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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1116492</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.1116492</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>Simulation of hydraulic fracture initiation and propagation for glutenite formations based on discrete element method</article-title>
<alt-title alt-title-type="left-running-head">Tan 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.2022.1116492">10.3389/feart.2022.1116492</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tan</surname>
<given-names>Peng</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/1111649/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Gang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2154773/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Qian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Qing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Zhaowei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiang</surname>
<given-names>Degui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Chaolan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Xiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhai</surname>
<given-names>Wenbao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Zixuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shan</surname>
<given-names>Qinglin</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1773938/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>CNPC Engineering Technology R and D Company Limited</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Engineering Research Center for Oil and Gas Drilling and Completion Technology</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Petroleum Engineering, China University of Petroleum (Beijing)</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>College of Energy and Mining Engineering, Shandong University of Science and Technology</institution>, <addr-line>Shangdong</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/1725033/overview">Jun Lu</ext-link>, Shenzhen 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/2129158/overview">Wenda Li</ext-link>, Taiyuan University of Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2130833/overview">Yanfang Gao</ext-link>, Northwest University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Peng Tan, <email>tanpeng09jy@163.com</email>; Qinglin Shan, <email>shanqinglin2000@163.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Economic Geology, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1116492</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Tan, Chen, Wang, Zhao, Chen, Xiang, Xu, Feng, Zhai, Yang and Shan.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Tan, Chen, Wang, Zhao, Chen, Xiang, Xu, Feng, Zhai, Yang and Shan</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 existence of gravels in the glutenite formations leads to the complex geometries of hydraulic fracturing propagation and difficult construction in fracturing engineering. To study the hydraulic fracturing propagation law of glutenite formations, this paper establishes a fracture propagation model for the heterogeneous glutenite formations based on discrete element method, and analyzes the effects of gravel content, particle size, distribution, horizontal stress difference, fracturing fluid viscosity and flow rate on hydraulic fracturing propagation behavior. Results show that the complex geometries of hydraulic fractures in glutenite formations can lead to the generation of branched fractures and fracture bifurcation. Small-sized gravels have little effect on the fracture propagation shape which leads to a single main fracture with a flat fracture surface, on the contrary, large-sized gravels may induce hydraulic fractures to deflect along the gravel interface and form branched fractures with distorted fracture surfaces. Hydraulic fractures can propagate around gravels under the condition of high stress difference, high viscosity and medium flow rate. Gravels can prevent the propagation of hydraulic fractures under low stress difference, low viscosity and small flow rate. Hydraulic fracture bifurcation can occur when encountering gravels under high stress difference and large displacement. Properly increasing the high viscosity of fracturing fluids can effectively promote the main hydraulic fracture propagation and reduce the fracture tortuosity, thereby avoiding sand up.</p>
</abstract>
<kwd-group>
<kwd>glutenite</kwd>
<kwd>gravel</kwd>
<kwd>hydraulic fracturing</kwd>
<kwd>branching fractures</kwd>
<kwd>non-planar propagation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Due to lithology change, low porosity, poor permeability and strong heterogeneity, fracturing design and parameters optimization of glutenite formations face great challenge (<xref ref-type="bibr" rid="B7">Jia et al., 2017</xref>; <xref ref-type="bibr" rid="B25">Wang et al., 2017</xref>). For the gravels in glutenite formation, fracture distortion and multi-fracture propagation are prone to occur in the hydraulic fracturing process, resulting in sand up and affecting hydraulic fracturing effects (<xref ref-type="bibr" rid="B15">Meng et al., 2010</xref>; <xref ref-type="bibr" rid="B10">Li et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Feng et al., 2016</xref>; <xref ref-type="bibr" rid="B14">Ma et al., 2017</xref>). Therefore, studies of the fracture propagation law is of great significance for the stimulation and reconstruction in glutenite formation.</p>
