<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article article-type="research-article" dtd-version="1.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
</journal-title-group>
<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">1738436</article-id>
<article-id pub-id-type="doi">10.3389/feart.2026.1738436</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>A novel sedimentologically controlled accumulation pattern for marine shale gas: insights from the &#x201c;source-reservoir-seal&#x201d; configurations of lower Carboniferous shale in the Yaziluo rift trough, Southern China</article-title>
<alt-title alt-title-type="left-running-head">Chen 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.2026.1738436">10.3389/feart.2026.1738436</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xianglin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2695318"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shi</surname>
<given-names>Dishi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Rong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Fei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Xiaoguang</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/3335689"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cen</surname>
<given-names>Wenpan</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yuluo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal Analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Xiaofeng</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>Oil and Gas Survey, China Geological Survey</institution>, <city>Beijing</city>, <country country="CN">China</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>The Key Laboratory of Unconventional Petroleum geology, China Geological Survey</institution>, <city>Beijing</city>, <country country="CN">China</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>State Key Laboratory of Continental Shale Oil</institution>, <city>Beijing</city>, <country country="CN">China</country>
</aff>
<aff id="aff4">
<label>4</label>
<institution>Petroleum Exploration and Production Research Institute, SINOPEC</institution>, <city>Beijing</city>, <country country="CN">China</country>
</aff>
<aff id="aff5">
<label>5</label>
<institution>Geological Survey Institute of Guangxi Zhuang Autonomous Region</institution>, <city>Nanning</city>, <country country="CN">China</country>
</aff>
<aff id="aff6">
<label>6</label>
<institution>Hubei Engineering University</institution>, <city>Xiaogan</city>, <country country="CN">China</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Dishi Shi, <email xlink:href="mailto:shidishi419@163.com">shidishi419@163.com</email>; Rong Chen, <email xlink:href="mailto:pkurongc@163.com">pkurongc@163.com</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-09">
<day>09</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>14</volume>
<elocation-id>1738436</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>04</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Chen, Shi, Chen, Li, Yang, Cen, Wang and Xu.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Chen, Shi, Chen, Li, Yang, Cen, Wang and Xu</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-09">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>Substantial shale gas discoveries in the rift troughs of southern China have demonstrated significant resource potential in marine shale formations. However, the complex vertical lithofacies architecture, resulting from diverse sedimentary environments and characterized by recurrent alternation of mudstone and argillaceous limestone layers, presents challenges in understanding shale associations characteristics across different sedimentary facies and their associated gas accumulation mechanisms. This study focuses on the Lower Carboniferous shale within the Yaziluo Rift Trough, employing an integrated analytical approach incorporating geochemical characterization, X-ray diffraction, field emission scanning electron microscopy (FE-SEM), and high-pressure methane isothermal adsorption experiments to evaluate various shale associations. Key findings reveal that lower slope facies shale association constitute optimal exploration targets, developing an integrated &#x201c;source-reservoir-seal&#x201d; configuration that enhances gas accumulation and retention. Its high-quality reservoirs emerge at lithological transitions zones where interconnected inorganic pore networks and microfracture systems facilitate efficient gas migration from source rocks, resulting in elevated gas accumulation. The upper slope facies shale association exhibit spatially heterogeneous configurations dominated by multiple sets of argillaceous limestone interbeds, forming vertically compartmentalized systems conducive to free gas migration and multi-point accumulation. In contrast, basin facies shale association demonstrate constrained gas retention capacity due to clay-dominated mineralogy and absence of argillaceous limestone interlayers. This study emphasizes the critical role of lithofacies heterogeneity and integrated &#x201c;source-reservoir-seal&#x201d; configurations in evaluation of shale gas accumulation, which provides a new paradigm for the exploration of rift trough shale gas.</p>
</abstract>
<kwd-group>
<kwd>accumulation pattern</kwd>
<kwd>lower Carboniferous</kwd>
<kwd>reservoir characteristics</kwd>
<kwd>shale gas</kwd>
<kwd>Yaziluo rift trough</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>National Natural Science Foundation of China</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100001809</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>China Geological Survey, Ministry of Natural Resources</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100004613</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study was jointly funded by the National Natural Science Foundation of China (Grant No. U24A20601), the China Geological Survey Project of &#x201c;Investigation and evaluation of shale gas resources in Ninglang Basin&#x201d; (DD20242219), and the Guangxi Geological Survey Project of&#x201d; Geological conditions and resource evaluation of Carboniferous shale gas in northern Guizhong Depression&#x201d; ([2021]3421No. (001-012)).</funding-statement>
