<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="brief-report" 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. 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">1366384</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1366384</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Characterization of methane hydrate extraction influenced by hydraulic fractures using a coupled thermo-hydro-mechanical-chemical model</article-title>
<alt-title alt-title-type="left-running-head">Sun 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.2024.1366384">10.3389/feart.2024.1366384</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2193571/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Xiangyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jia</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Marine Science and Technology</institution>, <institution>Shandong University</institution>, <addr-line>Qingdao</addr-line>, <addr-line>Shandong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Civil Engineering</institution>, <institution>Wuhan University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1618430/overview">Feng Xiong</ext-link>, China University of Geosciences Wuhan, 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/1656284/overview">Longxiao Guo</ext-link>, Kyushu University, Japan</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2625124/overview">Mengyi Li</ext-link>, Tongji University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiangyu Xu, <email>xiangyu.xu@whu.edu.cn</email>; Chao Jia, <email>chaojia@sdu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1366384</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Sun, Xu and Jia.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Sun, Xu and Jia</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 low permeability of the methane hydrate-bearing sediment limits the methane gas extraction. To enhance methane hydrate extraction, hydraulic fracturing can be a promising approach to improve the hydrate reservoir permeability by creating a fracture network in the reservoir. In this study, a coupled thermo-hydro-mechanical-chemical mathematical model and its numerical implementation based on finite element technology are introduced to analyze the methane hydrate extraction through fractured methane hydrate-bearing sediment considering methane hydrates dissociation, gas-water two-phase flow, heat transfer, dynamic changes of the sediment permeability, and deformation of both sediment matrix and fractures as well as capturing the interplay between them. The coupled thermo-hydro-mechanical-chemical numerical model is verified by reproducing a methane hydrates dissociation laboratory test. Finally, we conduct a series of simulations for the methane gas depressurization extraction through the sediments with the DFNs assigned as diverse geometrical characteristics. The influence of hydraulic fracture network geometrical and hydraulic characteristics on methane hydrate extraction are discussed. The results can offer a reference for enhancing the methane hydrate extraction efficiency.</p>
</abstract>
<kwd-group>
<kwd>hydraulic fracture</kwd>
<kwd>THMC coupling model</kwd>
<kwd>methane hydrate</kwd>
<kwd>finite element method</kwd>
<kwd>numerical modelling</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Solid Earth Geophysics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Nature gas hydrate (NGH) is a solid ice-like substance formed by water and methane in a low-temperature and high-pressure environment (<xref ref-type="bibr" rid="B7">Jiang et al., 2022a</xref>) and is regarded as a promising clean fuel source with high energy density (<xref ref-type="bibr" rid="B3">Guo et al., 2022</xref>). To exploit the NGH stored in the deep-sea sediments, different exploitation strategies are proposed (<xref ref-type="bibr" rid="B32">Zhu et al., 2021</xref>) and divided into the following four steps, namely drilling a deep well into the NGH reservoirs, increasing the reservoir permeability by hydraulic fracturing, hydrolyzing the NGH into gas and water, and pumping the decomposed natural gas. The depressurization method (<xref ref-type="bibr" rid="B12">Li et al., 2015</xref>) is the most commonly adopted to hydrolyze the NGH into gas. However, during the process of depressurization production, the hydrolysis process can lower temperature and lead to stress redistribution in the reservoir, which in turn inhibits this hydrolysis process (<xref ref-type="bibr" rid="B30">Ye et al., 2022</xref>). These changes can decrease the hydrolysis rate and affect the production efficiency. More seriously, the change in the mechanical properties of the reservoir can lead to deformation of the reservoir and even cause irregular subsea subsidence and landslide (<xref ref-type="bibr" rid="B20">Sun et al., 2021</xref>; <xref ref-type="bibr" rid="B29">Xiong et al., 2021</xref>; <xref ref-type="bibr" rid="B21">Sun et al., 2022</xref>).</p>
<p>To uncover the complex response mechanisms of NGH reservoirs, many laboratory (<xref ref-type="bibr" rid="B10">Kwon et al., 2013</xref>; <xref ref-type="bibr" rid="B5">Han et al., 2018</xref>) and/or field tests (<xref ref-type="bibr" rid="B25">Uddin et al., 2014</xref>; <xref ref-type="bibr" rid="B9">Konno et al., 2017</xref>) have been conducted. However, due to the complex environment, laboratory testa are usually conducted in closed reactors and the field test is usually conducted under subsea formations, which means the direct depressurization production process is difficult to control and observe directly. In addition to the experimental method, many theoretical laws (<xref ref-type="bibr" rid="B31">Yu et al., 2014</xref>; <xref ref-type="bibr" rid="B27">Wang et al., 2018</xref>) or empirical models (<xref ref-type="bibr" rid="B2">Clarke and Bishnoi, 2000</xref>; <xref ref-type="bibr" rid="B4">Haligva et al., 2010</xref>) are proposed to conclude the test observations based on these obtained test data. However, due to the limitations in representing complex conditions of the NGH reservoir, these theoretical laws or empirical formulas heavily rely on many simplifications, and can hardly be used to investigate the depressurization production process. As an alternative, the numerical simulation method has been adopted to investigate mechanisms of NGH depressurization production (<xref ref-type="bibr" rid="B19">Ruan et al., 2012</xref>).</p>
