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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1395372</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1395372</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Permeability evolution of fractured coal subject to confining stress and true triaxial stress loading: experiment and mathematical model</article-title>
<alt-title alt-title-type="left-running-head">Huang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1395372">10.3389/feart.2024.1395372</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Xiaobo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Yiyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xia</surname>
<given-names>Binwei</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2672383/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Yafei</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Coal Mine Disaster Dynamics and Control</institution>, <institution>Chongqing University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Resources and Safety Engineering</institution>, <institution>Chongqing University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Work Safety Key Lab on Prevention and Control of Gas and Roof Disasters for Southern Coal Mines</institution>, <institution>Hunan University of Science and Technology</institution>, <addr-line>Xiangtan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution> School of Resource, Environment and Safety Engineering</institution>, <institution>Hunan University of Science and Technology</institution>, <addr-line>Xiangtan</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/2006223/overview">Qingchao Li</ext-link>, Henan Polytechnic 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/2675033/overview">Lei Han</ext-link>, Henan Polytechnic University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2675036/overview">Zhigang Du</ext-link>, Luoyang Institute of Science and Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Binwei Xia, <email>xbwei33@cqu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1395372</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Huang, Lu, Xia and Luo.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Huang, Lu, Xia and Luo</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 accurate elucidation and prediction of coal permeability evolution under stress loading conditions are crucial for coalbed methane production. In this study, flow experiments were conducted on six cylindrical coal samples and four cubic coal samples under both confining and true triaxial stress loading conditions, respectively. The structure and characteristic parameters of the fractures inside each coal sample were obtained using the computed tomography scanning system and image processing technologies. The coal permeability under both types of loading processes was calculated through the transient pulse method. A mathematical model was developed to assess the evolution of coal permeability under true triaxial loading based on the current true triaxial permeability model and fractal theory. The results revealed that during the confining pressure loading, the coal permeability decreased exponentially with effective stress and was effectively described using the SD model. Additionally, the coal permeability initially rapidly decreased, followed by a gradual decrease, and eventually stabilized at a constant value. Particularly, during the first three loading steps, the fracture aperture and corresponding permeability of the six cylindrical coal samples decreased by &#x223c;51.79%&#x2013;57.83% and &#x223c;38.06%&#x2013;42.12%, respectively. However, during the final three loading steps, the fracture aperture and corresponding permeability of the six coal samples decreased by &#x223c;18.26%&#x2013;23.08% and &#x223c;22.15%&#x2013;26.93%, respectively. Moreover, owing to the various crossing angles of complex fracture networks with each principal stress, the effect of each principal stress on the coal permeability evolution was highly anisotropic during triaxial stress loading. Particularly, the permeability of the ST1 sample decreased by 43.08%, 14.84%, and 42.08% during the loading of each principal stress. Similarly, the permeability of the ST2 sample decreased by &#x223c;65.74%, 14.29%, and 19.97%. The permeability reductions for the ST3 sample were &#x223c;34.03%, 55.85%, and 10.12%, while those for the ST4 sample were &#x223c;35.97%, 46.51%, and 17.52%. The SD model failed to describe these anisotropic effects. Compared with the SD model, the improved model, based on the current true triaxial permeability model and fractal theory, effectively described the anisotropic effect of each principal stress on the permeability of coal samples with complex fracture networks under triaxial stress conditions.</p>
</abstract>
<kwd-group>
<kwd>coal</kwd>
<kwd>permeability</kwd>
<kwd>true triaxial stress</kwd>
<kwd>fracture</kwd>
<kwd>fractal theory</kwd>
</kwd-group>
<contract-num rid="cn001">U19B2009 51974042</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Georeservoirs</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In recent years, coalbed methane (CBM), a clean energy source, has gained significant global attention (<xref ref-type="bibr" rid="B34">Wu et al., 2017</xref>; <xref ref-type="bibr" rid="B44">Zhou et al., 2021</xref>; <xref ref-type="bibr" rid="B12">Li et al., 2022</xref>). The development of CBM can effectively alleviate energy crises and improve mining conditions. The accurate elucidation and prediction of coal permeability evolutions during the extraction process are crucial for determining CBM production rates, optimizing extraction methods, and mitigating environmental impacts associated with CBM production.</p>
<p>Compared with conventional gas reservoirs, coal typically exhibits dual-porosity characteristics with complex and heterogeneous pores and fractures. These features contribute to the significantly more complex geomechanical responses observed in CBM reservoirs (<xref ref-type="bibr" rid="B30">Thararoop et al., 2012</xref>; <xref ref-type="bibr" rid="B3">Chen et al., 2014</xref>). In the dual-porosity structure of coal, the pores mainly serve as storage media and have a weak capacity for flow. The flow and exchange of methane mainly occur within the fracture network of coal, making it the primary determinant of coal permeability. Additionally, the fracture structure of coal is prone to alteration under stress, leading to stress-sensitive permeability of coal (<xref ref-type="bibr" rid="B32">Wang, et al., 2022</xref>; <xref ref-type="bibr" rid="B14">Li et al., 2023</xref>; <xref ref-type="bibr" rid="B15">2024</xref>). Therefore, elucidating and predicting the evolution of coal permeability under stress is crucial for the efficient extraction of CBM (<xref ref-type="bibr" rid="B37">Xu et al., 2016</xref>; <xref ref-type="bibr" rid="B6">Du et al., 2022</xref>).</p>
