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<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Built Environ.</journal-id>
<journal-title>Frontiers in Built Environment</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Built Environ.</abbrev-journal-title>
<issn pub-type="epub">2297-3362</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">885993</article-id>
<article-id pub-id-type="doi">10.3389/fbuil.2022.885993</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Built Environment</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Spatial Deflection of Parallel Hydraulic Fractures and Induced Shear Stress Disturbance Under Different Perforation Cluster Spacing Considering Thermal Effects</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">Deflection of Hydraulic Fractures</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Yongliang</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/1245494/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Nana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cui</surname>
<given-names>Yishuo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xuguang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Mechanics and Civil Engineering</institution>, <institution>China University of Mining and Technology</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Coal Resources and Safe Mining</institution>, <institution>China University of Mining and Technology</institution>, <addr-line>Beijing</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/189232/overview">Nikos D. Lagaros</ext-link>, National Technical University of Athens, Greece</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/1375369/overview">SeonHong Na</ext-link>, McMaster University, Canada</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1515296/overview">Yunliang Tan</ext-link>, Shandong University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1734846/overview">Ali Taghichian</ext-link>, Institut f&#xfc;r Gebirgsmechanik, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yongliang Wang, <email>wangyl@cumtb.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Computational Methods in Structural Engineering, a section of the journal Frontiers in Built Environment</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>8</volume>
<elocation-id>885993</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Wang, Liu, Cui and Liu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Liu, Cui and Liu</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>Reliable estimation of fracture network length and morphology in hydrofracturing is crucial for controlling and optimizing fracturing effects. Hydraulic fracture propagation will be affected by a variety of factors to produce deflection, resulting in different fracture network morphology. To study the spatial deflection behaviours of multiple parallel hydraulic fractures, three-dimensional engineering-scale numerical model for multistage fracturing is established to study the induced shear stress disturbance and unstable spatial propagation behavior of hydraulic fractures under different perforation cluster spacing. In the model, the thermal diffusion, fluid flow and deformation of rock between the rock matrix and fluid in pores and fractures are considered to describe the thermal-hydro-mechanical coupling. In this study, the results show that the thermal effect between fracturing fluid and rock matrix is an important factor affecting fracture propagation, and thermal effects can increase induced shear stress area and promote fracture propagation. The induced shear stress disturbance caused by fracture propagation is superimposed in multiple fractures, resulting in stress shadow effect and spatial deflection of parallel fractures. The stress shadow areas and the spatial deflection of parallel hydraulic fractures will increase with the decrease of multiple perforation cluster spacing.</p>
</abstract>
<kwd-group>
<kwd>spatial deflection of parallel hydraulic fractures</kwd>
<kwd>induced shear stress disturbance</kwd>
<kwd>thermal effects</kwd>
<kwd>multistage hydrofracturing</kwd>
<kwd>cluster spacing</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Reliable estimation of fracture network length and morphology in hydrofracturing is crucial for controlling and optimizing fracturing effects. Hydraulic fracture propagation will be affected by various factors, resulting in different fracture network morphology, including the coupling of multiple physical fields in the formation. Multiple physical fields coupling in formation should be considered to explain the fracture propagation behaviours. The linear thermal-pore-elastic effects and a combination of fine and coarse meshes have been used to model thermal-hydro-mechanical (THM) coupling processes in fractures (<xref ref-type="bibr" rid="B6">Kohl et al., 1995</xref>; <xref ref-type="bibr" rid="B3">Ghassemi and Zhou, 2011</xref>; <xref ref-type="bibr" rid="B20">Zhao et al., 2015</xref>). Based on the mixed finite element-finite volume method, a three-dimensional (3D) hydrofracturing model embedded in the natural fractures was proposed considering thermal effects (<xref ref-type="bibr" rid="B9">Li et al., 2016</xref>).</p>