<p>In the past decades, numerous numerical simulations have been made to understand depressurization production from NGH reservoirs (<xref ref-type="bibr" rid="B24">Uchida et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Sun et al., 2018</xref>). <xref ref-type="bibr" rid="B14">Liang et al. (2022)</xref> proposed a fully coupled thermos-hydro-chemo-mechanical (THCM) model and investigated the influence of phase equilibrium pressure and reservoir dynamic pressure on the process of hydrate depressurization production. <xref ref-type="bibr" rid="B23">Sun et al. (2019)</xref> simulated Masuda&#x2019;s core-scale gas production experiments using a fully coupled THCM model and investigated the influence of effective permeability and downhole pressure on the hydrolysis process. <xref ref-type="bibr" rid="B13">Li et al. (2022)</xref> elaborated a numerical framework for describing hydrate formation at equilibrium conditions and then investigated the mechanical response of NGH solids during the depressurization production process. <xref ref-type="bibr" rid="B15">Liang et al. (2021)</xref> uncover the mechanism of production pressure, initial absolute permeability, phase equilibrium parameter, and initial water saturation in effecting gas production rate. <xref ref-type="bibr" rid="B26">Wan et al. (2022)</xref> proposed a THMC-coupled model to simulate the fluid flow in hydrate-bearing sediments and the geo-mechanical behavior of NGH and the effect of the pore pressure and hydrate dissociation on the solid mechanical behavior is investigated. <xref ref-type="bibr" rid="B30">Ye et al. (2022)</xref> developed a THMC model, which can reasonably consider the effect of gravity and investigated the behavior of NGH during the hydrolysis process. <xref ref-type="bibr" rid="B28">Wang et al. (2022)</xref> used a coupled THM model to investigate the driving forces of hydrate reformation during the dissociation process induced by depressurization, and its results show that the cooling driving force is the main controlling factor of hydrate reformation.</p>
<p>Besides the NGH hydrolysis process under the depressurization method, many simulations have also been made to investigate the response of NGH reservoirs during depressurization production and improve the exploitation strategy. <xref ref-type="bibr" rid="B6">Jiang et al. (2022b)</xref> established a THMC multi-field coupling theoretical model based on COMSOL to simulate the processes of depressurization production and uncover the influence of temperature and pressure conditions on the NGH reservoirs. <xref ref-type="bibr" rid="B17">Merey and Sinayuc (2017)</xref> simulated the NGH depressurization production by the HydrateResSim numerical simulators (<xref ref-type="bibr" rid="B18">Moridis et al., 2005</xref>), and the original production strategies were optimized based on the obtained simulation results. <xref ref-type="bibr" rid="B23">Sun et al. (2019)</xref> embedded a Mohr-Coulomb geomechanical model into a fully coupled THM model and systematically investigated the mechanical behaviors of the NGH reservoir during 1 year of depressurization production. As analyzed in the above test, current numerical investigations have a great contribution to better understanding the mechanism of the NGH hydrolysis process in the reservoir and improving the efficiency and safety of the NGH production. However, in these studies, the influence of the hydraulic fractures, which has a direct and significant impact on the permeability of the reservoir and the production rates, is rarely considered, and this limitation may lead to some difference between the numerical results and the real case.</p>
<p>Therefore, to better consider the change of the reservoir permeability induced by the hydraulic fracture, this study first introduces a coupled thermo-hydro-mechanical-chemical mathematical model and its numerical implementation based on finite element technology to analyze the methane hydrate extraction through fractured methane hydrate-bearing sediment considering methane hydrates dissociation, gas-water two-phase flow, heat transfer, dynamic changes of the sediment permeability and deformation of both sediment matrix and fractures as well as capturing the interplay between them. Then the coupled thermo-hydro-mechanical-chemical numerical model is verified by reproducing a methane hydrates dissociation laboratory test. Finally, we conduct a series of simulations for the methane gas depressurization extraction through the sediments with the DFNs assigned as diverse geometrical characteristics. The influence of hydraulic fracture network geometrical and hydraulic characteristics on methane hydrate extraction are discussed.</p>
</sec>
<sec id="s2">
<title>2 Mathematical model</title>
<sec id="s2-1">
<title>2.1 Fundamental assumptions</title>
<p>Several assumptions are made to obtain the THMC coupling model used in this study. (1) All phases are in local thermal equilibrium. (2) The hydrate dissociation follows Kim-Bishnoi kinetics model. (3) The fluids flow very slowly, controlled by Darcy&#x2019;s law. (4) Different phases do not interact with each other. (5) The liquid is pure water, and the influence of salinity is ignored. (6) Dissolution and precipitation are not considered (<xref ref-type="bibr" rid="B23">Sun et al., 2019</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Governing equations</title>