<p>Numerous researchers have conducted various experimental and theoretical studies to explore the evolution of coal permeability under stress. For example, <xref ref-type="bibr" rid="B21">Meng et al. (2015)</xref> conducted experiments to measure the porosity and permeability of anthracite coal under different confining stresses and investigate the correlations between porosity, permeability, and effective stress. The results revealed that both the porosity and permeability of the coal decreased exponentially with increasing effective stress. Additionally, <xref ref-type="bibr" rid="B38">Xue et al. (2017)</xref> conducted a series of gas-permeability tests to investigate the evolution of coal permeability under different loading and unloading confining stress paths. The results indicated that coal permeability decreased with increasing confining stress, and the reduction rate was higher for coal samples with higher initial permeability. Moreover, with increasing axial strain, the coal permeability first decreased and then rapidly increased. Furthermore, <xref ref-type="bibr" rid="B29">Shi et al. (2018)</xref> conducted flow experiments on coal samples under both constant confining stress and effective stress conditions, respectively. Additionally, a mathematical model was developed to describe the observed permeability evolution of coal under stress loading. The results revealed that permeability in both constant confining and constant effective stress tests was primarily determined by the fracture structure. Moreover, <xref ref-type="bibr" rid="B2">Chao et al. (2019)</xref> investigated the permeability evolution of coal fracture under different axial stress conditions, temperature, moisture content, and pore stresses using a self-designed experimental device. The results revealed that both permeability and porosity are negative exponential functions of axial stress. <xref ref-type="bibr" rid="B33">Wang et al. (2019)</xref> conducted permeability measurement tests for coal samples under varying confining stress, axial stress, and gas stress conditions to examine the effect of cleat and bedding structures on coal permeability. The results revealed that the presence of cleat and bedding structures within the coal samples led to anisotropic permeability. <xref ref-type="bibr" rid="B5">Du et al. (2021)</xref> performed laboratory experiments to investigate the evolution of porosity&#x2013;permeability in confined coal during the relief of axial and confining stresses. The results indicated that the application and removal of stress significantly affected the inter-particle stress, porosity, and permeability of confined coal. <xref ref-type="bibr" rid="B39">Yang et al. (2021)</xref> experimentally investigated the permeability and damage characteristics of raw coal under tiered cyclic loading and unloading confining stresses. The results revealed that the coal permeability decreased with increasing confining stress and numbers of loading and unloading cycles. <xref ref-type="bibr" rid="B42">Zhao et al. (2021)</xref> used laboratory experiments and numerical modeling to examine the evolution of coal permeability under different confining stress and gas stress. The results indicated that the coal permeability decreased with increasing gas stress, while the effective stress remained constant. <xref ref-type="bibr" rid="B11">Li et al. (2021)</xref> conducted gas seepage experiments under triaxial loading to investigate the combined effects of confining and axial stresses, moisture content, and gas stress on the evolution of coal permeability. The results revealed that the effect of confining stress on the permeability of gas-containing coal samples was more significant compared with axial stress. <xref ref-type="bibr" rid="B36">Xiao et al. (2021)</xref> developed a modified permeability model and conducted permeability tests under different confining stresses to systematically evaluate the anisotropic evolution of the stress sensitivity for permeability. The results revealed that the natural fracture system of coal exhibited complex heterogeneity, leading to varying compressibility of the fractures in various directions and significant anisotropic permeability.</p>
<p>These studies have focused on investigating the evolution of the pore-fracture structure and the associated flow and mechanical behavior of coal under confining stress loading. Although these studies have provided valuable insights into enhancing the efficient and sustainable extraction of CBM, they have not addressed the complex geological conditions in underground coal mines. The data from coal production and laboratory experiments indicated that the underground coal was subjected to <italic>in situ</italic> true triaxial stress conditions, which significantly influenced the behavior and properties of flow and mechanics in coal (<xref ref-type="bibr" rid="B4">Chen et al., 2018</xref>; <xref ref-type="bibr" rid="B19">Liu et al., 2019a</xref>). However, to date, reports on the permeability evolution of coal rock under true triaxial stress loading are relatively few. Relevant research has mainly focused on experimental measurements, and theoretical mathematic models for describing permeability evolution are also rare. For example, <xref ref-type="bibr" rid="B18">Liu et al. (2018)</xref> conducted a series of permeability measurements on cubic coal samples with anisotropic flow channels under true triaxial stress loading and investigated the permeability evolution during the loading. The results revealed that anisotropic permeability data measured under true triaxial loading were well represented by an exponential equation containing different mean cleat compressibility and stress terms. <xref ref-type="bibr" rid="B20">Liu et al. (2019b)</xref> investigated the directional permeability evolution of intact and fractured coal during triaxial and true triaxial loading under both dry and water-saturated conditions. The results indicated that the fractured coal exhibited significantly higher permeability anisotropy than the unfractured coal, and permeability reduction was more significant in the direction perpendicular to the maximum principal stress. Therefore, further research is still required to investigate the effect of stress on the flow behavior of fluids during true triaxial loading and associated underlying mechanisms.</p>
<p>In this study, flow experiments were conducted on six cylindrical coal samples with single fractures and four cubic coal samples with complex fracture networks under both confining stress and true triaxial stress loading conditions, respectively. The interior fracture structure of the coal samples was detected using the CT scanning system. Regarding the collected CT images, the characteristic parameters of fracture were obtained through image processing and analysis technology. Moreover, the evolution of coal permeability under the two types of loading processes was calculated through the transient pulse method. Additionally, a mathematical model was developed based on fractal theory to assess the evolution of coal permeability under true triaxial stress loading. Finally, the accuracy and applicability of the developed mathematical model were confirmed through comparison with the experimental results and an SD model.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>Flow experiments were conducted on six cylindrical coal samples with single fractures and four cubic coal samples with complex fracture networks under both confining and true triaxial stress loading conditions, respectively. These samples were obtained from the Xichenzhuang coal mine in Jincheng City, Shanxi Province, China. The results of the industrial analysis for the coal samples are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The mineralogical compositions of the coal sample were detected via X-ray diffraction (D8 Advance, State Key Laboratory of Coal Mine Disaster Dynamics and Control, Chongqing University). The results revealed that the selected coal samples mainly consisted of 64.96% kaolinite, 16.22% illite, 9.11% quartz, 5.71% dolomite, and 4% pyrite and calcite. Additionally, the selected coal sample exhibited a density of 1.31 g/cm<sup>3</sup>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The results of industrial analysis for the given samples.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Moisture (%)</th>