<p>A large number of numerical simulations (<xref ref-type="bibr" rid="B3">Feng et al., 2017</xref>; <xref ref-type="bibr" rid="B30">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B32">Zhang et al., 2018</xref>; <xref ref-type="bibr" rid="B12">Lu et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Wang et al., 2021</xref>; <xref ref-type="bibr" rid="B28">Wei et al., 2021</xref>) and experimental investigations (<xref ref-type="bibr" rid="B1">Fan et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Ma et al., 2017</xref>; <xref ref-type="bibr" rid="B16">Moghadasi et al., 2019</xref>; <xref ref-type="bibr" rid="B22">Tan et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Xie et al., 2022</xref>) have been carried out for the hydraulic fractures propagation of different lithologies. <xref ref-type="bibr" rid="B19">Tan et al. (2017)</xref>, <xref ref-type="bibr" rid="B23">Tan et al. (2020)</xref> summarized fracture morphology types in mid-depth and deep shale formation. For mid-depth shales, fracture geometries were characterized by simple fracture, fishbone-like fracture, fishbone-like fracture with fissure opening, and multilateral fishbone-like fracture network (2017). For deep shales, fracture geometries were characterized by horizontal hydraulic fracture, transverse fracture, step-shaped hydraulic fracture with fissure opening, and multilateral step-shaped hydraulic fracture network (2020). <xref ref-type="bibr" rid="B24">Wan et al. (2019)</xref>; <xref ref-type="bibr" rid="B20">Tan et al. (2021)</xref> came up with the concept of &#x201c;lithology transition zone&#x201d; for coal measure strata and studied the fracture propagation and penetration behavior; <xref ref-type="bibr" rid="B33">Zhao et al. (2007)</xref> compared hydraulic fractures propagation law in different lithologies such as basalt, conglomerate, marl. For glutenite formations; <xref ref-type="bibr" rid="B13">Luo et al. (2013)</xref> considered that particle size, content of gravel and the properties of the interface are the internal reason for irregular hydraulic fractures and pressure fluctuations based on the numerical simulation results; <xref ref-type="bibr" rid="B15">Meng et al. (2010)</xref> analyzed the influence of gravel particle size and horizontal stress difference on fracture propagation morphology and pressure curve using artificial samples; <xref ref-type="bibr" rid="B10">Li et al. (2013)</xref> analyzed the effects of the <italic>in situ</italic> stress and gravels on fracture propagation with RFPA-Flow, and summed up four typical fracture propagation modes at the gravel, including fracture arrest, deflection, penetration and adsorption. Based on the three-dimensional reconstructed heterogeneous glutenite model; <xref ref-type="bibr" rid="B8">Ju et al. (2016)</xref> studied the initiation and propagation of hydraulic fractures under different horizontal stress differences by using the discrete element method, and compared with the physical simulation results. Although this research reveals the fracture propagation law of glutenite formation to some extent, there are still many issues worthy of further discussion. On the one hand, the glutenite formation is different from the sandstone reservoir which has fast phase transformation, large changes in lithology and permeability, and poor sandstone connectivity and strong heterogeneity. The brittle fracture morphology of the glutenite formation is obviously different from that of the normal sandstone reservoir especially when glutenite formation contains high gravel content and large gravel particles, the fracture surface is extremely irregular and prone to multiple fractures (<xref ref-type="bibr" rid="B14">Ma et al., 2017</xref>). Also, multiple fractures will increase the filtration of the fracturing fluid, thus affecting the fracture and sand carrying capacity, resulting in difficult large-scale fracturing treatment. At present, many studies has been carried out on the physical characteristics of glutenite formations, and these studies focus mainly on reservoir characteristics and flow problems in the development process (<xref ref-type="bibr" rid="B31">Zhang et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Wang et al., 2020</xref>), However, the research on fracture propagation law in glutenite formation is relatively less. On the other hand, it is impossible to obtain directly theoretical solution of the fracture propagation law under the restriction of the factors such as the great lithology changes and the strong heterogeneity for glutenite formations. The laboratory experiment is one of the methods that can be tried, and some intuitive observations can be obtained through the laboratory experiments (<xref ref-type="bibr" rid="B14">Ma et al., 2017</xref>). However, due to the uncertainty of the content, size, properties and distribution characteristics of the gravels in the glutenite formations, the laboratory results are generally very discrete, and it is difficult to conclude a repeatable conclusion by a limited number of tests.</p>
<p>Based on the physical and mechanical parameters, the discrete element method is also an effective way to study the hydraulic fracturing propagation law under complex conditions (<xref ref-type="bibr" rid="B30">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B21">Tan et al., 2018</xref>; <xref ref-type="bibr" rid="B6">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Huang et al., 2023</xref>). Therefore, this paper uses 2D Particle Flow Code (<xref ref-type="bibr" rid="B17">PFC2D, 2006</xref>) to analyze the hydraulic fracturing propagation law in glutenite formations, in order to guide the fracturing design and construction for glutenite formations.</p>
</sec>
<sec id="s2">
<title>2 Model calibration and schemes</title>
<sec id="s2-1">
<title>2.1 Model calibration</title>