<p>The processes of methane hydrates phase change, gas-water two-phase flow, heat transfer, and deformation of both sediment matrix and fractures during methane hydrate dissociation are dominated by Eq. <xref ref-type="disp-formula" rid="e1">(1)</xref> as follows (<xref ref-type="bibr" rid="B23">Sun et al., 2019</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mfenced open="{" close="" separators="|">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="bold">k</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi mathvariant="bold">g</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="bold">k</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mi mathvariant="bold">g</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</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>h</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi mathvariant="bold">u</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">q</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>T</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>c</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">q</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:mi>H</mml:mi>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>q</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mo>&#x2207;</mml:mo>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi mathvariant="bold-italic">&#x3b4;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi mathvariant="bold-italic">g</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn mathvariant="bold">0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>&#x3c1;</italic>, <italic>S</italic>, <italic>P</italic>, <italic>c</italic>, <italic>k</italic>
<sub>
<italic>T</italic>
</sub>, <italic>&#x3bc;</italic>, and <italic>M</italic> are the density, saturation, pressure, specific heat capacity, heat conductive coefficient, dynamic viscosity, and molar mass of each phase, respectively; the subscript <italic>i</italic> &#x3d; <italic>w</italic>, <italic>g</italic>, <italic>h</italic> for water, gas, and hydrate, respectively; &#x1d441;<sub>
<italic>h</italic>
</sub> is the hydrate number in the phase change equation <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mtext>CH</mml:mtext>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mo>&#x2192;</mml:mo>
<mml:msub>
<mml:mtext>CH</mml:mtext>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>; <bold>k</bold> is intrinsic permeability; <italic>&#x3d5;</italic> is porosity; <bold>g</bold> is gravitational acceleration; <bold>u</bold> is a displacement of solid phase; <italic>k</italic>
<sub>rw</sub> and <italic>k</italic>
<sub>rg</sub> are the relative permeability of water and gas, respectively; &#x394;<italic>H</italic> is the enthalpy change; and <italic>q</italic>
<sub>
<italic>T</italic>
</sub> is heat sink/source term. The intrinsic permeability of a fracture is controlled by the parallel plate model as<inline-formula id="inf2">
<mml:math id="m3">
<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:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>12</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>a</italic> is hydraulic aperture. In addition, gas density <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>R</italic> is the gas constant. <italic>R</italic>
<sub>
<italic>h</italic>
</sub> is the reaction rate per mole and can be calculated by the Kim-Bishnoi kinetics model (<xref ref-type="bibr" rid="B8">Kim et al., 1987</xref>) as <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>R</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>E</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where &#x394;<italic>E</italic> is the activation energy, <italic>K</italic>
<sub>
<italic>d0</italic>
</sub> is the kinetic dissociation constant, the specific area <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msqrt>
<mml:mfrac>
<mml:mrow>
<mml:msup>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:msqrt>
</mml:mrow>
</mml:math>
</inline-formula>, and phase equilibrium pressure <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>q</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> with two regression constants <italic>a</italic>
<sub>1</sub> and <italic>a</italic>
<sub>2</sub> (<xref ref-type="bibr" rid="B6">Jiang et al., 2022b</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Evolution of sediment hydraulic properties</title>
<p>Complex interactions occur between methane hydrates dissociation, gas-water two-phase flow, heat transfer, and deformation of both sediment matrix and fractures, especially the effect on the effective saturation, sediment matrix porosity, and fracture aperture, thereby influencing their hydraulic characteristics such as relative permeability, capillary pressure, and permeability. Specifically, the permeability revision of fracture is achieved through the update of fracture opening. In addition, the relative permeability <italic>k</italic>
<sub>
<italic>rw</italic>
</sub> and <italic>k</italic>
<sub>
<italic>rg</italic>
</sub> mentioned above are evaluated by Eq. <xref ref-type="disp-formula" rid="e2">(2)</xref> as follows (<xref ref-type="bibr" rid="B1">Brooks and Corey, 1966</xref>):<disp-formula id="e2">
<mml:math id="m8">
<mml:mrow>
<mml:mfenced open="{" close="" separators="|">
<mml:mrow>
<mml:mtable columnalign="left">
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mfrac>
</mml:msubsup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mfrac>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>&#x3bb;</italic> is the pore-size distribution index; <italic>S</italic>
<sub>
<italic>wr</italic>
</sub> is the residual water saturation; <italic>S</italic>
<sub>
<italic>gr</italic>
</sub> is the residual gas saturation; and <inline-formula id="inf7">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the effective water saturation. The dynamic evolution of sediment matrix porosity is described by leveraging the porosity-mean stress relationship. This relationship provides a framework for expressing the dynamic changes in sediment matrix porosity in response to fluid pressure-induced deformation by Eq. <xref ref-type="disp-formula" rid="e3">(3)</xref> as follows:<disp-formula id="e3">
