">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is updated based on <inline-formula id="inf75">
<mml:math id="m100">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. In addition, the updated variables are brought into thermodynamic potential to obtain the stress <inline-formula id="inf76">
<mml:math id="m101">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</list-item>
<list-item>
<p>(5) If <inline-formula id="inf77">
<mml:math id="m102">
<mml:mrow>
<mml:mi>&#x3a6;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2264;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, namely, the stress tensor is in the plastic yield plane after plastic damage was corrected. Get the parameters of the <italic>k</italic> step loading variables, including <inline-formula id="inf78">
<mml:math id="m103">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf79">
<mml:math id="m104">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf80">
<mml:math id="m105">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>k</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf81">
<mml:math id="m106">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf82">
<mml:math id="m107">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf83">
<mml:math id="m108">
<mml:mrow>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. Otherwise, go to <xref ref-type="disp-formula" rid="e2">Eqs. 2</xref>&#x2013;<xref ref-type="disp-formula" rid="e4">4</xref> until the new stress is within the plastic yield plane.</p>
</list-item>
</list>
</p>
<p>First, according to the previous studies [<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B29">29</xref>], basic parameters of the sandstone, such as the elastic modulus <inline-formula id="inf84">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, Poisson&#x2019;s ratio <inline-formula id="inf85">
<mml:math id="m110">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of solid matrix can be determined by the conventional triaxial test based on inverse calculation of <xref ref-type="disp-formula" rid="e4">Eq. 4</xref>. Porosity parameters <inline-formula id="inf86">
<mml:math id="m111">
<mml:mi>f</mml:mi>
</mml:math>
</inline-formula> can be determined by saturation test. In addition, the plastic parameters <inline-formula id="inf87">
<mml:math id="m112">
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf88">
<mml:math id="m113">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be calculated by the least square method and the initial plastic yield surface, respectively. The initial yield surface and plastic failure surface are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The evolution law of plastic deformation <inline-formula id="inf89">
<mml:math id="m114">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>p</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> can be obtained through loading and unloading tests, and then <xref ref-type="disp-formula" rid="e7">Eqs. 7</xref>, <xref ref-type="disp-formula" rid="e11">11</xref> are fitted to determine parameters <inline-formula id="inf90">
<mml:math id="m115">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf91">
<mml:math id="m116">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> respectively. The damage variable threshold <inline-formula id="inf92">
<mml:math id="m117">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and the control parameter <inline-formula id="inf93">
<mml:math id="m118">
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be obtained by experimental data and the inversion of <xref ref-type="disp-formula" rid="e20">Eq. 20</xref>, respectively. In this paper, the experimental mechanical parameters used in the numerical simulation are listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The initial yield surface and plastic failure surface.</p>
</caption>
<graphic xlink:href="fphy-10-838827-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Parameters of the fitted model.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">
<inline-formula id="inf94">
<mml:math id="m119">
<mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf95">
<mml:math id="m120">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bd;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf96">
<mml:math id="m121">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf97">
<mml:math id="m122">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf98">
<mml:math id="m123">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf99">
<mml:math id="m124">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf100">
<mml:math id="m125">
<mml:mrow>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf101">
<mml:math id="m126">
<mml:mrow>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf102">
<mml:math id="m127">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf103">
<mml:math id="m128">
<mml:mrow>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf104">
<mml:math id="m129">
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf105">
<mml:math id="m130">
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">22.5</td>
<td align="char" char=".">0.35</td>
<td align="char" char=".">0.54</td>
<td align="char" char=".">1.2</td>
<td align="char" char=".">0.0001</td>
<td align="char" char=".">0.5</td>
<td align="char" char=".">1.0</td>
<td align="char" char=".">0.00005</td>
<td align="char" char=".">0.17</td>
<td align="char" char=".">60</td>
<td align="char" char=".">0.5</td>
<td align="char" char=".">70</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the experimental stress-strain curves of sandstone and the corresponding numerical results. As can be seen from <xref ref-type="fig" rid="F4">Figure 4</xref>, it is obvious that the experimental data and numerical results are very close before the peak stress, which shows that the non-linear transition from brittleness to plasticity for the sandstone can be well fitted with increasing the strain.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparison of stress-strain curves between numerical results and experimental data under triaxial compression test. <bold>(A)</bold> Confining pressure of 5&#xa0;MPa. <bold>(B)</bold> Confining pressure of 10&#xa0;MPa.</p>
</caption>
<graphic xlink:href="fphy-10-838827-g004.tif"/>
</fig>
<p>In order to further verify the rationality of the damage evolution model, a comparative analysis was made between the damage evolution value and the test results under the condition of 10&#xa0;MPa confining pressure (<xref ref-type="fig" rid="F5">Figure 5</xref>), in which the damage evolution test data were calculated by the acoustic emission method. As shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, damage development is very limited in the initial loading stage. With the increase of deviational stress, mechanical damage gradually develops and eventually leads to rock failure.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Comparison of damage evolution curve between numerical results and experimental data.</p>
</caption>
<graphic xlink:href="fphy-10-838827-g005.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In this paper, an elastoplastic damage constitutive model for sandstone considering the influence of rock pores is constructed based on the previous research results and the knowledge framework of irreversible thermodynamics. In this proposed model, the plastic flow and damage evolution of sandstone are coupled and combine with non-associative plastic potential function to capture its elastoplastic behaviors.</p>
<p>In order to verify its prediction ability of porous rocks damage evolution, the numerical simulations of this model have been plotted and compared with experimental data of triaxial compression tests on sandstone. A good agreement between the numerical and experimental results has been observed, indicating that the proposed model is able to describe the main features of porous sandstone.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>CC: Conceptualization, Methodology, Software, Investigation, Formal Analysis, Writing&#x2014;Original Draft; CY: Conceptualization, Resources, Supervision, Writing&#x2014;Review and Editing.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by National Natural Science Foundation of China (No. 12102129), open fund of Guangxi Key Laboratory of Disaster Prevention and Engineering Safety (No. 2020ZDK009), the Fundamental Research Funds for the Central Universities (No. B220202014), China Postdoctoral Science Foundation (No. 2021M690047) and the Program to Cultivate Middle-aged and Young Science Leaders of Colleges and Universities of Jiangsu Province, China.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<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="s9">
<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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