</funding-group>
<counts>
<fig-count count="12"/>
<table-count count="2"/>
<equation-count count="15"/>
<ref-count count="53"/>
<page-count count="00"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Economic Geology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>The commercial shale gas flow achieved by the JY1 well in the Sichuan Basin of China (20.4 &#xd7; 10<sup>4</sup> m<sup>3</sup>/d) has established the Lower Silurian Longmaxi Formation, deposited in a deep-water continental shelf setting, as a key exploration target (<xref ref-type="bibr" rid="B26">Shu et al., 2020</xref>; <xref ref-type="bibr" rid="B34">Wang et al., 2022</xref>). Previous research has primarily focused on integrated source-reservoir systems in deep-water shelf shale within cratonic graben basins (<xref ref-type="bibr" rid="B48">Zhao et al., 2016</xref>; <xref ref-type="bibr" rid="B38">Xi et al., 2022</xref>), while studies on shale systems in rift trough environments remain limited. Even if such studies exist, they mostly focus on revealing hydrocarbon generation potential from a sedimentary facies perspective (<xref ref-type="bibr" rid="B9">Han et al., 2020</xref>; <xref ref-type="bibr" rid="B43">Yuan et al., 2020</xref>), without comprehensively addressing shale gas enrichment mechanisms or establishing enrichment patterns. However, recent significant shale gas discoveries in southern China&#x2019;s rift trough, including the Yaziluo, Kaijiang-Liangping, Wanjiang, and western Hubei rift troughs (<xref ref-type="bibr" rid="B20">Ma et al., 2019</xref>; <xref ref-type="bibr" rid="B33">Wang et al., 2020</xref>), have highlighted their critical importance as marine shale gas exploration targets.</p>
<p>For instance, the EYY-1 well in the western Hubei Rift Trough yielded an industrial gas flow of 7.83 &#xd7; 10<sup>4</sup> m<sup>3</sup>/d from the Cambrian Niutitang Formation, and the HY-1 well also achieved an industrial gas flow (8.9 &#xd7; 10<sup>4</sup> m<sup>3</sup>/d) from the Permian Wujiaoping Formation (<xref ref-type="bibr" rid="B44">Zhai et al., 2020</xref>; <xref ref-type="bibr" rid="B12">Hu et al., 2023</xref>). In the Kaijiang-Liangping Rift Trough, the DY-1 well produced a high-yield industrial gas flow of 32.06 &#xd7; 10<sup>4</sup> m<sup>3</sup>/d from the Permian Wujiaoping Formation (<xref ref-type="bibr" rid="B40">Yang et al., 2023</xref>; <xref ref-type="bibr" rid="B41">Yang et al., 2025a</xref>), while the LY-1 well obtained 42.66 m<sup>3</sup>/d from the Permian Dalong Formation (<xref ref-type="bibr" rid="B14">Jin et al., 2025</xref>). Additionally, the Permian Gufeng Formation and Dalong Formation in the Wanjiang Rift Trough have also shown promising shale gas discoveries through drilling well (<xref ref-type="bibr" rid="B44">Zhai et al., 2020</xref>; <xref ref-type="bibr" rid="B14">Jin et al., 2025</xref>). These significant shale gas discoveries have proved that black shale deposits in rift troughs represent vital targets for enhancing China&#x2019;s shale gas reserves and resources.</p>
<p>These V-shaped rift troughs, characterized by narrow geometries and bounded by high-angle syndepositional faults formed through crustal extension (<xref ref-type="bibr" rid="B18">Ma et al., 2006</xref>), exhibit distinctive &#x201c;slope-basin&#x201d; depositional architectures. Developed under dynamic hydrodynamic conditions with multiple sediment sources (<xref ref-type="bibr" rid="B5">Ding et al., 2019</xref>; <xref ref-type="bibr" rid="B36">Wu et al., 2020</xref>), they feature vertically heterogeneous lithofacies distributions. Recurrent lithological alternations under varying paleoclimatic, paleoceanographic, and paleontological conditions forms basin and slope facies shale associations with markedly different gas-bearing capacities (<xref ref-type="bibr" rid="B4">Chen et al., 2024</xref>; <xref ref-type="bibr" rid="B45">Zhai et al., 2025</xref>). Deep-water shelf facies shale in cratonic graben basin have been confirmed as primary sweet spot intervals (<xref ref-type="bibr" rid="B26">Shu et al., 2020</xref>; <xref ref-type="bibr" rid="B38">Xi et al., 2022</xref>). However, the basin facies shale associations within rift trough, despite revealing similar geological characteristics, including continuously developed thick-layer, high TOC and silica content (<xref ref-type="bibr" rid="B31">Wang et al., 2017a</xref>; <xref ref-type="bibr" rid="B49">Zhao et al., 2017a</xref>), have yielded suboptimal exploration outcomes. Conversely, slope facies shale associations, with relatively lower TOC content, higher carbonate mineral content, and extensive microfracture development, generally exhibit superior gas-bearing capacity. Obviously, this discrepancy indicates that direct application of cratonic graben basin concepts is inadequate for addressing shale gas accumulation in rift trough settings. The insufficient understanding of the intricate interplay between complex sedimentological heterogeneity and gas accumulation mechanisms significantly impedes exploration efficiency.</p>
<p>Historically, shale formations in rift troughs were not prioritized for exploration due to rapid facies variations, limited continuous thickness, abundant limestone interbeds, and complex lithofacies architectures. Elevated carbonate mineral contents and well-developed inorganic pore-fracture systems further complicated conventional shale gas exploration strategies. However, advances in integrated geological-engineering methodologies and hydraulic fracturing technologies, particularly for acidic shale reservoirs, have shifted exploration focus toward slope facies shale associations in rift troughs over traditional deep-water shelf facies. <xref ref-type="bibr" rid="B47">Zhang et al. (2023)</xref> highlighted that while slope facies shale within rift troughs exhibit relatively subdued hydrocarbon generation and preservation conditions compared to other settings, their natural fracture networks and pore systems significantly enhance gas storage capacity and reservoir permeability. They further emphasize that structural