<mml:math id="m10">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mi>K</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf8">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>x</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>y</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is effective mean stress; <italic>K</italic> is sediment bulk modulus; <italic>&#x3b1;</italic> is the Biot coefficient and <italic>&#x3d5;</italic>
<sub>0</sub> is initial sediment porosity. Accordingly, the dynamic changes in matrix permeability are calculated by Eq. <xref ref-type="disp-formula" rid="e4">(4)</xref> a cubic relationship with porosity (<xref ref-type="bibr" rid="B16">Masuda et al., 1999</xref>):<disp-formula id="e4">
<mml:math id="m12">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mfrac>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mi>K</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <italic>k</italic>
<sub>0</sub> is the initial permeability of the hydrate-free sediments; and <italic>N</italic> is a permeability reduction exponent. Furthermore, the capillary pressure evolves with porosity and permeability, controlled by Eq. <xref ref-type="disp-formula" rid="e5">(5)</xref> as follows (<xref ref-type="bibr" rid="B11">Leverett, 1941</xref>):<disp-formula id="e5">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>S</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
<mml:mfrac>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <italic>P</italic>
<sub>
<italic>e</italic>
</sub> is the initial entry pressure.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Numerical implementation and its verification</title>
<sec id="s3-1">
<title>3.1 Numerical model implementation</title>
<p>The mathematical model mentioned above is discretized based on the FEM method using the COMSOL Multiphysics platform which is a widely adopted multi-physical coupling simulation software. Especially, one-dimension element controlled by coefficient form boundary PDE (partial differential equation) is introduced to describe the two-phase flow and heat transfer of the fractures, and the matrix-fracture coupling is captured by setting the physical quantity exchange between the matrix element and the fracture element. All governing equations, auxiliary equations, and equations of state are solved simultaneously to ensure the accuracy of the simulation results.</p>
</sec>
<sec id="s3-2">
<title>3.2 Model Validation using Masuda&#x2019;s experiment data</title>
<p>The THMC numerical model implemented by COMSOL Multiphysics is verified by reproducing a methane hydrates dissociation laboratory test done by <xref ref-type="bibr" rid="B16">Masuda et al. (1999)</xref>. The sandstone core bearing the methane hydrates is a cylinder with a diameter of 5.1 cm, a length of 30 cm, and porosity of 0.182, and a circumstance temperature <italic>T</italic>
<sub>c</sub> &#x3d; 275.45 K, producing a heat flux with a heat transfer coefficient <italic>h</italic> &#x3d; 25 W/(m<sup>2</sup>&#xb7;K) (<xref ref-type="bibr" rid="B23">Sun et al., 2019</xref>), is applied to its side and right bottom which are fixed boundaries without fluid flux. The left bottom is the outlet boundary with a constant pressure <italic>P</italic>
<sub>out</sub> &#x3d; 2.84 MPa. In addition, the phases (gas, water, and hydrate) are evenly distributed in the sandstone core with an initial pressure <italic>P</italic>
<sub>0</sub> &#x3d; 3.75 MPa and temperature <italic>T</italic>
<sub>0</sub> &#x3d; 275.45 K, where water saturation <italic>S</italic>
<sub>w0</sub> &#x3d; 0.206 and gas saturation <italic>S</italic>
<sub>g0</sub> &#x3d; 0.351. The comparison between the numerical predicted and experimental total gas production given by <xref ref-type="bibr" rid="B16">Masuda et al. (1999)</xref> is illustrated in <xref ref-type="fig" rid="F1">Figure 1A</xref>. The gas production rate gets smaller due to the decrease of methane hydrate. <xref ref-type="fig" rid="F1">Figure 1B</xref> shows the numerical predicted and experimental temperature evolutions at the three monitoring points (A, B, and C) 0.375 cm, 15 cm, and 22.5 cm from the left bottom of the sandstone core. Since hydrate decomposition absorbs heat, the temperature initially decreases and then increases due to the heat supply from the hot water bath. The comparisons above indicate the reliability of the THMC numerical model in this study.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Comparisons between the numerical predicted and experimental <bold>(A)</bold> total gas production and <bold>(B)</bold> temperature evolution.</p>
</caption>
<graphic xlink:href="feart-12-1366384-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4 Methane hydrate extraction with HFN</title>
<p>The low permeability of the methane hydrate-bearing sediments is identified as one of the crucial factors limiting methane gas extraction. To enhance methane hydrate extraction, hydraulic fracturing can be a promising approach to improve the hydrate reservoir permeability by creating an artificial fracture network in the reservoir. To preliminarily explore the effect of HFN geometrical and hydraulic characteristics on methane gas extraction, this section performs a discussion of methane gas depressurization extraction through the sediments with the DFNs assigned as diverse geometrical characteristics. The examples used in this section are modified from literature by <xref ref-type="bibr" rid="B6">Jiang et al. (2022b)</xref>. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the area of the sediments simulated is a rectangle-shaped area of length 200 m by width 50 m, where no fluid flow and heat transfer occur at the upper, lower, and right boundaries, and the left boundary is an axis of symmetry. A reservoir pressure of 13 MPa is applied to the upper boundary. The lower boundary is fixed in the horizontal direction, and the right boundary is fixed in both the vertical and horizontal directions. In addition, the horizontal production well with a radius of 0.15 m is located at the center of the axis of symmetry. The physical and mechanical parameters used are detailed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Geometry and boundary conditions of simulated sediment area with <bold>(A)</bold> HFN-1 <bold>(B)</bold> HFN-2 <bold>(C)</bold> HFN-3.</p>