<p>In addition to the coupling of multiple physical fields, which is an internal factor affecting the internal properties of rock mass, the interaction of multiple fractures in fracture propagation also affects fracture propagation. In the process of hydraulic fracture propagation, 3D fractures are accompanied by spatial deflection and compression between fractures, resulting in unstable fracture propagation (<xref ref-type="bibr" rid="B17">Wong et al., 2013</xref>; <xref ref-type="bibr" rid="B10">Manriquez et al., 2017</xref>). The different perforation cluster spacing of multistage fracturing will cause different degrees of of hydraulic fractures spatial deflection, and the unstable propagation of fractures will affect control and design of final fracture network (<xref ref-type="bibr" rid="B19">Zhang and Jeffrey, 2012</xref>; <xref ref-type="bibr" rid="B1">Ba&#x17e;ant et al., 2014</xref>). In the process of multi-fracture propagation, the induced stress field around the fracture will superposition and reduce to produce stress shadow effect. The spatial deflection of hydraulic fractures and the evolution of stress fields under different initial perforation forms become important factors affecting fracture network morphology and fracturing effects (<xref ref-type="bibr" rid="B18">Yoon et al., 2015</xref>; <xref ref-type="bibr" rid="B5">He et al., 2017</xref>; <xref ref-type="bibr" rid="B12">Sobhaniaragh et al., 2018</xref>; <xref ref-type="bibr" rid="B4">Gutierrez et al., 2019</xref>). By using numerical methods (such as finite element method, displacement discontinuity method and boundary element method) and models, the interaction of fracture network and stress shadow effect are quantitatively analysed, and the mechanisms of fracture initiation, propagation, and disturbance are investigated (<xref ref-type="bibr" rid="B7">Kresse et al., 2013</xref>; <xref ref-type="bibr" rid="B11">Paluszny et al., 2013</xref>; <xref ref-type="bibr" rid="B13">Taghichian et al., 2014</xref>; <xref ref-type="bibr" rid="B8">Kumar and Ghassemi, 2016</xref>). Besides, some high-performance mesh optimization models have been developed and applied (<xref ref-type="bibr" rid="B16">Wang et al., 2021</xref>).</p>
<p>In this study, an engineering-scale 3D numerical model of multistage hydrofracturing of horizontal well is developed for the study of spatial fracture deflection and induced shear stress disturbance considering thermal effects, and the typical perforation cluster spacing are set to study the influences of cluster spacing on spatial fracture deflection and stress shadows.</p>
</sec>
<sec id="s2">
<title>Numerical Method and Model for Hydrofracturing Considering Thermal Effects</title>
<sec id="s2-1">
<title>Governing Equations Considering Thermal Effects</title>
<p>In this study, the physical fields involved in the fracturing process of reservoir rock include the temperature field, fluid field, and solid field (<xref ref-type="bibr" rid="B15">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Wang, 2020</xref>). The matrix deformation governing equation of reservoir rock is as follow:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msup>
<mml:mi mathvariant="bold">L</mml:mi>
<mml:mi>T</mml:mi>
</mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold">&#x3c3;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi mathvariant="bold">m</mml:mi>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
<mml:mi mathvariant="bold">g</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where L is the differential operator, <inline-formula id="inf1">
<mml:math id="m2">
<mml:msup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:math>
</inline-formula> is the effective stress tensor, <inline-formula id="inf2">
<mml:math id="m3">
<mml:mi>&#x3b1;</mml:mi>
</mml:math>
</inline-formula> is the Biot coefficient, m is the element tensor, <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is rock mass pore fluid pressure, <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>B</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is saturated bulk density of rock, and g is the gravity vector.</p>
<p>The following <xref ref-type="disp-formula" rid="e2">Eqs. 2</xref>, <xref ref-type="disp-formula" rid="e3">3</xref> are the governing equations of rock matrix seepage and fluid flow in fractures, respectively:<disp-formula id="e2">
<mml:math id="m6">
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:mi mathvariant="bold">i</mml:mi>
<mml:mi mathvariant="bold">v</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mi mathvariant="bold">g</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>-</mml:mo>
<mml:mi>&#x3c6;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:mi mathvariant="italic">t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:mi mathvariant="italic">t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m7">
<mml:mrow>
<mml:mfrac>
<mml:mo>&#x2202;</mml:mo>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi mathvariant="bold">g</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:mi mathvariant="italic">t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>&#x3b5;</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf5">
<mml:math id="m8">
<mml:mi>k</mml:mi>
</mml:math>
</inline-formula> is the inherent permeability of pore structure, <inline-formula id="inf6">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the fluid velocity in the pore, <inline-formula id="inf7">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is pore fluid stiffness, <inline-formula id="inf8">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is solid skeleton stiffness, <inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the volumetric strain, <inline-formula id="inf10">
<mml:math id="m13">
<mml:mi>t</mml:mi>
</mml:math>
</inline-formula> is the current moment, <inline-formula id="inf11">
<mml:math id="m14">
<mml:mrow>
<mml:msup>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is fracture inherent permeability, <inline-formula id="inf12">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is fluid velocity in fracture, <inline-formula id="inf13">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is fluid pressure in fracture, <inline-formula id="inf14">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is fluid density in fracture, <inline-formula id="inf15">
<mml:math id="m18">
<mml:mrow>
<mml:msup>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the parameter describing rock compressibility under fluid action, and <inline-formula id="inf16">