deformation and fracture development synergistically govern shale gas enrichment in these settings (<xref ref-type="bibr" rid="B547">Zhang et al., 2021</xref>; <xref ref-type="bibr" rid="B47">Zhang et al., 2023</xref>). Based on these findings, <xref ref-type="bibr" rid="B42">Yang et al. (2025b)</xref> demonstrated that even in the presence of thin organic-rich shale intervals and high carbonate mineral contents, targeted multistage hydraulic fracturing techniques can achieve commercially viable production rates and long-term reservoir stability. <xref ref-type="bibr" rid="B14">Jin et al. (2025)</xref> proposed that ongoing technological advancements, specifically in multi-layered reservoir stimulation and understanding of mechanical stratigraphy-driven fracture propagation, are poised to unlock previously untapped shale gas resources within rift trough. This underscores the growing importance of slope facies shale associations in future exploration strategies. However, critical challenges still persist, including marked gas content disparities among shale facies associations and the poorly understood interplay between sedimentological heterogeneity and gas migration-accumulation mechanisms. These unresolved issues hinder the identification of high-potential sweet spots and breakthroughs in rift troughs of southern China, necessitating systematic investigations into how shale facies architecture influences reservoir quality and gas accumulation.</p>
<p>Therefore, this study takes the Lower Carboniferous shale of the Yaziluo Rift Trough as a case study, conducting a comparative analysis of typical shale association across sedimentary facies to achieve three primary objectives. (1) Characterize typical shale associations in distinct sedimentary environments; (2) quantify gas contents by calculating theoretical gas contents and free/adsorbed gas ratios for each shale association type; (3) establish sedimentary facies-controlled gas accumulation pattern from the perspective of &#x201c;source-reservoir-seal&#x201d; configurations. This systematic approach not only provides new insights for shale gas exploration in the rift troughs, but also comprehensively characterizes key controls on gas accumulation heterogeneity.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Geological setting</title>
<p>The Early Devonian expansion of the Paleo-Tethys Ocean induced NE-SW oriented extensional tectonics, forming an intracontinental rift system, notably the Yaziluo Rift Trough (<xref ref-type="bibr" rid="B29">Wang et al., 2006</xref>; <xref ref-type="bibr" rid="B30">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B9">Han et al., 2020</xref>). The Lower Carboniferous shale within the Yaziluo Rift Trough exhibits significant thickness variations, ranging from 34 m to 1566 m, with NW-SE oriented depocenters dominating the central regions (<xref ref-type="bibr" rid="B29">Wang et al., 2006</xref>). The Lower Carboniferous succession in the Yaziluo Rift Trough comprises four principal sedimentary facies: basin, slope, platform, and littoral facies (<xref ref-type="fig" rid="F1">Figure 1A</xref>) (<xref ref-type="bibr" rid="B29">Wang et al., 2006</xref>; <xref ref-type="bibr" rid="B28">Tian and Yang, 2016</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Distribution of the Yaziluo Rift Trough during the late Carboniferous period, showing the sampling wells (well A, well B and well C); <bold>(B)</bold> Sequence stratigraphic framework according to (Geology and Mineral Resources Bureau of Guangxi Zhuang Autonomous Region, 1985); <bold>(C)</bold> Sedimentary model of the Lower Carboniferous Formation. (modified from (<xref ref-type="bibr" rid="B4">Chen et al., 2024</xref>)).</p>
</caption>
<graphic xlink:href="feart-14-1738436-g001.tif">
<alt-text content-type="machine-generated">Geological map and stratigraphic chart. Panel A shows the Yaziluo Rift Trough with facies distribution: bathyal, basin, slope, platform, and littoral. Wells A, B, and C are marked. Panel B presents stratigraphy, showing systems from Devonian to Permian with varying thicknesses of strata such as Dapu and Luzhai. Panel C illustrates a geological cross-section of the platform, slope, and basin, highlighting lithofacies compositions. A legend below details rock types, including quartz sandstone, limestone, and various mudstones and limestones.</alt-text>
</graphic>
</fig>
<p>The basin facies, spanning from the Luzhai region (southeastern margin) to the Liupanshui area (northwestern margin), primarily consists of calcareous mudstone, siliceous mudstone, and silicalite (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The slope facies deposits, situated within the transitional belt between platform and basin facies domains, are lithologically characterized by interbedded mudstones, calcareous mudstones, and argillaceous limestones. Furthermore, the slope facies can be subdivided into upper slope and lower slope facies. The lower slope facies, situated at the rift trough&#x2019;s edge between the platform and basin, represents a narrow sub-deepwater low-energy facies belt. In contrast, the upper slope facies, being closer to the platform, comprises primarily dark gray argillaceous mudstone, argillaceous siltstone, and interbedded gray mudstone. Paleobathymetric reconstruction along the Liupanshui-Ziyun- Luzhai transect reveals a progressive shallowing trend from the rift axis regions toward the flanks regions (<xref ref-type="bibr" rid="B30">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B9">Han et al., 2020</xref>). This trend is manifested by systematic lateral facies transitions, progressing from the basin facies in the central trough, through the slope facies in the transitional belt, to the platform facies on the marginal highs, and finally culminating in the littoral facies along the paleo-coastal zones (<xref ref-type="fig" rid="F1">Figure 1C</xref>). This sequence of facies transitions is a direct manifestation of the paleo-seawater depth, which was influenced by the paleo-oceanographic inflow axis during marine transgression events (<xref ref-type="bibr" rid="B4">Chen et al., 2024</xref>).</p>