</caption>
<graphic xlink:href="feart-12-1366384-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Physical and mechanical parameters.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Parameter</th>
<th align="left">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="2" align="left">Mechanical parameter</td>
</tr>
<tr>
<td align="left">&#x2003;Rock density, <italic>&#x3c1;</italic> (kg/m<sup>3</sup>)</td>
<td align="left">2,150</td>
</tr>
<tr>
<td align="left">&#x2003;Young&#x2019;s modulus, <italic>E</italic> (MPa)</td>
<td align="left">204 &#x2b; 875&#x2a;<italic>S</italic>
<sub>
<italic>h</italic>
</sub>
</td>
</tr>
<tr>
<td align="left">&#x2003;Poisson&#x2019;s ratio, <italic>&#x3bd;</italic>
</td>
<td align="left">0.3</td>
</tr>
<tr>
<td align="left">&#x2003;Hydrate density, <italic>&#x3c1;</italic>
<sub>
<italic>h</italic>
</sub> (kg/m<sup>3</sup>)</td>
<td align="left">917</td>
</tr>
<tr>
<td align="left">&#x2003;Biot coefficient, <italic>&#x3b1;</italic>
</td>
<td align="left">1</td>
</tr>
<tr>
<td colspan="2" align="left">Hydraulic parameter</td>
</tr>
<tr>
<td align="left">&#x2003;Water viscosity, <italic>&#x3bc;</italic>
<sub>
<italic>w</italic>
</sub> (Pa&#x22c5;s)</td>
<td align="left">3.6&#xd7;10<sup>&#x2212;4</sup>
</td>
</tr>
<tr>
<td align="left">&#x2003;BC model parameter, <italic>&#x3bb;</italic>
</td>
<td align="left">0.45</td>
</tr>
<tr>
<td align="left">&#x2003;Initial permeability, <italic>k</italic>
<sub>0</sub> (mD)</td>
<td align="left">7.5</td>
</tr>
<tr>
<td align="left">&#x2003;Matrix porosity, <italic>&#x3d5;</italic>
<sub>0</sub> (%)</td>
<td align="left">0.32</td>
</tr>
<tr>
<td align="left">&#x2003;Initial pore pressure, <italic>P</italic>
<sub>
<italic>g</italic>0</sub> (MPa)</td>
<td align="left">14.97</td>
</tr>
<tr>
<td align="left">&#x2003;Initial gas saturation, <italic>S</italic>
<sub>
<italic>g0</italic>
</sub>
</td>
<td align="left">0.25</td>
</tr>
<tr>
<td align="left">&#x2003;Initial water saturation, <italic>S</italic>
<sub>
<italic>w0</italic>
</sub>
</td>
<td align="left">0.3</td>
</tr>
<tr>
<td align="left">&#x2003;Water density, <italic>&#x3c1;</italic>
<sub>
<italic>w</italic>
</sub> (kg/m<sup>3</sup>)</td>
<td align="left">1,000</td>
</tr>
<tr>
<td align="left">&#x2003;Residual saturation of gas, <italic>S</italic>
<sub>
<italic>rg</italic>
</sub>
</td>
<td align="left">0.01</td>
</tr>
<tr>
<td align="left">&#x2003;Residual saturation of water, <italic>S</italic>
<sub>
<italic>rw</italic>
</sub>
</td>
<td align="left">0.01</td>
</tr>
<tr>
<td align="left">&#x2003;Entry pressure of matrix, <italic>P</italic>
<sub>
<italic>e</italic>
</sub>
<sup>
<italic>m</italic>
</sup> (MPa)</td>
<td align="left">0.1</td>
</tr>
<tr>
<td colspan="2" align="left">Thermodynamic parameter</td>
</tr>
<tr>
<td align="left">&#x2003;Reservoir temperature, <italic>T</italic> (K)</td>
<td align="left">353.15</td>
</tr>
<tr>
<td align="left">&#x2003;Boundary thermal conductivity, <italic>h</italic> (W/m<sup>2</sup>/K)</td>
<td align="left">65</td>
</tr>
<tr>
<td align="left">&#x2003;Reaction heat absorption, &#x394;<italic>H</italic> (J/mol)</td>
<td align="left">56599&#x2b;16.74T</td>
</tr>
<tr>
<td align="left">&#x2003;Specific heat of water, <italic>c</italic>
<sub>
<italic>w</italic>
</sub> (J/kg/K)</td>
<td align="left">4,200</td>
</tr>
<tr>
<td align="left">&#x2003;Specific heat of gases, <italic>c</italic>
<sub>
<italic>g</italic>
</sub> (J/kg/K)</td>
<td align="left">2,180</td>
</tr>
<tr>
<td align="left">&#x2003;Specific heat of hydrate, <italic>c</italic>
<sub>
<italic>h</italic>
</sub> (J/kg/K)</td>
<td align="left">2,220</td>
</tr>
<tr>
<td align="left">&#x2003;Specific heat of sediments, <italic>c</italic>
<sub>
<italic>s</italic>
</sub> (J/kg/K)</td>
<td align="left">750</td>
</tr>
<tr>
<td colspan="2" align="left">Chemical parameter</td>
</tr>
<tr>
<td align="left">&#x2003;Hydrate number, <italic>N</italic>
<sub>
<italic>h</italic>
</sub>
</td>
<td align="left">6</td>
</tr>
<tr>
<td align="left">&#x2003;Molar mass of water, M<sub>
<italic>w</italic>
</sub> (g/mol)</td>
<td align="left">18</td>
</tr>
<tr>
<td align="left">&#x2003;Molar mass of gas, M<sub>
<italic>g</italic>
</sub> (g/mol)</td>
<td align="left">16</td>
</tr>
<tr>
<td align="left">&#x2003;Molar mass of hydrate, M<sub>
<italic>h</italic>
</sub> (g/mol)</td>
<td align="left">124</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Three HFN configurations are given as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. Models HFN-1 and HFN-2 both only have one primary hydraulic fracture with lengths of 50 and 100 m, respectively. However, in addition to the primary hydraulic fracture with a length of 50 m, model HFN-3 also has four secondary hydraulic fractures with a length of 12.5 m. The three HFN models have the same fracture aperture of <italic>a</italic> &#x3d; 1 mm. <xref ref-type="fig" rid="F3">Figures 3A1&#x2013;A5</xref> show the simulated hydrate saturation, gas saturation, water saturation, gas pressure, and temperature distributions of model HFN-1 after 15 days, respectively. <xref ref-type="fig" rid="F3">Figures 3B1&#x2013;B5</xref> show the simulated hydrate saturation, gas saturation, water saturation, gas pressure, and temperature distributions of model HFN-2 after 15 days, respectively. <xref ref-type="fig" rid="F3">Figures 3C1&#x2013;C5</xref> show the simulated hydrate saturation, gas saturation, water saturation, gas pressure, and temperature distributions of model HFN-3 after 15 days, respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Hydrate saturation, gas saturation, water saturation, gas pressure, and temperature distributions in the sediments with <bold>(A1&#x2013;A5)</bold> HFN-1 <bold>(B1&#x2013;B5)</bold> HFN-2 <bold>(C1&#x2013;C5)</bold> HFN-3 after 15 days.</p>