<th align="center">Ash (%)</th>
<th align="center">Volatile (%)</th>
<th align="center">Fixed carbon (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">2.16</td>
<td align="center">8.39</td>
<td align="center">8.39</td>
<td align="center">81.42</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>All cylindrical coal samples were cut from a single coal block without macro fractures and had a volume of &#x3c0; &#xd7; 25 &#xd7; 25 &#xd7; 50 mm<sup>3</sup>. Moreover, all cubic coal samples were cut from the same coal block and had a volume of 50 &#xd7; 50 &#xd7; 100 mm<sup>3</sup> (<xref ref-type="fig" rid="F1">Figure 1</xref>). The Brazilian split method was used to generate single fractures in all cylindrical coal samples. The surfaces of all samples were carefully polished to minimize the surface roughness (&#x3c;0.01 mm), which helps to reduce the end effects. Furthermore, all samples were dried for 24 h at 78&#xb0;C to prevent any residual liquid from influencing the flow experiments.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The selected cylindrical and cubic coal samples, in which the single fracture in all cylindrical coal samples is generated by the Brazilian split method.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Experimental apparatus and procedures</title>
<p>The flow experiments were conducted using the experimental system (RTX-3000, GCTS Company, the USA) for high-temperature and high-stress rock mechanics under both confining and true triaxial stress loading conditions (<xref ref-type="fig" rid="F2">Figure 2</xref>). The system was mainly used to assess the mechanical properties and flow characteristics of rock, concrete, and coal under complex stress conditions. The testing system exhibited a maximum axial stress capacity of 3000 kN, a maximum horizontal stress capacity of 200 MPa, a maximum confining stress capacity of 200 MPa, a maximum pore fluid pressure of 200 MPa, and a maximum temperature of 200&#xb0;C. Further details about the experimental apparatus are available in other sources (<xref ref-type="bibr" rid="B26">Peng et al., 2019</xref>; <xref ref-type="bibr" rid="B25">2020</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>RTX-3000 experimental system of high-temperature and high-stress rock mechanics. Note that the yellow, red, and blue arrows represent the loading directions of the three principal stresses of &#x3c3;<sub>1</sub>, &#x3c3;<sub>2</sub>, and &#x3c3;<sub>3</sub> during the true triaxial flow experiments.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g002.tif"/>
</fig>
<p>Before the flow test, the surfaces of both cubic and cylindrical coal samples were uniformly coated with silicone rubber and then wrapped with heat shrink tubing. Subsequently, the coal sample was installed into the loading cell, and the silicone oil was injected into the loading cell. Afterward, the initial stress condition was sequentially loaded onto the coal samples. For flow experiments conducted under true triaxial stress loading, the initial values for the three principal stresses (&#x3c3;<sub>1</sub>, &#x3c3;<sub>2</sub>, and &#x3c3;<sub>3</sub>) and confining stress (&#x3c3;<sub>c</sub>) were set at 9, 6, 8, and 4 MPa, respectively. For flow experiments conducted under confining stress loading, the initial confining stress (&#x3c3;<sub>c</sub>) was set at 1.5 MPa. Finally, the flow experiments conducted under different stress conditions were conducted, and the loading paths of confining stress and true triaxial stress are shown in <xref ref-type="fig" rid="F3">Figures 3A, B</xref>, respectively. During all flow experiments, the pore pressure was carefully maintained at a level lower than the confining stress to prevent the leakage of N<sub>2</sub> from the contact area between the coal sample and heat shrink tubing.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Stress loading path. <bold>(A)</bold> The loading path for confining stress, <bold>(B)</bold> the loading path for true triaxial stress.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g003.tif"/>
</fig>
<p>The detailed experimental steps for confining stress loading are as follows: 1) N<sub>2</sub> was injected into the coal sample until the pressure at both the inlet and outlet of the experimental setup reached 1 MPa. 2) The outlet valve was opened to reduce the pressure at the outlet to 0 MPa. Subsequently, the outlet valve was closed to allow N<sub>2</sub> flow through the coal sample, and the change in the pressure difference between the inlet and outlet of the apparatus was recorded under the initial stress condition. 3) The confining stress was increased (<xref ref-type="fig" rid="F3">Figure 3A</xref>), and steps a) and b) were repeated to record the change in pressure difference between the inlet and outlet under different stress conditions.</p>
<p>The detailed experimental steps for true triaxial loading are as follows: 1) To explore the influence of principal stress &#x3c3;<sub>1</sub> on the permeability of the coal samples, a) N<sub>2</sub> was injected into the coal sample until the pressure at both the inlet and outlet of the experimental setup reached 3 MPa. b) The flow experiment was conducted, and the change in pressure difference between the inlet and outlet was recorded under the initial stress condition before achieving equilibrium. c) The &#x3c3;<sub>2</sub> and &#x3c3;<sub>3</sub> values were set at 6 and 8 MPa, respectively. The &#x3c3;<sub>1</sub> was then gradually increased in intervals of 2&#x2013;17 MPa, and steps a) and b) were repeated for each increment. 2) To explore the influence of principal stress &#x3c3;<sub>2</sub> on the permeability of fractured coal samples, a) &#x3c3;<sub>1</sub> and &#x3c3;<sub>3</sub> were maintained at 17 and 8 MPa, respectively. b) &#x3c3;<sub>2</sub> was gradually increased in intervals of 2&#x2013;14 MPa. The flow experiment was conducted, and the change in the pressure difference between the inlet and outlet of the experimental setup was recorded under each stress condition. 3) To explore the influence of principal stress &#x3c3;<sub>3</sub> on the permeability of fractured coal samples, a) &#x3c3;<sub>1</sub> and &#x3c3;<sub>2</sub> were maintained at 17 and 14 MPa, respectively. b) &#x3c3;<sub>3</sub> was increased in an interval of 2&#x2013;16 MPa. The flow experiment was conducted, and the change in the pressure difference between the inlet and outlet of the experimental setup was recorded under each stress condition.</p>
<p>In the experiment, the flow was assumed to be isothermal and adhered to Darcy&#x2019;s law. The transient pulse method was used to measure the coal permeability under different loading conditions. The coal permeability was calculated based on the pressure difference between the inlet and outlet of the experimental setup under a specific stress condition, as Eq. <xref ref-type="disp-formula" rid="e1">1</xref> (<xref ref-type="bibr" rid="B16">Lin and Kovscek, 2014</xref>; <xref ref-type="bibr" rid="B43">Zhou et al., 2020</xref>).<disp-formula id="e1">