<mml:math id="m19">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>e</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mi>&#x3b5;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the fracture strain rate. Some detailed contents, such as numerical implementation, proppant model, elastic constitutive equation, and fracture criterion based on fracture energy, were omitted to avoid redundancy, which could be found in the related references (<xref ref-type="bibr" rid="B15">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Wang, 2020</xref>).</p>
<p>The governing equation of thermal effects between the rock matrix and fluid in pores and fractures is as follows:<disp-formula id="e4">
<mml:math id="m20">
<mml:mrow>
<mml:mi mathvariant="bold">d</mml:mi>
<mml:mi mathvariant="bold">i</mml:mi>
<mml:mi mathvariant="bold">v</mml:mi>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold">q</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <inline-formula id="inf17">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the thermal conductivity coefficient, <inline-formula id="inf18">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the fluid temperature, <inline-formula id="inf19">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the volume density, <inline-formula id="inf20">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the specific heat coefficient, <inline-formula id="inf21">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the fluid density, <inline-formula id="inf22">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the specific heat coefficient of fluid, and <inline-formula id="inf23">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">q</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the Darcy fluid flux.</p>
<p>The differential governing <xref ref-type="disp-formula" rid="e1">Eqs. 1</xref>&#x2013;<xref ref-type="disp-formula" rid="e3">3</xref> of solid deformation of the rock matrix, fluid flow in pores and fractures, and thermal effects are discretized using the conventional finite element method. The form of heat transfer between element nodes is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, and the temperature and heat flux at the nodes are as follows:<disp-formula id="e5a">
<mml:math id="m28">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>1</mml:mn>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</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>N</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5a)</label>
</disp-formula>
<disp-formula id="e5b">
<mml:math id="m29">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</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>N</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5b)</label>
</disp-formula>where <inline-formula id="inf24">
<mml:math id="m30">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>1</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf25">
<mml:math id="m31">
<mml:mrow>
<mml:msubsup>
<mml:mi>q</mml:mi>
<mml:mi>c</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> are the heat flux transmitted at the fracture plane node, <inline-formula id="inf26">
<mml:math id="m32">
<mml:mrow>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
<mml:mn>1</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf27">
<mml:math id="m33">
<mml:mrow>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>f</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> are the temperature value at the fracture plane node, <inline-formula id="inf28">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature value of the node within the fracture, and <inline-formula id="inf29">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the contact thermal conductivity. Temperature changes in rock cause volume expansion and contraction:<disp-formula id="e6">
<mml:math id="m36">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mi>V</mml:mi>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf30">
<mml:math id="m37">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature change of the rock element, <inline-formula id="inf31">
<mml:math id="m38">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the volume change, <inline-formula id="inf32">
<mml:math id="m39">
<mml:mi>V</mml:mi>
</mml:math>
</inline-formula> is the initial volume, and <inline-formula id="inf33">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the linear thermal expansion coefficient of the rock matrix.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Heat transfer between finite element nodes in the formation and network.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Three-Dimensional Numerical Model of Multistage Hydrofracturing Under Different Cluster Spacing</title>
<p>The engineering-scale 3D model of multistage hydrofracturing of horizontal well with multiple perforation clusters in deep tight rock is established, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. There are five perforation cluster locations, sequentially numbered from 1 to 5. The basic physical parameters and perforation cluster spacing settings of the model are shown in <xref ref-type="table" rid="T1">Table 1</xref>. According to the different initiation sequences of perforation clusters, the fracturing scheme can be divided into the sequential (fractures are fractured in the order of 1&#x2192;2&#x2192;3&#x2192;4&#x2192;5), simultaneous (fractures are fractured simultaneously), and alternate fracturing (fractures are fractured in the order of 1&#x2192;3&#x2192;2&#x2192;5&#x2192;4 (<xref ref-type="bibr" rid="B14">Wang, 2020</xref>), and the model is analyzed by finite element-discrete element methods in program package ELFEN (<xref ref-type="bibr" rid="B2">Rockfield Software Ltd., 2016</xref>). In this study, the three-dimensional deflection and induced shear stress evolution of alternate fracturing with different perforation cluster spacing are analyzed.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Initial geometric engineering-scale 3D model of multistage hydrofracturing of horizontal well with five perforation clusters.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Basic physical parameters of the model.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Parameter</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Vertical <italic>in situ</italic> stress (<italic>z</italic> direction) <inline-formula id="inf34">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">40</td>