</caption>
<graphic xlink:href="feart-12-1366384-g003.tif"/>
</fig>
<p>It can be seen that the hydrate saturations in the three cases all drop sharply around the HFNs due to the great increase in permeability and the decrease of pressure caused by the HFNs. Accordingly, the saturation of both gas and water increases greatly around the HFNs due to the hydrate decomposition. Especially, the gas accumulates most in the HFNs and the region very close to the HFNs since HFNs become the preferential pathway for the gas flow due to their greater permeability compared to the sediments matrix. However, there is relatively little water in the HFNs, and the region very close to the HFNs, which indicates that the gas enters the HFNs more easily than the water. Both the gas pressure and sediment temperature decrease since hydrate decomposition absorbs heat. Obviously, the longer the primary hydraulic fracture is, the more beneficial it is to promote the depressurization extraction of methane hydrate. The secondary hydraulic fracture can further enhance the depressurization extraction of methane hydrate on the basis of primary hydraulic fracture. However, under the same total fracture length, HFN-2 has a larger hydrate decomposition volume than HFN-3. Therefore, in the long run, increasing the length of the primary hydraulic fracture is more important than creating the secondary hydraulic fractures.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>A coupled THMC mathematical model is introduced and numerically implemented based on the finite element technology in this study for modeling the methane hydrate extraction through fractured methane hydrate-bearing sediment. The reliability and effectiveness of the model proposed were testified by reproducing a methane hydrates dissociation laboratory test and simulating the methane gas depressurization extraction through the sediments with the DFNs assigned as diverse geometrical characteristics. The primary conclusions from our research are as follows:<list list-type="simple">
<list-item>
<p>&#x2022; By introducing a fracture model, the coupled THMC mathematical model can effectively simulate the methane hydrate extraction through fractured methane hydrate-bearing sediment with HFN conditions.</p>
</list-item>
<list-item>
<p>&#x2022; The longer the primary hydraulic fracture is, the more beneficial it is to promote the depressurization extraction of methane hydrate.</p>
</list-item>
<list-item>
<p>&#x2022; The secondary hydraulic fracture can further enhance the depressurization extraction of methane hydrate on the basis of primary hydraulic fracture. However, in the long run, increasing the length of the primary hydraulic fracture is more important than creating the secondary hydraulic fractures.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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="s7">
<title>Author contributions</title>
<p>HS: Conceptualization, Methodology, Writing&#x2013;original draft. XX: Writing&#x2013;review and editing, Software, Validation. CJ: Software, Writing&#x2013;review and editing, Resources, Supervision.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. The research work is supported by the National Natural Science Foundation of China (Grant No. 52209137), the National Key Research and Development Program of China (Grant No. 2022YFE0206800), and the China Postdoctoral Science Foundation (Grant No. 2022M711935).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brooks</surname>
<given-names>R. H.</given-names>
</name>
<name>
<surname>Corey</surname>
<given-names>A. T.</given-names>
</name>
</person-group> (<year>1966</year>). <article-title>Properties of porous media affecting fluid flow</article-title>. <source>J. Irrig. Drain. Div.</source> <volume>92</volume> (<issue>2</issue>), <fpage>61</fpage>&#x2013;<lpage>88</lpage>. <pub-id pub-id-type="doi">10.1061/jrcea4.0000425</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clarke</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bishnoi</surname>
<given-names>P. R.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Determination of the intrinsic rate of ethane gas hydrate decomposition</article-title>. <source>Chem. Eng. Sci.</source> <volume>55</volume>, <fpage>4869</fpage>&#x2013;<lpage>4883</lpage>. <pub-id pub-id-type="doi">10.1016/s0009-2509(00)00137-8</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Nian</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Centrifuge experiment on the penetration test for evaluating undrained strength of deep-sea surface soils</article-title>. <source>Int. J. Min. Sci. Technol.</source> <volume>32</volume>, <fpage>363</fpage>&#x2013;<lpage>373</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijmst.2021.12.005</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Haligva</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Linga</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Ripmeester</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Englezos</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Recovery of methane from a variable-volume bed of silica sand/hydrate by depressurization</article-title>. <source>Energy &#x26; Fuels</source> <volume>24</volume>, <fpage>2947</fpage>&#x2013;<lpage>2955</lpage>. <pub-id pub-id-type="doi">10.1021/ef901220m</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Kwon</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Kneafsey</surname>