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<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x394;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mi>A</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>k</italic> represents the permeability of the coal sample, <italic>&#x3bc;</italic> denotes the viscosity of N<sub>2</sub>, <italic>&#x3db;</italic> indicates the volume compressibility of N<sub>2</sub>, and <italic>V</italic> signifies the reference volume (0.0025 m<sup>3</sup>). &#x394;<italic>P</italic>
<sub>
<italic>i</italic>
</sub> and &#x394;<italic>P</italic>
<sub>
<italic>f</italic>
</sub> represent the initial and final pressure differences between the inlet and outlet, respectively. &#x394;<italic>t</italic> denotes the duration of the N<sub>2</sub> flow, <italic>A</italic> indicates the crossing area of the coal sample (0.025 m<sup>2</sup>), and <italic>L</italic> denotes the length of the coal sample (0.1 m).</p>
</sec>
<sec id="s2-3">
<title>2.3 Fracture structure characteristics</title>
<p>The internal images of all coal samples were obtained using the medical X-ray computerized tomography scanning system (SOMATOM Scope). The internal fractures were reconstructed using image processing technology such as a non-local means filter (<xref ref-type="bibr" rid="B1">Buades et al., 2008</xref>) and watershed segmentation (<xref ref-type="bibr" rid="B8">Jones et al., 2007</xref>) (<xref ref-type="fig" rid="F4">Figure 4</xref>). The Avizo image processing tool was used to measure crucial fracture structure parameters, such as porosity <italic>&#x3d5;</italic>
<sub>
<italic>f</italic>
</sub>, fracture aperture <italic>a</italic>, the azimuth and dip angle of fracture <italic>&#x3b8;</italic>
<sub>
<italic>1</italic>
</sub> and <italic>&#x3b8;</italic>
<sub>
<italic>2</italic>
</sub>, and the maximum length of fracture branch (<italic>l</italic>
<sup>
<italic>max</italic>
</sup>), from the reconstructed coal sample fractures. During the flow experiments, the coal sample was oriented to align the flow direction parallel to the fracture surface. Therefore, the azimuth angle of fracture <italic>&#x3b8;</italic>
<sub>
<italic>1</italic>
</sub> was 0&#xb0;. The tortuosity of fracture <italic>&#x3c4;</italic>, the fractal dimension of fracture <italic>D</italic>
<sub>
<italic>f</italic>
</sub>, tortuosity fractal dimension of fracture <italic>D</italic>
<sub>
<italic>Tf</italic>
</sub> are defined as follows.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The reconstructed fracture. <bold>(A)</bold> The results for the coal sample with single fracture, and <bold>(B)</bold> the results for the coal sample with complex fracture networks.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g004.tif"/>
</fig>
<p>The tortuosity of fracture <italic>&#x3c4;</italic> is defined as the ratio of the fracture actual length <italic>L</italic>
<sub>
<italic>t</italic>
</sub> to the cell unit length <italic>L</italic>
<sub>
<italic>0</italic>
</sub> (<xref ref-type="bibr" rid="B7">Ghanbarian et al., 2013</xref>).<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Yu and Cheng and Miao et al. concluded that the cumulative number <italic>N</italic> of fractures in natural rock, with a fracture length <italic>L</italic> greater than or equal to &#x2265;<italic>l</italic>, follows the fractal scale relationship of Eq. <xref ref-type="disp-formula" rid="e3">3</xref> (<xref ref-type="bibr" rid="B40">Yu and Cheng, 2002</xref>; <xref ref-type="bibr" rid="B22">Miao et al., 2015a</xref>):<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>&#x2265;</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mi>max</mml:mi>
</mml:msup>
<mml:mo>/</mml:mo>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>D</italic>
<sub>
<italic>f</italic>
</sub> represents the fractal dimension of fracture, with 1 &#x3c; <italic>D</italic>
<sub>
<italic>f</italic>
</sub> &#x3c; 2 in two dimensions and 2 &#x3c; <italic>D</italic>
<sub>
<italic>f</italic>
</sub> &#x3c; 3 in three dimensions. Differentiating Eq. <xref ref-type="disp-formula" rid="e2">2</xref> with respect to <italic>l</italic> yields the following Eq. <xref ref-type="disp-formula" rid="e4">4</xref>.<disp-formula id="e4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>N</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mi>max</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:msup>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
<mml:mi>d</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>As the ratio of minimum to maximum fracture length (<italic>l</italic>
<sup>
<italic>min</italic>
</sup>/<italic>l</italic>
<sup>
<italic>max r</italic>
</sup>) in natural rock was less than 0.01, the relationship between fractal dimension <italic>D</italic>
<sub>
<italic>f</italic>
</sub>, <italic>l</italic>
<sup>
<italic>min</italic>
</sup>/<italic>l</italic>
<sup>
<italic>max</italic>
</sup>, and porosity <italic>&#x3d5;</italic> can be described using the fractal theory of Eq. <xref ref-type="disp-formula" rid="e5">5</xref> (<xref ref-type="bibr" rid="B41">Yu and Li, 2001</xref>).<disp-formula id="e5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mi>min</mml:mi>
</mml:msup>
<mml:mo>/</mml:mo>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mi>max</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>E</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>dE</italic> represents the number of dimensions of the Euclidean space, with <italic>dE</italic> &#x3d; 2 for two dimensions and <italic>dE</italic> &#x3d; 3 for three dimensions.</p>
<p>
<xref ref-type="bibr" rid="B17">Liu et al. (2016)</xref> and <xref ref-type="bibr" rid="B10">Li B. et al. (2016)</xref> indicated a relationship between the characteristic length of fracture <italic>L</italic>
<sub>
<italic>0</italic>
</sub>, actual length <italic>L</italic>
<sub>
<italic>t</italic>
</sub>, fracture aperture <italic>a</italic>, and tortuosity fractal dimension <italic>D</italic>
<sub>
<italic>Tf</italic>
</sub>, expressed as follows:<disp-formula id="e6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:msubsup>
<mml:mi>L</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msup>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <italic>a</italic> &#x3d; <italic>&#x3b2;l</italic>
<sup>
<italic>n</italic>
</sup>, <italic>&#x3b2;</italic> represents the proportionality coefficient, and its value generally ranges from 10<sup>&#x2013;4</sup> to 10<sup>&#x2013;1</sup>. For self-similar fracture structures, <italic>n</italic> is equal to 1 (<xref ref-type="bibr" rid="B9">Klimczak et al., 2010</xref>; <xref ref-type="bibr" rid="B31">Torabi and Berg, 2011</xref>).</p>
<p>The characteristic parameters of single fractures and complex fracture networks are shown in <xref ref-type="table" rid="T2">Table 2</xref>. These parameters were used to predict the coal permeability.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Characteristic parameters of fracture inside the coal selected in the flow experiments.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample</th>
<th align="center">
<italic>&#x3d5;</italic>
<sub>
<italic>f</italic>
</sub>
</th>
<th align="center">
<italic>D</italic>
<sub>
<italic>f</italic>
</sub>
</th>
<th align="center">&#x3c4;</th>
<th align="center">
<italic>D</italic>
<sub>
<italic>Tf</italic>
</sub>
</th>
<th align="center">
<italic>a</italic>/um</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">SC1</td>
<td align="center">0.0271</td>
<td align="center">2.0348</td>
<td align="center">1.0658</td>
<td align="center">2.0325</td>
<td align="center">67.612</td>
</tr>
<tr>
<td align="center">SC2</td>
<td align="center">0.030</td>
<td align="center">2.0729</td>
<td align="center">1.1127</td>
<td align="center">2.0554</td>