<p>In order to illustrate the reliability of PFC2D, simulation of uniaxial compression is carried out, and the simulation results are compared with the laboratory results. The size of the model is 25&#xa0;mm &#xd7; 50&#xa0;mm. The top and bottom surfaces are set as rigid walls with constant displacement. The left and right sides are set to the constant pressure wall controlled by servo to simulate the loading of confining pressure. The confining pressure is set to 0.1&#xa0;MPa. Since the pressure is very small compared with the fracture pressure of the samples, thus it can be ignored and can be approximated to uniaxial loading. The micro parameters in the model are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The samples in the laboratory were collected from sandstone cores of a block in Changqing Oilfield. The rock mechanics parameters obtained by numerical simulation are close to those obtained by laboratory experiment, as shown in <xref ref-type="table" rid="T2">Table 2</xref>. The hydraulic fracture geometries in the laboratory and simulation are similar which are shear fractures, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Therefore, it proves the reliability of the PFC 2D method to reconstruct the rock structure and simulate the hydraulic fracturing process.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Calibrated micromechanical parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Micromechanical parameters</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Elastic modulus of the particle element, <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi mathvariant="italic">mod</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1.2</td>
</tr>
<tr>
<td align="center">Elastic modulus of the bonding element, P<sub>b</sub>_<inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi mathvariant="italic">mod</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (GPa)</td>
<td align="center">17</td>
</tr>
<tr>
<td align="center">Ratio of normal stiffness to tangential stiffness for particle element, <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1.0</td>
</tr>
<tr>
<td align="center">Ratio of normal stiffness to tangential stiffness for bonding element, <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mo>/</mml:mo>
<mml:mover accent="true">
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1.2</td>
</tr>
<tr>
<td align="center">Tensile strength for the bonding element, <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:mover accent="true">
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">11</td>
</tr>
<tr>
<td align="center">Shear strength for the bonding element, <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3c4;</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (MPa)</td>
<td align="center">21</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Comparison of measured and simulated macro mechanical properties.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Parameters</th>
<th align="center">Measured mechanical parameters in laboratory</th>
<th align="center">Obtained mechanical parameters in simulation</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Elastic modulus (GPa)</td>
<td align="center">20.32</td>
<td align="center">21.29</td>
</tr>
<tr>
<td align="center">Poisson&#x2019;s ratio</td>
<td align="center">.174</td>
<td align="center">.175</td>
</tr>
<tr>
<td align="center">Uniaxial compressive strength (MPa)</td>
<td align="center">118.45</td>
<td align="center">120.13</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Comparison of the fracture geometry for the simulated result <bold>(A)</bold> and experimental result <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Hydraulic coupling model</title>
<p>In this paper, PFC2D software was utilized to establish the fluid solid coupling model of hydraulic fracturing. In the model, each particle contact is a flow channel to simulate the fluid flow, and that these channels contact up small &#x201c;domains&#x201d; that store some fluid pressure, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The particles position can be changed by the change of contact force, and finally the change of channel pores is realized.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The model of domain and flow channel in PFC2D (<xref ref-type="bibr" rid="B21">Tan et al., 2018</xref>).</p>
</caption>
<graphic xlink:href="feart-10-1116492-g002.tif"/>
</fig>
<p>The flow rate of fluid exchange can be expressed by Hagen Poiseuille equation (<xref ref-type="bibr" rid="B4">Hiroyuki et al., 2011</xref>):<disp-formula id="e1">
<mml:math id="m7">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>w</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>Where, <inline-formula id="inf7">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the pressure difference between the two pore basins, <inline-formula id="inf8">
<mml:math id="m9">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the fluid viscosity, <inline-formula id="inf9">
<mml:math id="m10">
<mml:mrow>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the aperture and <inline-formula id="inf10">
<mml:math id="m11">
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the length of the fluid channel.</p>
<p>Each channel has an aperture associated with it. The aperture is calculated by:<disp-formula id="e2">
<mml:math id="m12">
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>Where, <inline-formula id="inf11">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the residual aperture for particles that are just touching, <inline-formula id="inf12">
<mml:math id="m14">
<mml:mrow>