</tr>
<tr>
<td align="left">Horizontal minimum <italic>in situ</italic> stress (<italic>y</italic> direction) <inline-formula id="inf35">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">46</td>
</tr>
<tr>
<td align="left">Horizontal maximum <italic>in situ</italic> stress (<italic>x</italic> direction) <inline-formula id="inf36">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>H</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">60</td>
</tr>
<tr>
<td align="left">Fluid injection rate <italic>Q</italic> (m<sup>3</sup>/s)</td>
<td align="center">0.5</td>
</tr>
<tr>
<td align="left">Pore pressure <inline-formula id="inf37">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">10</td>
</tr>
<tr>
<td align="left">Biot&#x2019;s coefficient <inline-formula id="inf38">
<mml:math id="m45">
<mml:mi>&#x3b1;</mml:mi>
</mml:math>
</inline-formula>
</td>
<td align="center">0.75</td>
</tr>
<tr>
<td align="left">Elastic modulus <italic>E</italic> (GPa)</td>
<td align="center">31</td>
</tr>
<tr>
<td align="left">Poisson&#x2019;s ratio <inline-formula id="inf39">
<mml:math id="m46">
<mml:mi>&#x3bd;</mml:mi>
</mml:math>
</inline-formula>
</td>
<td align="center">0.22</td>
</tr>
<tr>
<td align="left">Permeability <inline-formula id="inf40">
<mml:math id="m47">
<mml:mi>k</mml:mi>
</mml:math>
</inline-formula> (nD)</td>
<td align="center">50</td>
</tr>
<tr>
<td align="left">Porosity <inline-formula id="inf41">
<mml:math id="m48">
<mml:mi>&#x3c6;</mml:mi>
</mml:math>
</inline-formula>
</td>
<td align="center">0.05</td>
</tr>
<tr>
<td align="left">Dynamic viscosity coefficient of fracturing fluid <inline-formula id="inf42">
<mml:math id="m49">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf43">
<mml:math id="m50">
<mml:mrow>
<mml:mtext>Pa</mml:mtext>
<mml:mo>&#x22c5;</mml:mo>
<mml:mtext>s</mml:mtext>
</mml:mrow>
</mml:math>
</inline-formula>)</td>
<td align="center">1.67 &#xd7; 10<sup>&#x2013;3</sup>
</td>
</tr>
<tr>
<td align="left">Bulk modulus of the fracturing fluid <inline-formula id="inf44">
<mml:math id="m51">
<mml:mrow>
<mml:msubsup>
<mml:mi>K</mml:mi>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">2000</td>
</tr>
<tr>
<td align="left">Perforation cluster spacing <italic>a</italic> (m)</td>
<td align="center">100, 75, 50, and 25</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3">
<title>Results and Analysis</title>
<sec id="s3-1">
<title>Thermal Effects and Spatial Deflection of Parallel Hydraulic Fractures</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the thermal gradient on the 3D fracture surfaces and surrounding rock. The value of thermal gradient can represent temperature difference and thermal diffusion trend. It can be seen that there is a significant temperature gradient at the fracture surface due to the temperature difference, which makes the temperature domain rapidly diffuse. The temperature gradient of the rock mass from the fracture area to the periphery gradually decreases until the far-field temperature gradient disappears.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Thermal gradient on the 3D fracture surfaces and surrounding rock.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g003.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the final fracture morphology and stress field results under different perforation cluster spacing in alternate fracturing. When the cluster spacing is large, the fractures are nearly parallel and stable. With the decrease of the perforation cluster spacing, the mutual interference between fractures gradually increases, and the deflection intensifies. The spacing of perforation clusters is an important factor affecting the spatial deflection behavior of spatial fractures.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Final morphology of fracture network and stress in alternate fracturing.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g004.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows the results of fracture propagation at each stage of alternate fracturing. The first fracture propagates in space close to the plane because there is no interference from other fractures. The fracture 3 propagates in space close to the plane due to the spacing between fracture 1 and fracture 3 is 100 m (This is equivalent to increasing the spacing between sequentially activated fractures). The fracture 2 is disturbed by fractures 1 and 3, and the deflection is intensified. Similarly, fracture 4 propagates after fracture 5 has completed fracturing and is deflected by disturbance from fracture 3 and fracture 5.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Dynamic propagation of fracture network in alternate fracturing.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g005.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Shear Stress Disturbance Induced by Multistage Hydrofracturing Under Different Cluster Spacing</title>