<td align="center">60.496</td>
</tr>
<tr>
<td align="center">SC3</td>
<td align="center">0.0258</td>
<td align="center">2.0572</td>
<td align="center">1.0847</td>
<td align="center">2.0429</td>
<td align="center">52.109</td>
</tr>
<tr>
<td align="center">SC4</td>
<td align="center">0.0249</td>
<td align="center">2.0569</td>
<td align="center">1.0704</td>
<td align="center">2.0356</td>
<td align="center">49.577</td>
</tr>
<tr>
<td align="center">SC5</td>
<td align="center">0.0235</td>
<td align="center">2.0537</td>
<td align="center">1.0841</td>
<td align="center">2.0462</td>
<td align="center">43.874</td>
</tr>
<tr>
<td align="center">SC6</td>
<td align="center">0.0221</td>
<td align="center">2.0858</td>
<td align="center">1.2222</td>
<td align="center">2.1075</td>
<td align="center">38.319</td>
</tr>
</tbody>
</table>
<table>
<thead valign="top">
<tr>
<th align="center">
<bold>Sample</bold>
</th>
<th align="center">
<bold>
<italic>&#x3d5;</italic>
</bold>
<sub>
<bold>
<italic>f</italic>
</bold>
</sub>
</th>
<th align="center">
<bold>
<italic>D</italic>
</bold>
<sub>
<bold>
<italic>f</italic>
</bold>
</sub>
</th>
<th align="center">
<bold>
<italic>l</italic>
</bold>
<sup>
<bold>
<italic>max</italic>
</bold>
</sup>(<bold>m)</bold>
</th>
<th align="center">
<bold>
<italic>D</italic>
</bold>
<sub>
<bold>
<italic>Tf</italic>
</bold>
</sub>
</th>
<th align="center">
<bold>
<italic>&#x3b8;</italic>
</bold>
<sub>
<bold>2</bold>
</sub> <bold>(&#xb0;)</bold>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">ZS1</td>
<td align="center">0.0078</td>
<td align="center">2.097</td>
<td align="center">0.0613</td>
<td align="center">2.031</td>
<td align="center">27.83</td>
</tr>
<tr>
<td align="center">ZS2</td>
<td align="center">0.0163</td>
<td align="center">2.172</td>
<td align="center">0.0581</td>
<td align="center">2.057</td>
<td align="center">3.22</td>
</tr>
<tr>
<td align="center">ZS3</td>
<td align="center">0.0288</td>
<td align="center">2.342</td>
<td align="center">0.0592</td>
<td align="center">2.079</td>
<td align="center">10.98</td>
</tr>
<tr>
<td align="center">ZS4</td>
<td align="center">0.0218</td>
<td align="center">2.166</td>
<td align="center">0.0445</td>
<td align="center">2.056</td>
<td align="center">35.12</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Porosity, <italic>&#x3d5;</italic>
<sub>
<italic>f</italic>
</sub>; Fractal dimension, <italic>D</italic>
<sub>
<italic>f</italic>
</sub>; Tortuosity, &#x3c4;; Tortuosity fractal dimension, <italic>D</italic>
<sub>
<italic>Tf</italic>
</sub>; Fracture aperture, <italic>a</italic>/um; Maximum length of fracture branch, <italic>l</italic>
<sup>
<italic>max</italic>
</sup>(m); Dip angle, <italic>&#x3b8;</italic>
<sub>2</sub> (&#xb0;).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Permeability evolution under confining stress loading</title>
<p>The permeability evolution of single-fractured coal under different effective confining stresses is shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. The findings indicated a negative power relationship (i.e., SD model) between fracture permeability and effective confining stress, and the fitting parameters are shown in <xref ref-type="table" rid="T3">Table 3</xref>. This suggests that the SD model effectively described the permeability evolution of single-fractured coal under confining stress loading. At low confining stress levels, the fracture underwent minimal compression, resulting in its highest permeability. As the confining stress increased, the fracture underwent further compression, leading to a gradual increase in the fluid flow resistance and a corresponding decrease in fracture permeability.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The evolution of permeability and aperture for single fracture coal. <bold>(A)</bold> Confining stress dependent permeability, in which the cube is experiment results and the dotted line is fitting results, <bold>(B)</bold> confining stress dependent fracture aperture.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g005.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>The fitting function between permeability and effective confining stress.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample</th>
<th align="center">Fitting function</th>
<th align="center">
<italic>R</italic>
<sup>2</sup>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">SC1</td>
<td align="center">
<italic>k</italic> &#x3d; 4.04<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.056&#x3c3;</italic>
</sup>
</td>
<td align="center">0.99</td>
</tr>
<tr>
<td align="center">SC2</td>
<td align="center">
<italic>k</italic> &#x3d; 3.67<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.072&#x3c3;</italic>
</sup>
</td>
<td align="center">0.99</td>
</tr>
<tr>
<td align="center">SC3</td>
<td align="center">
<italic>k</italic> &#x3d; 2.95<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.08&#x3c3;</italic>
</sup>
</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="center">SC4</td>
<td align="center">
<italic>k</italic> &#x3d; 2.17<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.079&#x3c3;</italic>
</sup>
</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="center">SC5</td>
<td align="center">
<italic>k</italic> &#x3d; 1.49<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.07&#x3c3;</italic>
</sup>
</td>
<td align="center">0.99</td>
</tr>
<tr>
<td align="center">SC6</td>
<td align="center">
<italic>k</italic> &#x3d; 1.13<italic>e</italic>
<sup>
<italic>&#x2212;</italic>
</sup>
<italic>
<sup>0</sup>
</italic>
<sup>
<italic>.084&#x3c3;</italic>
</sup>
</td>
<td align="center">0.98</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>According to the cubic law, which approximates the fluid flow inside a single fracture as a flow between two plates, the fracture aperture can be calculated, as illustrated in <xref ref-type="fig" rid="F5">Figure 5B</xref>. The results revealed that during the first three loading steps, the fracture aperture decreased by &#x223c;54.63%, 51.79%, 53.72%, 52.19%, 57.20%, and 57.83% of the total closure for SC1, SC2, SC3, SC4, SC5, and SC6 samples, respectively. Correspondingly, the permeability decreased by &#x223c;43.49%, 38.06%, 45.80%, 39.52%, 40.81%, and 42.12% for samples SC1, SC2, SC3, SC4, SC5, and SC6, respectively. However, during the final three loading steps, the fracture aperture decreased by &#x223c;19.26%, 20%, 22.49%, 23.08%, 18.26%, and 19.72% of the total closure for SC1, SC2, SC3, SC4, SC5, and SC6 samples, respectively. Moreover, permeability decreased by &#x223c;22.91%, 22.15%, 24.29%, 26.93%, 23.93%, and 25.49% for samples SC1, SC2, SC3, SC4, SC5, and SC6, respectively. The results indicated that as the effective stress increased, fracture closure initially occurred more rapidly, slowed down, and then eventually tended to stabilize. This pattern suggests that with increasing confining stress, the permeability first rapidly decreased, followed by a gradual decrease, and eventually reached a constant value. Therefore, this phenomenon elucidates why the fractured coal exhibited a higher sensitivity to stress in permeability compared with intact coal.</p>
</sec>
<sec id="s3-2">