<p>To further investigate the differential accumulation pattern of lower Carboniferous shale gas in Yaziluo Rift Trough, three exploration wells (Wells A-C) were strategically drilled perpendicular to the paleobathymetric gradient (<xref ref-type="fig" rid="F1">Figure 1A</xref>). Well A (Luzhai region) targeted basin facies in deep marine settings, Well B (Rongshui region) sampled lower slope facies at the slope-basin interface, and Well C (Liupanshui region) accessed upper slope facies near platform margins.</p>
<p>The Lower Carboniferous shale within Yaziluo Rift Trough developed in a dynamic depositional environment with fluctuating seawater levels and diverse sediment sources. Syndepositional faults strongly control sedimentary facies distribution and shale association heterogeneity across basin, lower slope, and upper slope facies (<xref ref-type="bibr" rid="B13">Huang et al., 2013</xref>; <xref ref-type="bibr" rid="B22">Mei et al., 2013</xref>; <xref ref-type="bibr" rid="B43">Yuan et al., 2020</xref>). The stratigraphic sequence exhibits frequent alternations between shale and argillaceous limestone, presenting a distinctive &#x201c;sandwich-type&#x201d; configuration (<xref ref-type="bibr" rid="B21">Mei et al., 2007</xref>; <xref ref-type="bibr" rid="B2">Chen et al., 2021</xref>). This lithological alternation leads to vertical variations in lithofacies positioning and differential spatial stacking relationships, ultimately forming distinct vertical shale association patterns.</p>
<p>A classification scheme for typical shale associations was established based on continuous shale thickness, lithofacies types, and interbedding relationships. Using shale-to-argillaceous limestone ratios as key criteria, three thresholds (90%, 60%, and 40%) define representative types of shale association corresponding to specific sedimentary facies: (1) shale association of basin facies (shale &#x3e;90%); (2) shale association of lower slope facies (60 &#x3c; shale &#x3c;90%); (3) shale association of upper slope facies (40 &#x3c; shale &#x3c;60%). This classification system effectively reflects the vertical lithofacies variations and provides a foundational framework for subsequent investigations into differential accumulation patterns of shale gas (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The classification scheme for typical shale association in different sedimentary facies.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g002.tif">
<alt-text content-type="machine-generated">Three bar diagrams show shale proportion versus depth across different facies: basin, lower slope, and upper slope. The basin facies have over ninety percent shale, lower slope facies have sixty to ninety percent shale, and upper slope facies have forty to sixty percent shale mixed with argillaceous limestone.</alt-text>
</graphic>
</fig>
</sec>
<sec sec-type="materials|methods" id="s3">
<label>3</label>
<title>Materials and methods</title>
<sec id="s3-1">
<label>3.1</label>
<title>Samples</title>
<p>A total of 107 shale core samples were systematically collected from the Lower Carboniferous strata in the Yaziluo Rift Trough, South China, comprising 28 samples from Well A, 41 samples from Well B, and 38 samples from Well C. All samples underwent standardized preparation involving precision cutting and polishing for subsequent geochemical and petrological analyses. A total of 73 samples were subjected to Total Organic Carbon (TOC), while 47 samples were selected for mineralogical characterization through X-ray diffraction (XRD). To investigate the microscopic characterization of shale reservoir, 12 representative samples were selected for detailed pore structure analysis through field emission scanning electron microscopy (FE-SEM). Gas content evaluation was conducted on 29 samples through field desorption measurements following standardized protocols, complemented by theoretical gas content analysis through high-pressure methane isothermal adsorption experiments on 14 core samples.</p>
</sec>
<sec id="s3-2">
<label>3.2</label>
<title>Analytical methods</title>
<sec id="s3-2-1">
<label>3.2.1</label>
<title>Geochemical and mineral compositions characteristics</title>
<p>The TOC content was performed using ta Leco-CS230 Carbon/Sulfur Analyzer (&#xb1;5% accuracy) following the Chinese National Standard (GB/T 19,145-2003). Sample preparation involved pulverization to &#x3c;200 mesh (75&#x2013;90 &#x3bc;m). This was followed by hydrochloric acid treatment at 60 &#xb0;C for 4 h to ensure complete removal of inorganic carbon, with periodic agitation to enhance reaction efficiency. Subsequent distilled water rinsing with oven-drying at 60 &#xb0;C&#x2013;80 &#xb0;C. Mineralogical analysis was conducted using a Rigaku Smart Lab-9 XRD system following the Chinese Oil and Gas Industry Standard (SY/T) 5163-2010, with samples ground to &#x3c;40 &#x3bc;m and pre-dried at 40 &#xb0;C for 48 h.3.2.2 Field emission-scanning electron microscopy (FE-SEM).</p>
<p>Standardized cylindrical plugs were prepared through precision sectioning, followed by sequential surface processing: mechanical polishing with diamond abrasives and advanced argon ion beam milling to create ultra-smooth observation surfaces. High-resolution microstructural characterization was performed using a ZEISS Sigma 300 FE-SEM system, achieving nanoscale resolution of pore features.</p>
</sec>
<sec id="s3-2-2">
<label>3.2.2</label>
<title>Measured gas content</title>
<p>Field measurements utilized brine-saturated containment vessels maintained at reservoir temperature for &#x2265;72 h desorption monitoring. Subsequent laboratory analysis quantified residual gas content, with lost gas estimation through linear regression modeling (<xref ref-type="bibr" rid="B19">Ma et al., 2015</xref>). Isothermal adsorption experiments employed ultra-high purity methane (99.99%) under reservoir temperature conditions, measuring high-pressure CH<sub>4</sub> adsorption capacities on desiccated shale samples.</p>
</sec>
<sec id="s3-2-3">
<label>3.2.3</label>
<title>Theoretical adsorbed gas content</title>