<p>A comparison of induced shear stress disturbance under thermal-hydraulic (HM) coupling and THM coupling is shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. The upper left side of the fracture is positive shear stress and the right side is negative shear stress. At the same time, the shear stress is negative at lower left of the fracture, andshear stress is positive at the lower right of the fracture. By comparing <xref ref-type="fig" rid="F6">Figures 6A,B</xref>, it is found that the induced shear stress field area around the fracture is larger when the thermal effect is considered, and the shear stress disturbance caused by the reduction of induced shear stress superposition is stronger. The degree of fracture propagation and spatial deflection also increase. Therefore, thermal diffusion has a great influence on the induced shear stress field disturbance around the fracture, which needs to be considered.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Disturbance of shear stress (Pa) in sequential fracturing for a cluster spacing of 100 m (&#x201c;&#x002B;&#x201d; represents positive shear stress, and &#x201c;&#x2212;&#x201d; represents negative shear stress).</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows the shear stress disturbance of alternate fracturing at different spacing of perforation clusters. At 100 m of perforation cluster spacing, the induced shear stress field around the fractures are slightly superimposed and reduced, and the fracture propagation is less affected by stress shadow effect. With the decrease of the spacing between perforating clusters, the superposition and disturbance of stress field between fractures gradually intensify. At 50 m of perforation cluster spacing, the positive and negative shear stress areas near the fractures superimpose obviously, resulting in the shear stress field on the right side of fracture 4 reduces obviously, and the fracture deflected to the left side of the larger shear stress field. At 25 m of perforation cluster spacing, the induced shear stress field around the fractures are superimposed and reduced seriously, resulting in the shear stress field on the right side of fracture 4 reduces obviously, and the deflection degree to the larger shear stress area on the left side becomes larger.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Disturbance of shear stress <inline-formula id="inf46">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (Pa) in alternate fracturing for different cluster spacing.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g007.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> shows the shear stress disturbance of alternate fracturing. In the first stage, the stress around the first fracture is almost symmetrical and the fracture propagates in a plane direction. In the second stage, fracture 3 begins to propagate, and since the two fractures are separated by uninitiated fracture 2, the stress shadow area around fracture 1 does not cover the shear stress area caused by fracture 3, so fracture 3 is not affected by stress shadow and propagates in plane. In the third stage, the shear stress field around fracture 2 is superimposed and reduced with the stress shadow around fracture 1 and fracture 3, causing fracture 2 to propagate and deflect towards the larger stress area. Similarly, in the fifth stage, the induced shear stress field around fracture 4 is superimposed and reduced with the stress shadow around fracture 3 and fracture 5, and the fracture deflection is intensified.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Disturbance of shear stress <inline-formula id="inf47">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi>z</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (Pa) in alternate fracturing.</p>
</caption>
<graphic xlink:href="fbuil-08-885993-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>The conclusions of this study can be summarized as follows:<list list-type="simple">
<list-item>
<p>1) Fracture propagation results under different spacing of perforation clusters show that the decrease of the spacing of multiple perforation clusters in horizontal wells will aggravate the mutual interference between parallel fractures and lead to the increase of fractures spatial deflection. The spacing of perforation clusters is an important factor affecting spatial deflection of spatial hydraulic fractures. Alternate fracturing can increase the spacing between sequentially activated fractures and reduce the deflection of hydraulic fractures.</p>
</list-item>
<list-item>
<p>2) As the spacing of perforation clusters decreases, the superposition area of shear stress field will increase, and the shear stress disturbance will become stronger, thus increasing the mutual interference between parallel fractures. In alternate fracturing, as fractures are activated alternately, the superposition and reduction of shear stress fields around fractures occur, decreasing the mutual interference between parallel fractures.</p>
</list-item>
<list-item>
<p>3) The thermal effect between fracturing fluid and rock matrix is an important factor affecting fracture propagation, and thermal effect may promote fracture propagation, and ignoring the thermal effects will underestimate the propagation of fracture networks. To investigate the mechanisms of thermal effects on stress variation, some micro-scale modelling and analysis need to be studied in the next work.</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>YW: Conceptualization, methodology, resources, writing&#x2014;reviewing and editing, supervision, project administration, and funding acquisition. NL: Methodology, software, formal analysis, investigation, data curation, writing&#x2014;original draft preparation, and visualization. YC: Formal analysis, data curation, and writing&#x2014;original draft preparation. XL: Software, formal analysis, and data curation.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>The authors gratefully acknowledge the financial support from the National Natural Science Foundation of China (grants 41877275 and 51608301); Beijing Natural Science Foundation (grant L212016); Yue Qi Young Scholar Project Foundation of China University of Mining and Technology, Beijing (grant 2019QN14); Fundamental Research Funds for the Central Universities, Ministry of Education of China (grant 2019QL02); Teaching Reform and Research Projects of Undergraduate Education of China University of Mining and Technology, Beijing (grants J210613, J200709, and J190701); and Open Fund of Tianjin Key Lab of Soft Soil Characteristics and Engineering Environment (grant 2017SCEEKL003).</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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