<title>3.2 Permeability evolution under true triaxial loading</title>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> illustrates the correlation between true triaxial stresses and the permeability of fractured coal. The findings indicated a consistent decrease in the permeability of fractured coal rock with increasing principal stresses (&#x3c3;<sub>1</sub>, &#x3c3;<sub>2</sub>, and &#x3c3;<sub>3</sub>) across the three loading steps. Additionally, the loading of each principal stress &#x3c3;<sub>1</sub>, &#x3c3;<sub>2</sub>, and &#x3c3;<sub>3</sub> had different effects on fracture permeability. Particularly, the permeability of the ST1 sample decreased by &#x223c;43.08%, 14.84%, and 42.08% during the entire loading process. Throughout the entire loading process, the permeability of the ST2 sample decreased by &#x223c;65.74%, 14.29%, and 19.97%. Similarly, the permeability reductions for the ST3 sample were &#x223c;34.03%, 55.85%, and 10.12%, while those for the ST4 sample were &#x223c;35.97%, 46.51%, and 17.52% during the entire loading process. The permeability of ST1 was significantly sensitive to &#x3c3;<sub>1</sub> and &#x3c3;<sub>3</sub>, while the permeability of ST2 was mainly sensitive to &#x3c3;<sub>1</sub>. However, the permeability of ST3 and ST4 was influenced by both &#x3c3;<sub>1</sub> and &#x3c3;<sub>2</sub>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The evolution of permeability under true triaxial stress loading. <bold>(A)</bold> The results of ST1, <bold>(B)</bold> the results of ST2, <bold>(C)</bold> the results of ST3, <bold>(D)</bold> the results of ST4.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g006.tif"/>
</fig>
<p>This sensitivity can be attributed to the complex fracture networks within the cubic sample, which exhibited varying crossing angles with each principal stress (<xref ref-type="fig" rid="F7">Figure 7</xref>). The macro fractures within the ST1 sample exhibited a crossing angle of 0&#xb0; with &#x3c3;<sub>2</sub>, while the crossing angle between the fracture surface and &#x3c3;<sub>1</sub> and &#x3c3;<sub>3</sub> was equal. As &#x3c3;<sub>1</sub> or &#x3c3;<sub>3</sub> increased, the macro fractures within ST1 underwent compression, leading to a decrease in the permeability of the coal sample. Similar mechanisms were applied to elucidate the permeability evolution of TS2, TS3, and TS4 during the true triaxial stress loading (<xref ref-type="fig" rid="F7">Figures 7B&#x2013;D</xref>). Thus, the interaction between the dip and azimuth angles of the fractures and the true triaxial stress influenced the permeability of the fractured coal, resulting in anisotropic fluid flow within the coal. This suggests that the dip and azimuth angles of the fracture surfaces should be considered when developing a permeability model for coal rock with complex fracture networks.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The relationship between macro fracture distribution and true triaxial stress loading. <bold>(A)</bold> The result for ST1 sample, <bold>(B)</bold> the result for ST2 sample, <bold>(C)</bold> the result for ST3 sample, and <bold>(D)</bold> the result for ST4 sample.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g007.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Prediction of coal permeability</title>
<sec id="s3-3-1">
<title>3.3.1 Initial permeability model</title>
<p>The complex fracture networks within coal rock are formed by the interconnection of single fractures. Therefore, elucidating the flow behavior within single-fracture samples is crucial for evaluating the flow properties in coal rock with complex fracture networks. The laminar flow between smooth platers (<xref ref-type="fig" rid="F8">Figure 8A</xref>, with a dip angle of <italic>&#x3b8;</italic>
<sub>
<italic>2</italic>
</sub> &#x3d; 0&#xb0;) followed cubic law of Eq. <xref ref-type="disp-formula" rid="e7">7</xref> (<xref ref-type="bibr" rid="B24">Nazridoust et al., 2006</xref>).<disp-formula id="e7">
<mml:math id="m7">
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <italic>a</italic> represents the fracture aperture, <italic>&#x3bc;</italic> denotes the fluid viscosity, &#x394;<italic>P</italic> signifies the stress difference between the inlet and outlet of fluid flow, and <italic>l</italic> and <italic>L</italic>
<sub>
<italic>t</italic>
</sub> indicate the trace length and actual length of the fracture, respectively.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Schematic of a unit cell with single fracture. <bold>(A)</bold> The flat fracture, and <bold>(B)</bold> the curved fracture. In which, <italic>L<sub>0</sub>
</italic> is the length of cell unit, <italic>L<sub>t0</sub>
</italic> is the straight-line length of the fracture, <italic>L<sub>t</sub>
</italic> is actual length of the fracture, <italic>a</italic> is the aperture of the fracture, and <italic>l</italic> is the trace length of fracture. And <italic>&#x3b8;<sub>1</sub>
</italic> and <italic>&#x3b8;<sub>2</sub>
</italic> are the azimuth and dip angle of the fracture, respectively.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g008.tif"/>
</fig>
<p>The cubic law can be rewritten to account for the orientations of fractures, as follows (<xref ref-type="bibr" rid="B23">Miao et al., 2015b</xref>):<disp-formula id="e8">
<mml:math id="m8">
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>cos</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where <italic>&#x3b8;</italic>
<sub>
<italic>1</italic>
</sub> and <italic>&#x3b8;</italic>
<sub>
<italic>2</italic>
</sub> represent the azimuth and dip angles of the fracture, respectively. However, natural fractures in coal exhibited a rough and curved shape (<xref ref-type="fig" rid="F8">Figure 8B</xref>). The relationship between straight-line length <italic>L</italic>
<sub>
<italic>t0</italic>
</sub> and the actual length <italic>L</italic>
<sub>
<italic>t</italic>
</sub> of the curved fracture is defined by Eq. <xref ref-type="disp-formula" rid="e6">6</xref>. The flow rate for the curved fracture (<xref ref-type="fig" rid="F8">Figure 8B</xref>) can be expressed by substituting Eq. <xref ref-type="disp-formula" rid="e6">6</xref> into Eq. <xref ref-type="disp-formula" rid="e8">8</xref>, as shown below.<disp-formula id="e9">
<mml:math id="m9">
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>cos</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:msubsup>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>The Newtonian fluid flow in porous media was described by Darcy&#x2019;s law. Compared with the flow rate through the fractures, the flow rate within the coal matrix can be disregarded. Thus, the flow rate through the coal rock with single curved fractures can be calculated as follows:<disp-formula id="e10">
<mml:math id="m10">
<mml:mrow>
<mml:mi>q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mi>A</mml:mi>
</mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Through a comparison of Eqs <xref ref-type="disp-formula" rid="e9">9</xref>, <xref ref-type="disp-formula" rid="e10">10</xref>, the permeability of coal with single curved fractures is expressed as follows:<disp-formula id="e11">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>cos</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>hrough the substitution of <italic>a</italic> &#x3d; <italic>&#x3b2;l</italic> into Eq. <xref ref-type="disp-formula" rid="e11">11</xref>, the permeability of coal with single curved fractures is expressed as follows:<disp-formula id="e12">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>cos</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mi>A</mml:mi>
<mml:mi>&#x3b2;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>
</p>