<p>The Langmuir isothermal adsorption model, originally proposed by <xref ref-type="bibr" rid="B15">Langmuir (1918)</xref> for gas adsorption equilibrium analysis, has been widely adopted for quantifying adsorbed gas content in shale reservoirs. Subsequent studies (<xref ref-type="bibr" rid="B46">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B50">Zhao et al., 2017b</xref>) refined the parameters of the Langmuir monolayer adsorption equation to better characterize shale methane adsorption isotherms. The fundamental equation is expressed as:<disp-formula id="e6_1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>q</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6.1)</label>
</disp-formula>where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>q</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the adsorbed gas content (m<sup>3</sup>/t), P is the formation pressure (MPa), <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the Langmuir volume (m<sup>3</sup>/t), and <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the Langmuir pressure (MPa).</p>
<p>
<xref ref-type="disp-formula" rid="e6_1">Equation 6.1</xref> allows the calculation of adsorbed gas content <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>q</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> under reservoir temperature and pressure conditions. Formation pressure (P) and temperature (T) vary with depth according to:<disp-formula id="e6_2">
<mml:math id="m6">
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi>C</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">g</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(6.2)</label>
</disp-formula>
<disp-formula id="e6_3">
<mml:math id="m7">
<mml:mrow>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mi>G</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">H</mml:mi>
</mml:mrow>
</mml:math>
<label>(6.3)</label>
</disp-formula>where, <inline-formula id="inf5">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the formation pressure coefficient (dimensionless), <inline-formula id="inf6">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is water density (g/cm<sup>3</sup>), g is gravitational acceleration (N/kg), H is burial depth (m), T is formation temperature (&#xb0;C), T<sub>0</sub> is surface temperature (&#xb0;C), and <inline-formula id="inf7">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mi>G</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the geothermal gradient (&#xb0;C/m).</p>
<p>By incorporating region-specific values of <inline-formula id="inf8">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>T</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for the Yaziluo Rift Trough, <xref ref-type="disp-formula" rid="e6_2">Equations 6.2,6.3</xref>, <xref ref-type="disp-formula" rid="e6_3"/> enable the determination of formation pressure (P) and temperature (T) at varying burial depths for drill core samples.</p>
<p>In addition, shale gas content is governed by multiple factors, necessitating parameter calibration to account for organic carbon content (TOC) and variations in formation temperature across samples (<xref ref-type="bibr" rid="B16">Lewi et al., 2004</xref>). Temperature-dependent corrections are applied using the following equations:<disp-formula id="e6_4">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(6.4)</label>
</disp-formula>
<disp-formula id="e6_5">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>7</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
<label>(6.5)</label>
</disp-formula>
<disp-formula id="e6_6">
<mml:math id="m15">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>4</mml:mn>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>log</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(6.6)</label>
</disp-formula>
<disp-formula id="e6_7">
<mml:math id="m16">
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>8</mml:mn>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>log</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mn>7</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">T</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(6.7)</label>
</disp-formula>where <inline-formula id="inf10">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature-corrected Langmuir volume (<inline-formula id="inf11">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> , m<sup>3</sup>/t), <inline-formula id="inf12">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the temperature-corrected Langmuir pressure (<inline-formula id="inf13">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>L</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> , MPa), T<sub>i</sub> is the standard temperature (&#xb0;C) set during isothermal adsorption experiments, T is the formation temperature (&#xb0;C), and the coefficients C3 and C7 are 0.0027 and 0.005, respectively.</p>
<p>TOC-based correction is integrated into the model:<disp-formula id="e6_8">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>TOC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mtext>TOC</mml:mtext>
<mml:mi mathvariant="italic">lg</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6.8)</label>
</disp-formula>where <inline-formula id="inf14">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the Langmuir volume (m<sup>3</sup>/t) calibrated for both formation temperature (T) and TOC, and <inline-formula id="inf15">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mi mathvariant="italic">lg</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the TOC (%) derived from well-logging data interpretation.</p>
<p>The refined Langmuir model for adsorbed gas content, incorporating temperature and TOC corrections, is expressed as:<disp-formula id="e6_9">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6.9)</label>
</disp-formula>where <inline-formula id="inf16">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the adsorbed gas content (m<sup>3</sup>/t) and P is the reservoir pressure (MPa).</p>
<p>To account for the 10% reduction in methane adsorption capacity due to moisture content (<xref ref-type="bibr" rid="B46">Zhang et al., 2017</xref>), the final equation becomes:<disp-formula id="e6_10">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">P</mml:mi>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>90</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(6.10)</label>