<given-names>T. J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Depressurization-induced fines migration in sediments containing methane hydrate: X-ray computed tomography imaging experiments</article-title>. <source>J. Geophys. Research-Solid Earth</source> <volume>123</volume>, <fpage>2539</fpage>&#x2013;<lpage>2558</lpage>. <pub-id pub-id-type="doi">10.1002/2017jb014988</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Luan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2022b</year>). <article-title>Discrete element simulation of the macro-meso mechanical behaviors of gas-hydrate-bearing sediments under dynamic loading</article-title>. <source>J. Mar. Sci. Eng.</source> <volume>10</volume>, <fpage>1042</fpage>. <pub-id pub-id-type="doi">10.3390/jmse10081042</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Luan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2022a</year>). <article-title>Numerical simulation on the evolution of physical and mechanical characteristics of natural gas hydrate reservoir during depressurization production</article-title>. <source>J. Nat. Gas. Sci. Eng.</source>, <fpage>108</fpage>. <pub-id pub-id-type="doi">10.1016/j.jngse.2022.104803</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Bishnoi</surname>
<given-names>P. R.</given-names>
</name>
<name>
<surname>Heidemann</surname>
<given-names>R. A.</given-names>
</name>
<name>
<surname>Rizvi</surname>
<given-names>S. S. H.</given-names>
</name>
</person-group> (<year>1987</year>). <article-title>Kinetics of methane hydrate decomposition</article-title>. <source>Chem. Eng. Sci.</source> <volume>42</volume>, <fpage>1645</fpage>&#x2013;<lpage>1653</lpage>. <pub-id pub-id-type="doi">10.1016/0009-2509(87)80169-0</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Konno</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Fujii</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sato</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Akamine</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Naiki</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Masuda</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Key findings of the world&#x27;s first offshore methane hydrate production test off the coast of Japan: toward future commercial production</article-title>. <source>Energy &#x26; Fuels</source> <volume>31</volume>, <fpage>2607</fpage>&#x2013;<lpage>2616</lpage>. <pub-id pub-id-type="doi">10.1021/acs.energyfuels.6b03143</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kwon</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Oh</surname>
<given-names>T. M.</given-names>
</name>
<name>
<surname>Choo</surname>
<given-names>Y. W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>G. C.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Geomechanical and thermal responses of hydrate-bearing sediments subjected to thermal stimulation: physical modeling using a geotechnical centrifuge</article-title>. <source>Energy &#x26; Fuels</source> <volume>27</volume>, <fpage>4507</fpage>&#x2013;<lpage>4522</lpage>. <pub-id pub-id-type="doi">10.1021/ef3018699</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leverett</surname>
<given-names>M. C.</given-names>
</name>
</person-group> (<year>1941</year>). <article-title>Capillary behavior in porous solids</article-title>. <source>Trans. AIME</source> <volume>142</volume>, <fpage>341</fpage>&#x2013;<lpage>358</lpage>. <pub-id pub-id-type="doi">10.2118/941152-G</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X. S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z. Y.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Evaluation of gas production from Qilian Mountain permafrost hydrate deposits in two-spot horizontal well system</article-title>. <source>Cold Reg. Sci. Technol.</source> <volume>109</volume>, <fpage>87</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1016/j.coldregions.2014.08.002</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Spangenberg</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Schicks</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Kempka</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Numerical simulation of hydrate formation in the LArge-scale reservoir simulator (LARS)</article-title>. <source>Energies</source> <volume>15</volume>, <fpage>1974</fpage>. <pub-id pub-id-type="doi">10.3390/en15061974</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Gas production analysis for hydrate sediment with compound morphology by a new dynamic permeability model</article-title>. <source>Appl. Energy</source>, <fpage>322</fpage>. <pub-id pub-id-type="doi">10.1016/j.apenergy.2022.119434</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Qiu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Fully coupled numerical model and its application in natural gas hydrate reservoir</article-title>. <source>Energy &#x26; Fuels</source> <volume>35</volume>, <fpage>2048</fpage>&#x2013;<lpage>2063</lpage>. <pub-id pub-id-type="doi">10.1021/acs.energyfuels.0c03465</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="confproc">
<person-group person-group-type="author">
<name>
<surname>Masuda</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Fujinaga</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Naganawa</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1999</year>). &#x201c;<article-title>Modeling and experimental studies on dissociation of methane gas hydrates in berea sandstone cores</article-title>,&#x201d; in <conf-name>Third International Conference on Gas Hydrates</conf-name>, <conf-loc>Salt Lake City, Utah</conf-loc>, <conf-date>July 18-22, 1999</conf-date>, <fpage>18</fpage>&#x2013;<lpage>22</lpage>.</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merey</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sinayuc</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Numerical simulations for short-term depressurization production test of two gas hydrate sections in the Black Sea</article-title>. <source>J. Nat. Gas. Sci. Eng.</source> <volume>44</volume>, <fpage>77</fpage>&#x2013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.1016/j.jngse.2017.04.011</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Moridis</surname>
<given-names>G. J.</given-names>
</name>
<name>
<surname>Kowalsky</surname>
<given-names>M. B.</given-names>
</name>
<name>