<mml:mi>F</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the normal stress at the contact and <inline-formula id="inf13">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the contact stress at which the aperture decreases to half of its initial aperture.</p>
<p>For each time increment, the change of fluid pressure <inline-formula id="inf14">
<mml:math id="m16">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is (<xref ref-type="bibr" rid="B4">Hiroyuki et al., 2011</xref>):<disp-formula id="e3">
<mml:math id="m17">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>Where, <inline-formula id="inf15">
<mml:math id="m18">
<mml:mrow>
<mml:mi>&#x3a3;</mml:mi>
<mml:mi>Q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the total flow rate of fluids, <inline-formula id="inf16">
<mml:math id="m19">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the duration in one time step, <inline-formula id="inf17">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the compressive modulus of the fluid, <inline-formula id="inf18">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the &#x201c;domain&#x201d;, that is the pore volume and <inline-formula id="inf19">
<mml:math id="m22">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the pore volume change.</p>
</sec>
<sec id="s2-3">
<title>2.3 Simulation scheme</title>
<p>A two-dimensional plane model was established by using PFC2D, as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. The size of the model is 50&#xa0;cm &#xd7; 50&#xa0;cm, and the diameter of the composed spherical particles is set to 1&#xa0;mm, with a total of 6,547 in particles. The diameter of the middle circular hole is 3&#xa0;cm, which is utilized to simulate the injection hole. In <xref ref-type="fig" rid="F3">Figure 3</xref>, the maximum horizontal <italic>in situ</italic> stress is applied along the X-axis direction, and the minimum horizontal <italic>in situ</italic> stress is applied along the Y-direction. The simulation parameters are shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The geometric model.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g003.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Simulation parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample number</th>
<th align="center">Maximum horizontal stress (MPa)</th>
<th align="center">Minimum horizontal stress (MPa)</th>
<th align="center">Horizonal stress difference (MPa)</th>
<th align="center">Average gravel size (mm)</th>
<th align="center">Gravel volume content (%)</th>
<th align="center">Flow rate (mL/min)</th>
<th align="center">Viscosity (mPa.s)</th>
<th align="center">Gravel or not</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">&#x23;1</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="center">N</td>
</tr>
<tr>
<td align="center">&#x23;2</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">12</td>
<td align="center">25</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;3</td>
<td align="center">30</td>
<td align="center">25</td>
<td align="center">5</td>
<td align="center">12</td>
<td align="center">25</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;4</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">5</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;5</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">8</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;6</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">12</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;7</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">16</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;8</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">20</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;9</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">10</td>
<td align="center">10</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;10</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">10</td>
<td align="center">20</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;11</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">10</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;12</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">10</td>
<td align="center">40</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;13</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">10</td>
<td align="center">50</td>
<td align="center">35</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;14</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">16</td>
<td align="center">50</td>
<td align="center">35</td>
<td align="center">10</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;15</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">16</td>
<td align="center">50</td>
<td align="center">35</td>
<td align="center">30</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;16</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">16</td>
<td align="center">50</td>
<td align="center">35</td>
<td align="center">100</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;17</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">12</td>
<td align="center">40</td>
<td align="center">5</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;18</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">12</td>
<td align="center">50</td>
<td align="center">5</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;19</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">8</td>
<td align="center">40</td>
<td align="center">50</td>
<td align="center">20</td>
<td align="left"/>
</tr>
<tr>
<td align="center">&#x23;20</td>
<td align="center">30</td>
<td align="center">28</td>
<td align="center">2</td>
<td align="center">12</td>
<td align="center">50</td>
<td align="center">50</td>
<td align="center">20</td>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Effects of geological factors</title>