</disp-formula>where <inline-formula id="inf17">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the fully calibrated adsorbed gas content (m<sup>3</sup>/t).</p>
</sec>
<sec id="s3-2-4">
<label>3.2.4</label>
<title>Theoretical free gas content</title>
<p>
<xref ref-type="bibr" rid="B1">Ambrose et al. (2011)</xref> proposed that adsorbed-phase gas occupies free gas pore space, necessitating volumetric correction (<xref ref-type="bibr" rid="B28">Tian and Yang, 2016</xref>; <xref ref-type="bibr" rid="B8">Guo et al., 2023</xref>). The maximum pore volume available for free gas equals the total shale pore volume minus the adsorbed-phase pore volume, as expressed by:<disp-formula id="e6_11">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(6.11)</label>
</disp-formula>where <inline-formula id="inf18">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the maximum free-phase pore volume under reservoir conditions (cm<sup>3</sup>/g), <inline-formula id="inf19">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the total shale pore volume (cm<sup>3</sup>/g), and <inline-formula id="inf20">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the adsorbed-phase pore volume (cm<sup>3</sup>/g).</p>
<p>Accoding to the free gas calculation model proposed by <xref ref-type="bibr" rid="B39">Yang and Guo, 2022</xref>, the adsorbed-phase pore volume is calculated as:<disp-formula id="e6_12">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>a</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6.12)</label>
</disp-formula>where <inline-formula id="inf21">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the standard-state adsorbed methane volume (cm<sup>3</sup>/g), <inline-formula id="inf22">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the methane density at standard conditions (0.716 &#xd7; 10<sup>&#x2212;3</sup> g/cm<sup>3</sup>), and <inline-formula id="inf23">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the adsorbed methane density under subsurface conditions (g/cm<sup>3</sup>).</p>
<p>The standard-state free methane volume is expressed as:<disp-formula id="e6_13">
<mml:math id="m36">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>f</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(6.13)</label>
</disp-formula>where <inline-formula id="inf24">
<mml:math id="m37">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the maximum free gas volume under standard conditions (cm<sup>3</sup>/g), and <inline-formula id="inf25">
<mml:math id="m38">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the methane density under reservoir conditions.</p>
<p>Subsequent studies (<xref ref-type="bibr" rid="B25">Shi et al., 2015</xref>; <xref ref-type="bibr" rid="B46">Zhang et al., 2017</xref>) have proposed a TOC-based method for determining shale water saturation, where gas saturation (S<sub>g</sub>) and water saturation (S<sub>w</sub>) are interconvertible through the following expressions:<disp-formula id="e6_14">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mroot>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>T</mml:mi>
<mml:mi>O</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">n</mml:mi>
</mml:mrow>
</mml:mroot>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
<label>(6.14)</label>
</disp-formula>where S<sub>w</sub> represents water saturation (%), S<sub>g</sub> denotes gas saturation (%), TOC<sub>b</sub> is the total organic carbon content of non-reservoir intervals at equivalent burial depth, TOC is the measured TOC value of the shale reservoir, and n is the gas saturation index, typically ranging from 2 to 3 in shale reservoirs.</p>
<p>By substituting <xref ref-type="disp-formula" rid="e6_11">Equation 6.11</xref> into <xref ref-type="disp-formula" rid="e6_12">Equation 6.12</xref> and combining the result with <xref ref-type="disp-formula" rid="e6_13">Equation 6.13</xref> and <xref ref-type="disp-formula" rid="e6_14">Equation 6.14</xref>, the free gas volume under shale formation conditions can be derived as:<disp-formula id="e6_15">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>p</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mi>I</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(6.15)</label>
</disp-formula>where <inline-formula id="inf26">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denotes the standard-state free gas content (m<sup>3</sup>/t).</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s4">
<label>4</label>
<title>Results</title>
<sec id="s4-1">
<label>4.1</label>
<title>Classification of shale lithofacies</title>
<p>A tripartite classification model was used through using mineral composition as fundamental parameters, with siliceous minerals (quartz &#x2b; feldspar), carbonate minerals, and clay minerals (illite, kaolinite, chlorite, and smectite) serving as the three end-members (<xref ref-type="bibr" rid="B31">Wang et al., 2017a</xref>). The classification scheme employs 50% mineral content as primary boundaries, categorizing shale lithofacies into four major lithofacies group. Subsequently, each group is further subdivided into four subcategories using 25%, 50%, and 75% mineral content thresholds, resulting in 16 distinct shale lithofacies types (<xref ref-type="fig" rid="F3">Figure 3</xref>). The Lower Carboniferous shale in the Yaziluo Rift Trough comprises three principal lithofacies: Siliceous Shale Lithofacies (S1/S2), Mixed Shale Lithofacies (M1/M2), and Calcareous Shale Lithofacies (C2/C3), corresponding to basin facies, lower slope facies, and upper slope facies shale association respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Ternary diagram showing the mineralogy of the different lithofacies within lower Carboniferous shale in in the Yaziluo Rift Trough ((modified from <xref ref-type="bibr" rid="B32">Wang et al., 2017b</xref>).</p>
</caption>
<graphic xlink:href="feart-14-1738436-g003.tif">