<p>At a flow direction parallel to the single-fracture surface (<xref ref-type="fig" rid="F8">Figure 8</xref>), the dip and azimuth angles of fracture were set to 0&#xb0;. In the flow experiments under confining stress loading, the characteristic parameters of the coal fractures were selected, and the permeability of the single-fractured coal was predicted using Eq. <xref ref-type="disp-formula" rid="e12">12</xref> (<xref ref-type="fig" rid="F9">Figure 9</xref>). The results revealed that the predicted permeability of single-fractured coal by Eq. <xref ref-type="disp-formula" rid="e12">12</xref> was consistent with the experiment data under a confining stress of 2 MPa. Additionally, the predictive permeability model for single-fractured coal samples provided a good basis for estimating the permeability of coal samples with fracture networks.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Comparison between the predicted value by Eq. <xref ref-type="disp-formula" rid="e12">12</xref> and the measured value of permeability for single-fractured coal under confining stress of 2 MPa.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g009.tif"/>
</fig>
<p>According to the fractal geometry theory, the total flow rate through the complex fracture network can be calculated by integrating Eq. <xref ref-type="disp-formula" rid="e9">9</xref> across a range of minimum to maximum fracture length [<italic>l</italic>
<sub>min</sub>, <italic>l</italic>
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<label>(13)</label>
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<p>Generally, for fracture networks in natural coal, with <italic>l</italic>
<sup>
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</sup>/<italic>l</italic>
<sup>
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</sup>&#x3c;&#x3c;1, Eq. <xref ref-type="disp-formula" rid="e13">13</xref> be simplified as Eq. <xref ref-type="disp-formula" rid="e14">14</xref>:<disp-formula id="e14">
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<label>(14)</label>
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</p>
<p>The Newtonian fluid flow in porous media was elucidated through comparison with Darcy&#x2019;s law (Eq. <xref ref-type="disp-formula" rid="e10">(10)</xref>). From this comparison, the permeability of the fracture network can be calculated as follows:<disp-formula id="e15">
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<label>(15)</label>
</disp-formula>
</p>
</sec>
<sec id="s3-3-2">
<title>3.3.2 Permeability model under true triaxial loading</title>
<p>To quantitatively analyze the evolution of coal permeability during CBM extraction, numerous researchers have conducted various experiments and developed multiple predictive models to evaluate coal permeability under stress loading conditions. Among these models, the SD model (Eqs <xref ref-type="disp-formula" rid="e16">16</xref>, <xref ref-type="disp-formula" rid="e17">17</xref>, developed by <xref ref-type="bibr" rid="B27">Shi and Durucan (2004</xref>; <xref ref-type="bibr" rid="B28">2005)</xref>, emerged as the most classic and widely used approach. The permeability model assumes that the coal underwent linear elastic deformation upon exposure to triaxial stress loading, with compressibility mainly attributed to fractures.<disp-formula id="e16">
<mml:math id="m16">
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<label>(16)</label>
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<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(17)</label>
</disp-formula>where <italic>k</italic>
<sub>
<italic>f0</italic>
</sub> represents the initial permeability of the fractured coal, <italic>C</italic>
<sub>
<italic>f</italic>
</sub> denotes the compression coefficient of fracture, <italic>C</italic>
<sub>
<italic>f0</italic>
</sub> represents the initial compression coefficient of fracture, and <italic>&#x3b1;</italic> represents the rate at which fracture compressibility decreases with increasing stress. In the SD model, <italic>&#x3c3;</italic> represents the effective stress, while <italic>&#x3c3;</italic>
<sub>
<italic>0</italic>
</sub> denotes the initial effective stress.</p>
<p>The SD model was widely used for both laboratory tests and field predictions. The experimental results of the single-fractured coal sample under confining stress loading in this study indicated a negative exponential correlation between coal permeability and effective stress. This correlation was consistent with the behavior predicted by the SD model. However, the SD model alone cannot capture the effect of each principal stress on rock permeability under true triaxial loading conditions. To address this limitation, <xref ref-type="bibr" rid="B13">Li et al. (2016)</xref> extended the SD model by developing a comprehensive model to assess rock permeability under true triaxial loading conditions, as Eqs <xref ref-type="disp-formula" rid="e18">18</xref>&#x2013;<xref ref-type="disp-formula" rid="e21">21</xref>:<disp-formula id="e18">
<mml:math id="m18">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mi mathvariant="normal">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>20</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>30</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(18)</label>
</disp-formula>
<disp-formula id="e19">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(19)</label>
</disp-formula>
<disp-formula id="e20">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>20</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>20</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>20</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(20)</label>
</disp-formula>
<disp-formula id="e21">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>30</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>30</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>30</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(21)</label>
</disp-formula>where <italic>&#x3c3;</italic>
<sub>
<italic>1</italic>
</sub>, <italic>&#x3c3;</italic>
<sub>
<italic>2</italic>
</sub>, and <italic>&#x3c3;</italic>
<sub>
<italic>3</italic>
</sub> represent the principal stresses; <italic>&#x3c3;</italic>
<sub>
<italic>10</italic>
</sub>, <italic>&#x3c3;</italic>
<sub>
<italic>20</italic>
</sub>, and <italic>&#x3c3;</italic>
<sub>
<italic>30</italic>
</sub> denote the initial principal stresses; <italic>C</italic>
<sub>
<italic>f1</italic>
</sub>, <italic>C</italic>
<sub>
<italic>f2</italic>
</sub>, and <italic>C</italic>
<sub>
<italic>f2</italic>
</sub> indicate the corresponding fracture compressibilities; <italic>C</italic>
<sub>
<italic>f10</italic>
</sub>, <italic>C</italic>
<sub>
<italic>f20</italic>
</sub>, and <italic>C</italic>
<sub>
<italic>f20</italic>
</sub> signify the corresponding initial fracture compressibilities; <italic>&#x3b1;</italic>
<sub>
<italic>1</italic>
</sub>, <italic>&#x3b1;</italic>
<sub>
<italic>2</italic>
</sub>, and <italic>&#x3b1;</italic>
<sub>
<italic>3</italic>
</sub> represent the rates at which fracture compressibility decreases with increasing principal stress.</p>
<p>The coal permeability under true triaxial loading was determined by substituting Eq. <xref ref-type="disp-formula" rid="e15">15</xref> into Eq. <xref ref-type="disp-formula" rid="e18">18</xref>.<disp-formula id="e22">
<mml:math id="m22">
<mml:mtable class="align" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right">
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3b2;</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>cos</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msup>
<mml:mi>sin</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msubsup>
<mml:mi>L</mml:mi>