<p>
<list list-type="simple">
<list-item>
<p>1) <italic>In-situ</italic> stress</p>
</list-item>
</list>
</p>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the hydraulic fracture propagation patterns under different conditions of <italic>in situ</italic> stress differences for the two cases of whether there is gravel or not. The simulation results show that the presence of gravels increases the complexity of the hydraulic fracture propagation. When the horizontal stress difference is small, the fracture propagation is less restricted by the <italic>in situ</italic> stress, and radial fractures are easily formed along the wellbore direction. However, during the hydraulic fracture propagation, the branched fractures propagating in the direction of non-maximum <italic>in situ</italic> stress are prone to be arrested after encountering gravels, and the hydraulic fractures extending in the direction of maximum <italic>in situ</italic> stress become domination. When the horizontal stress difference is large, the hydraulic fractures tend to extend in the direction of the maximum horizontal stress, and there are few branched fractures. In this condition, the main hydraulic fracture will detour after encountering gravels during the propagation process.<list list-type="simple">
<list-item>
<p>2) Average gravel size</p>
</list-item>
</list>
</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Fracture propagation geometry under different stress differences.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g004.tif"/>
</fig>
<p>To study the influence of gravel particle size on hydraulic fracture propagation, five groups of calculation examples are designed. In each case, the principal stress difference is 2&#xa0;MPa, and the gravel content is 30%. The simulation results are shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Fracture propagation geometry under different gravel sizes.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g005.tif"/>
</fig>
<p>Simulation results show that, the distribution of gravels becomes more dispersed with the increase of the gravel size if the gravel content is same. The main fracture has enough spaces to propagate around the gravels, and the probability for encountering gravels decreases. However, under the control of the principal stresses, once the main fracture encounters the larger-sized gravel, more energy is required to bypass the gravel, and the hydraulic fracture will have a greater turning angle. When the particle size of the gravel is small, the number of the gravel increases, and the main fracture is more likely to encounter the gravels during propagation. However, the degree of stress concentration has been homogenized in the situation, and the hydraulic fracture can easily continue to propagate around the gravel. Hence, the inhibition and shielding effect of gravels on hydraulic fractures are relatively weak, and the fractures are relatively straight.</p>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> shows the relationship between different gravel sizes and fracture initiation pressure. Results show that under the same gravel content, the fracture initiation pressure increases at initial stage and then decreases with the increase of gravel size. At a certain volume content, the size of the gravel has a probabilistic effect on the fracture propagation. When the gravel particle size increases, the sensitivity and uncertainty of the system stability increases, and the probability characteristics are obvious. The decreases in the gravel particle size contribute to the generation of micro-fractures clusters between the gravel, matrix and matrix, which reduces the rock strength and the fracture initiation pressure. (<xref ref-type="bibr" rid="B9">Khristianovic, 1955</xref>; <xref ref-type="bibr" rid="B10">Li et al., 2013</xref>).<list list-type="simple">
<list-item>
<p>3) Gravel content</p>
</list-item>
</list>
</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Initiation pressures under different gravel sizes.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g006.tif"/>
</fig>
<p>In this section, to simulate the hydraulic fractures propagation under different gravel contents, six groups of calculation examples are designed with gravel contents of 0%, 10%, 20%, 30%, 40% and 50%. The average gravel size is 10&#xa0;mm. The simulation results are shown in <xref ref-type="fig" rid="F7">Figure 7</xref>.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Fracture propagation geometry under different gravel volume contents.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g007.tif"/>
</fig>
<p>Results show that the non-uniform distribution of gravels will lead to asymmetric hydraulic fracture propagation. With the increase of gravel content, micro-fractures at the end of the main fracture continue to initiate and propagate. The gravels distributed on the fracture propagation path will have an influence on the fracture propagation direction, which the gravels in other areas have little effect on the fracture propagation. With more gravel content on the propagation path, the fractures bypass and turn around the gravel to form S-shaped fractures.</p>
</sec>
<sec id="s3-2">
<title>3.2 Effects of engineering factors</title>
<p>
<list list-type="simple">
<list-item>
<p>1) Fracturing fluid viscosity</p>
</list-item>
</list>
</p>
<p>To study the influence of fracturing fluid viscosity on hydraulic fracture propagation, three groups of examples are designed in this section. The fracturing fluid viscosity is 10&#xa0;<inline-formula id="inf20">
<mml:math id="m23">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mi mathvariant="normal">s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, 30&#xa0;<inline-formula id="inf21">