<alt-text content-type="machine-generated">Ternary diagram showing distribution of wells A, B, and C in relation to clay, carbonate, and siliceous minerals. Sections are labeled CM, CM-1, CM-2, CM-3, M, M-1, M-2, M-3, S, and C among others, with wells represented by colored dots: blue for Well A, green for Well B, and orange for Well C. The minerals are quantified in weight percent at the corners and along the sides.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-2">
<label>4.2</label>
<title>Petrography and organic geochemistry characteristics</title>
<sec id="s4-2-1">
<label>4.2.1</label>
<title>Shale association of basin facies</title>
<p>This shale association includes Calcareous Siliceous Shale Lithofacies (S-1) and Mixed Siliceous Shale Lithofacies (S-2), whose organic carbon content (TOC) ranges from 1.46% to 5.70%, with an average content of 3.63% (<xref ref-type="table" rid="T1">Table 1</xref>). The S-1 lithofacies is characterized by grayish-black siliceous mudstone with calcite vein fillings (<xref ref-type="fig" rid="F5">Figure 5A</xref>). Mineralogically, quartz dominates (49.2% avg.), followed by clay minerals (20.5% avg.), while calcite, dolomite, plagioclase, and pyrite collectively account for less than 10% (<xref ref-type="fig" rid="F4">Figure 4</xref>). Petrographic analysis reveals an argillaceous-siliceous matrix with heterogeneous ferruginous-organic distribution. Calcite laminae exhibiting first-order white interference colors alternate with organic-rich layers (<xref ref-type="fig" rid="F5">Figure 5B</xref>). The S-2 lithofacies predominantly consists of black siliceous mudstone with abundant pyrite (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Mineralogically, quartz constitutes the dominant component (62.4% avg.), followed by clay minerals (18.2% avg), and calcite (9.9% avg.) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Compared to S-1 lithofacies, it exhibits 13.2% quartz increase and 2.3% clay reduction. Petrographic analysis reveals that the matrix contains clay-quartz-pyrite assemblages with anhedral to subhedral quartz grains (0.005&#x2013;0.06 mm) and lamellar pyrite structures (<xref ref-type="fig" rid="F5">Figure 5D</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Statistics of the TOC, methane isothermal adsorption gas content, and field measured gas content in different sedimentary facies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Shale association</th>
<th align="center">Range</th>
<th align="center">TOC(%)</th>
<th align="center">VL (m<sup>3</sup>/t)</th>
<th align="center">PL (MPa)</th>
<th align="center">Measured gas content (m<sup>3</sup>/t)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">Upper slope facies</td>
<td align="center">Min-max</td>
<td align="center">1.46&#x2013;5.70</td>
<td align="center">0.60&#x2013;1.79</td>
<td align="center">2.33&#x2013;3.01</td>
<td align="center">0.51&#x2013;2.58</td>
</tr>
<tr>
<td align="center">Mean</td>
<td align="center">3.63</td>
<td align="center">1.07</td>
<td align="center">2.83</td>
<td align="center">1.16</td>
</tr>
<tr>
<td rowspan="2" align="center">Lower slope facies</td>
<td align="center">Min-max</td>
<td align="center">0.86&#x2013;3.51</td>
<td align="center">1.01&#x2013;3.67</td>
<td align="center">2.44&#x2013;6.01</td>
<td align="center">0.34&#x2013;2.62</td>
</tr>
<tr>
<td align="center">Mean</td>
<td align="center">1.80</td>
<td align="center">2.19</td>
<td align="center">3.94</td>
<td align="center">1.40</td>
</tr>
<tr>
<td rowspan="2" align="center">Basin facies</td>
<td align="center">Min-max</td>
<td align="center">0.56&#x2013;1.63</td>
<td align="center">2.23&#x2013;3.63</td>
<td align="center">3.14&#x2013;6.94</td>
<td align="center">0.04&#x2013;0.14</td>
</tr>
<tr>
<td align="center">Mean</td>
<td align="center">0.99</td>
<td align="center">2.90</td>
<td align="center">4.69</td>
<td align="center">0.07</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Mineral composition of Lower Carboniferous shale in basin facies <bold>(A)</bold>lower slope facies <bold>(B)</bold>and upper slope facies <bold>(C)</bold>.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g004.tif">
<alt-text content-type="machine-generated">Three bar graphs labeled A, B, and C display mineral composition percentages for quartz, feldspar, plagioclase, calcite, dolomite, pyrite, and clay. Graph A uses shades of blue for series S-1 and S-2, with quartz predominating. Graph B uses shades of green for series M-1, M-2, and C-2, showing significant amounts of quartz, calcite, and clay. Graph C uses shades of orange for series C-2 and C-3, highlighting calcite, quartz, and clay. Percentages are on the vertical axis, ranging up to 70% for quartz in graph A and 50% in graphs B and C.</alt-text>
</graphic>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Images showing well core images and plane polarized light images in the shale samples of Well <bold>(A)</bold> Well <bold>(B)</bold> and Well <bold>(C)</bold>. <bold>(A)</bold> &#x26; <bold>(C)</bold> well core images of Calcareous Siliceous Shale Lithofacies (S-1) and Mixed Siliceous Shale Lithofacies (S-2); <bold>(B)</bold> &#x26; <bold>(D)</bold> images of plane polarized light corresponding to Images <bold>(A)</bold> and <bold>(C)</bold>, respectively; <bold>(E)</bold> &#x26; <bold>(G)</bold> well core images of Calcareous/Siliceous Mixed Shale Lithofacies (M-1) and Argillaceous/Siliceous Mixed Shale Lithofacies (M-2); <bold>(F)</bold> &#x26; <bold>(H)</bold> images of plane polarized light corresponding to Images <bold>(E)</bold> and <bold>(G)</bold>, respectively; <bold>(I)</bold> &#x26; <bold>(K)</bold> well core images of Mixed Calcareous Shale Lithofacies (C-2) and Argillaceous-Bearing Calcareous Shale Lithofacies (C-3); <bold>(J)</bold> &#x26; <bold>(L)</bold> images of plane polarized light corresponding to Images <bold>(I)</bold> and <bold>(K)</bold>, respectively.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g005.tif">
<alt-text content-type="machine-generated">Twelve images show geological samples with different textures and colors, divided into three facies: basin, lower slope, and upper slope. Each facies consists of photographs of rock cores and microscopic views, highlighting varying sediment compositions and structures. Scales are provided in centimeters and micrometers to indicate sizes. Background surfaces are red, enhancing contrast.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-2-2">