<mml:mn>0</mml:mn>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msubsup>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mi>max</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right"/>
<mml:mtd columnalign="left">
<mml:mspace width="1em"/>
<mml:mrow>
<mml:mfenced open="{" close="}" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="normal">e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>10</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>20</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mn>30</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:math>
<label>(22)</label>
</disp-formula>
</p>
<p>The permeability test results obtained under true triaxial loading conditions in this study were used to validate the improved permeability model for fractured coal rocks exposed to true triaxial stress conditions. To streamline the calculation, it was assumed that the corresponding fracture compressibility remained constant for each loading process of principal stress. These values were calculated by substituting the data from the true triaxial loading flow experiment into Eqs <xref ref-type="disp-formula" rid="e16">16</xref>, <xref ref-type="disp-formula" rid="e17">17</xref>. The results are shown in <xref ref-type="table" rid="T4">Table 4</xref>. Moreover, the coal permeability evolution under true triaxial loading was predicted using the improved model (Eq. <xref ref-type="disp-formula" rid="e22">(22)</xref>) (<xref ref-type="fig" rid="F10">Figure 10</xref>). The results indicated that the improved permeability model successfully predicted the coal permeability evolution under true triaxial stress loading conditions. Additionally, compared with the SD model, the permeability changes predicted by the improved model were consistent with the loading process of each principal stress. This suggests that the improved model can accurately capture the anisotropic impact of each principal stress on coal permeability under true triaxial stress loading conditions.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Fracture compressibilities.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample</th>
<th align="center">
<italic>C</italic>
<sub>
<italic>f1</italic>
</sub>
</th>
<th align="center">
<italic>C</italic>
<sub>
<italic>f2</italic>
</sub>
</th>
<th align="center">
<italic>C</italic>
<sub>
<italic>f3</italic>
</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">ZS1</td>
<td align="center">0.13</td>
<td align="center">0.042</td>
<td align="center">0.135</td>
</tr>
<tr>
<td align="center">ZS2</td>
<td align="center">0.014</td>
<td align="center">0.014</td>
<td align="center">0.106</td>
</tr>
<tr>
<td align="center">ZS3</td>
<td align="center">0.037</td>
<td align="center">0.108</td>
<td align="center">0.033</td>
</tr>
<tr>
<td align="center">ZS4</td>
<td align="center">0.031</td>
<td align="center">0.014</td>
<td align="center">0.056</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>The permeability <italic>versus</italic> the effective stress under true triaxial stress loading. <bold>(A)</bold> Results for ST1, <bold>(B)</bold> results for ST2, <bold>(C)</bold> results for ST3, <bold>(D)</bold> results for ST4. Here, red cubes, green dashed lines, and blue lines represent the experiment results, prediction by the SD model, and prediction by the improved permeability model in this paper, respectively. Note that effective stress is equal to the average principal stress minus the pore pressure.</p>
</caption>
<graphic xlink:href="feart-12-1395372-g010.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>We conducted flow experiments on six cylindrical coal samples and four cubic coal samples under confining stress and true triaxial stress loading conditions, respectively. The evolution of coal permeability during the loading of confining stress and true triaxial stress was analyzed. According to the current true triaxial permeability model and fractal theory, an improved model was developed to elucidate the anisotropic effect of each principal stress on the permeability of coal samples with complex fracture networks. The following conclusions can be drawn.<list list-type="simple">
<list-item>
<p>(1) During confining pressure loading, the permeability evolution of the coal sample with a single fracture decreased exponentially with increasing effective stress and was effectively described by the SD model. Additionally, under confining pressure loading, the coal permeability first rapidly decreased, followed by a gradual decrease, and eventually reached a constant value. During the first three loading steps, the fracture aperture and corresponding permeability of the six cylindrical coal samples decreased by &#x223c;51.79%&#x2013;57.83% and &#x223c;38.06%&#x2013;42.12%, respectively. However, during the final three loading steps, the fracture aperture and corresponding permeability of the six cylindrical coal samples decreased by &#x223c;18.26%&#x2013;23.08% and &#x223c;22.15%&#x2013;26.93%, respectively.</p>
</list-item>
<list-item>
<p>(2) Owing to the varying crossing angles of the complex fracture networks with each principal stress, the effect of each principal stress on the permeability evolution of coal with complex fracture networks was highly anisotropic during the true triaxial stress loading. During the loading of each principal stress, the permeability of the ST1 sample decreased by &#x223c;43.08%, 14.84%, and 42.08% for &#x3c3;<sub>1</sub>, &#x3c3;<sub>2</sub>, and &#x3c3;<sub>3</sub>, respectively. Similarly, the permeability of the ST2 sample decreased by 65.74%, 14.29%, and 19.97%. During the entire true triaxial loading, the permeability reductions for the ST3 sample were &#x223c;34.03%, 55.85%, and 10.12%, while those for the ST4 sample were &#x223c;35.97%, 46.51%, and 17.52%. The SD model failed to describe these anisotropic effects.</p>
</list-item>
<list-item>
<p>(3) The increase in principal stress parallel to the fracture surface had a minimal impact on coal permeability owing to the limited compression of the fracture. However, as the principal stress intersected the fracture surface at a specific angle, the subsequent increase in this stress significantly reduced the permeability of coal with complex fracture networks. Therefore, the dip and azimuth angle of the fracture surface should be incorporated into the permeability model for evaluating coal samples with complex fracture networks.</p>
</list-item>
<list-item>
<p>(4) Compared with the SD model, the improved model, based on the current true triaxial permeability model and fractal theory, effectively described the anisotropic effect of each principal stress on the permeability of coal samples with complex fracture networks.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" 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>XH: Conceptualization, Methodology, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. YL: Conceptualization, Funding acquisition, Investigation, Supervision, Writing&#x2013;review and editing. BX: Conceptualization, Funding acquisition, Investigation, Methodology, Supervision, Writing&#x2013;review and editing. YL: Conceptualization, Data curation, Formal Analysis, Validation, Visualization, Writing&#x2013;original draft.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was jointly supported by the National Natural Science Foundation of China (grant number U19B2009 and 51974042).</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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