<mml:math id="m24">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mi mathvariant="normal">s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and 100&#xa0;<inline-formula id="inf22">
<mml:math id="m25">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:mi mathvariant="normal">s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. The simulation results are shown in <xref ref-type="fig" rid="F8">Figure 8</xref>.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Fracture propagation geometry under different fracturing fluid viscosity.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g008.tif"/>
</fig>
<p>Results show that the lower the viscosity of the fracturing fluid is, the easier the fracturing fluid is to loss along the fracture to the matrix, resulting in the generation of multi-branched fractures. Due to the joint distribution of hydraulic energy by the multi-branched hydraulic fractures, the length of the main hydraulic fracture becomes shorter. As the viscosity of fracturing fluid increases, the possibility of infiltration in all directions is reduced, as a result, the hydraulic fracture morphology is relatively straight and the length of the main fracture increases. Therefore, the length of the main hydraulic fracture can be increased by increasing the viscosity of fracturing fluids during constructions.<list list-type="simple">
<list-item>
<p>2) Flow rate of fracturing fluid</p>
</list-item>
</list>
</p>
<p>To study the effect of flow rate on the fracture propagation, two sets of calculation examples are designed in this section, and the flow rates are 5&#xa0;<inline-formula id="inf23">
<mml:math id="m26">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="italic">min</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and 50&#xa0;<inline-formula id="inf24">
<mml:math id="m27">
<mml:mrow>
<mml:mi>m</mml:mi>
<mml:mi>l</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi mathvariant="italic">min</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. Under each flow rates, two kinds of gravel contents and gravel sizes were set respectively to simulate the hydraulic fracture propagation process. The simulation results are shown in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Fracture propagation geometry under different fluid flow rate.</p>
</caption>
<graphic xlink:href="feart-10-1116492-g009.tif"/>
</fig>
<p>The studies show that under small flow rate, the hydraulic fracture geometry is relatively simple, and the gravels can cause the arrest of the hydraulic fracture. Under large flow rate, after encountering gravels in the fracture propagation process, fluids in the fracture are likely to produce a &#x201c;water hammer effect&#x201d;, which leads to the fracture bifurcation and multiple fractures. Contrastively, for homogeneous reservoirs, high flow rate also does not cause fracture bifurcation (<xref ref-type="bibr" rid="B18">Stanchits et al., 2014</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>1) The gravels in the glutenite formation will have a significant impact on the initiation and propagation of hydraulic fractures. Compared with homogeneous sandstone formations, the glutenite formations own complex hydraulic fracture geometries, which could easily lead to the generation of branched fractures and bifurcation fractures, making non-planar fracture type.</p>
</list-item>
<list-item>
<p>2) This study applied PFC to simulate the hydraulic fracturing propagation of glutenite formations, and there are three main behaviors for the hydraulic fracture as encountering gravels: bypass, stop and bifurcation. Under the high stress difference, high viscosity and moderate flow rate, hydraulic fractures can continue to propagate around the gravel. Under low <italic>in situ</italic> stress difference, lower viscosity and smaller flow rate, gravels can prevent the propagation of hydraulic fractures. Under the higher <italic>in situ</italic> stress difference and larger displacement, hydraulic fractures can bifurcate and continue to propagate.</p>
</list-item>
<list-item>
<p>3) The particle size and content of gravels have a certain influence on the fracture propagation. The larger gravel particle size makes it easier to cause the hydraulic fracture to stop or bypass at the gravel. Only the gravel distribution in the direction of hydraulic fracture propagation will cause the hydraulic fracture propagation changes, and the more gravels intensively distributes in the propagation direction, the more distorted the hydraulic fracture is, and which will result in a S-shaped fracture.</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 authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>PT: Conceptualization, Methodology, and Writing of the original draft. GC: Conceptualization, and Methodology. QW: Methodology, and Resources. QZ: Methodology, and Supervision. ZC: Methodology, and Supervision. DX: Conceptualization and Review. CX: Review and Editing. XF: Review and Editing. WZ: Methodology and Editing. ZY: Review and Editing. QS: Conceptualization and Review.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>The authors gratefully acknowledge the support of CNPC science and technology project (2021DQ03-37, 2021DJ4706, 2021DJ4102), CPET science and technology project (CPET202105).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>PT, GC, QW, QZ, ZC, DX, XF, WZ, and ZY was employed by CNPC Engineering Technology R and D Company Limited.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="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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