<surname>Pruess</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2005</year>). <source>HydrateResSim user&#x27;s manual: a numerical simulator for modeling the behavior of hydrates in geologic media</source>. <publisher-loc>Berkeley, CA, USA</publisher-loc>: <publisher-name>Earth Sciences Division, Lawrence Berkeley National Laboratory</publisher-name>.</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ruan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dou</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Numerical simulation of the gas production behavior of hydrate dissociation by depressurization in hydrate-bearing porous medium</article-title>. <source>Energy fuels.</source> <volume>26</volume>, <fpage>1681</fpage>&#x2013;<lpage>1694</lpage>. <pub-id pub-id-type="doi">10.1021/ef201299p</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Da</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>An extended numerical manifold method for unsaturated soil-water interaction analysis at micro-scale</article-title>. <source>Int. J. Numer. Anal. Methods Geomechanics</source> <volume>45</volume> (<issue>10</issue>), <fpage>1500</fpage>&#x2013;<lpage>1525</lpage>. <pub-id pub-id-type="doi">10.1002/nag.3211</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A 2D hybrid NMM-UPM method for waterflooding processes modelling considering reservoir fracturing</article-title>. <source>Eng. Geol.</source> <volume>308</volume>, <fpage>106810</fpage>. <pub-id pub-id-type="doi">10.1016/j.enggeo.2022.106810</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Soga</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>A coupled thermal&#x2013;hydraulic&#x2013;mechanical&#x2013;chemical (THMC) model for methane hydrate bearing sediments using COMSOL Multiphysics</article-title>. <source>J. Zhejiang University-SCIENCE A</source> <volume>19</volume>, <fpage>600</fpage>&#x2013;<lpage>623</lpage>. <pub-id pub-id-type="doi">10.1631/jzus.a1700464</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Numerical simulation of gas recovery from a low-permeability hydrate reservoir by depressurization</article-title>. <source>Appl. Energy</source> <volume>250</volume>, <fpage>7</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1016/j.apenergy.2019.05.035</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Uchida</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X. G.</given-names>
</name>
<name>
<surname>Leung</surname>
<given-names>Y. F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Role of critical state framework in understanding geomechanical behavior of methane hydrate-bearing sediments</article-title>. <source>J. Geophys Res. Solid Earth</source> <volume>121</volume>, <fpage>5580</fpage>&#x2013;<lpage>5595</lpage>. <pub-id pub-id-type="doi">10.1002/2016jb012967</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Uddin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wright</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Dallimore</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Coombe</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Gas hydrate dissociations in Mallik hydrate bearing zones A, B, and C by depressurization: effect of salinity and hydration number in hydrate dissociation</article-title>. <source>J. Nat. Gas. Sci. Eng.</source> <volume>21</volume>, <fpage>40</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1016/j.jngse.2014.07.027</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Application of spectral CT combined with perfusion scan in diagnosis of pancreatic neuroendocrine tumors</article-title>. <source>Comput. Geotech.</source> <volume>13</volume>, <fpage>145</fpage>. <pub-id pub-id-type="doi">10.1186/s13244-022-01282-9</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X. S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z. Y.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Fluid flow mechanisms and heat transfer characteristics of gas recovery from gas-saturated and water-saturated hydrate reservoirs</article-title>. <source>Int. J. Heat. Mass Transf.</source> <volume>118</volume>, <fpage>1115</fpage>&#x2013;<lpage>1127</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijheatmasstransfer.2017.11.081</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Preoperative splenic artery embolism followed by splenectomy is safe and effective in patients with sinistral portal hypertension</article-title>. <source>Fuel</source> <volume>407</volume>, <fpage>313</fpage>&#x2013;<lpage>319</lpage>. <pub-id pub-id-type="doi">10.1007/s00423-021-02329-z</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiong</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Preferential flow in three-dimensional stochastic fracture networks: the effect of topological structure</article-title>. <source>Eng. Geol.</source> <volume>309</volume>, <fpage>106856</fpage>. <pub-id pub-id-type="doi">10.1016/j.enggeo.2022.106856</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ye</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Numerical analysis of gas recovery enhancement from natural gas hydrate reservoir by using a large-diameter casing</article-title>. <source>OcEng</source>, <fpage>262</fpage>. <pub-id pub-id-type="doi">10.1016/j.oceaneng.2022.112321</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Yu</surname>
<given-names>X. C.</given-names>
</name>
<name>
<surname>Gang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pang</surname>
<given-names>W. X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y. L.</given-names>
</name>
</person-group> (<year>2014</year>). <source>Asme. Heat and mass transfer mechanism of gas hydrate development for south China sea. 33rd asme international conference on ocean</source>. <publisher-loc>San Francisco, CA</publisher-loc>: <publisher-name>Offshore and Arctic Engineering</publisher-name>.</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Pang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A review of the resource and test production of natural gas hydrates in China</article-title>. <source>Energy fuels.</source> <volume>35</volume>, <fpage>9137</fpage>&#x2013;<lpage>9150</lpage>. <pub-id pub-id-type="doi">10.1021/acs.energyfuels.1c00485</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>