<label>4.2.2</label>
<title>Shale association of lower slope facies</title>
<p>This shale association contains Calcareous/Siliceous Mixed Shale Lithofacies (M-1) and Argillaceous/Siliceous Mixed Shale Lithofacies (M-2), whose TOC content ranges from 0.86% to 3.51% with a median of 1.80% (<xref ref-type="table" rid="T1">Table 1</xref>). The M-1 lithofacies features black calcareous mudstone with sporadic pyrite (<xref ref-type="fig" rid="F5">Figure 5E</xref>). Mineral composition includes quartz (42.5% avg.), calcite (32.7% avg.), and clay minerals (17.3% avg.) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Petrographic observations reveal the matrix primarily contains angular quartz and minor feldspar fragments (0.02&#x2013;0.06 mm). Subordinate calcite occurs as fine granular particles (0.02&#x2013;0.05 mm) intermixed with clay minerals. Accessory pyrite manifests as black granular particles, while organic matter appears as black amorphous clots within the argillaceous matrix (<xref ref-type="fig" rid="F5">Figure 5F</xref>). The M-2 lithofacies displays grayish-black calcareous mudstone with silty laminae (<xref ref-type="fig" rid="F5">Figure 5G</xref>). Mineral composition is dominated by quartz (44.1% avg.) and clay minerals (30.9% avg.), followed by calcite (15.2% avg.) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Compared to the M-1 lithofacies, it demonstrates significantly higher clay mineral content. Petrographic analysis reveals a matrix predominantly composed of microcrystalline/cryptocrystalline clay mineral aggregates with yellowish-brown coloration. Detrital components consist mainly of monocrystalline quartz grains (0.03mm&#x2013;0.1 mm), micritic calcite, and pyrite aggregates with organic clots (<xref ref-type="fig" rid="F5">Figure 5H</xref>).</p>
</sec>
<sec id="s4-2-3">
<label>4.2.3</label>
<title>Shale association of upper slope facies</title>
<p>This shale association comprises Mixed Calcareous Shale Lithofacies (C-2) and Argillaceous-Bearing Calcareous Shale Lithofacies (C-3), whose TOC content ranges from 0.56% to 1.63%, with an average value of 0.99% (<xref ref-type="table" rid="T1">Table 1</xref>). The C-2 lithofacies primarily consists of grayish argillaceous limestone (<xref ref-type="fig" rid="F5">Figure 5I</xref>). Mineral composition is dominated by calcite (average 38.0%) and dolomite (average 25.7%), followed by quartz (15.5%) and clay minerals (18.9%) (<xref ref-type="fig" rid="F4">Figure 4</xref>). The micritic calcite matrix (&#x3c;0.01 mm) contains subhedral-euhedral dolomite (0.02&#x2013;0.05 mm) and organic clots (0.05&#x2013;0.2 mm) (<xref ref-type="fig" rid="F5">Figure 5J</xref>). The C-3 lithofacies is characterized by grayish-black calcareous mudstone, locally intercalated with siltstone (<xref ref-type="fig" rid="F5">Figure 5K</xref>). Mineral composition remains carbonate-dominated, with calcite (average 27.7%) and dolomite (average 23.7%), followed by clay minerals (average 31.4%), and quartz (average 13.8%) (<xref ref-type="fig" rid="F4">Figure 4</xref>). Compared to the C-2 lithofacies, it exhibits a 70% relative increase in clay mineral content. Petrographic observations demonstrate a microcrystalline clay mineral matrix containing cryptocrystalline quartz, dolomite grains (0.03&#x2013;0.08 mm), and pyrite aggregates (5&#x2013;20 &#x3bc;m) (<xref ref-type="fig" rid="F5">Figure 5L</xref>).</p>
</sec>
</sec>
<sec id="s4-3">
<label>4.3</label>
<title>Microscopic pore type based on FE-SEM</title>
<sec id="s4-3-1">
<label>4.3.1</label>
<title>Organic pore</title>
<p>Basin facies shale exhibit the most developed organic pore, occupying quartz-inorganic mineral interstices and clay aggregates (<xref ref-type="fig" rid="F6">Figures 6A&#x2013;D</xref>). In contrast, lower slope facies shale demonstrate reduced organic pores, where organic matter pores frequently coexist with clay minerals as composite structures. Pore diameters range from several nanometers to hundreds of nanometers, displaying circular, elliptical, or irregular morphologies (<xref ref-type="fig" rid="F6">Figures 6E&#x2013;H</xref>). The upper slope facies shales generally exhibit poorly developed organic pore. Organic matter predominantly occurs as elongated or irregularly shaped particles interspersed among inorganic minerals, with limited intraparticle pore. Brittle minerals such as carbonates act as rigid frameworks, providing mechanical support and preservation for organic pores. Additionally, composite structures of organic matter and clay minerals are observed, with pore diameters reaching up to hundreds of nanometers (<xref ref-type="fig" rid="F6">Figures 6I&#x2013;L</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Images showing organic pore (red arrows) in the shale samples of Well <bold>(A)</bold> Well <bold>(B)</bold> and Well <bold>(C)</bold>. <bold>(A)</bold> &#x26; <bold>(B)</bold> SEM observation images of Calcareous Siliceous Shale Lithofacies (S-1); <bold>(C)</bold> &#x26; <bold>(D)</bold> SEM observation images of Mixed Siliceous Shale Lithofacies (S-2); <bold>(E)</bold> &#x26; <bold>(F)</bold> SEM observation images of Calcareous/Siliceous Mixed Shale Lithofacies (M-1); <bold>(G)</bold> &#x26; <bold>(H)</bold> SEM observation images of Argillaceous/Siliceous Mixed Shale Lithofacies (M-2); <bold>(I)</bold> &#x26; <bold>(J)</bold> SEM observation images of Mixed Calcareous Shale Lithofacies (C-2); <bold>(K)</bold> &#x26; <bold>(L)</bold> SEM observation images of Argillaceous-Bearing Calcareous Shale Lithofacies (C-3).</p>
</caption>
<graphic xlink:href="feart-14-1738436-g006.tif">
<alt-text content-type="machine-generated">Microscopic images display various geological facies with labels indicating components such as clay minerals, quartz, pyrite, and organic pores. The images are categorized into basin, lower slope, and upper slope facies, showcasing different structures of organic matter and minerals at varying scales from nanometers to micrometers. Each panel highlights specific features with arrows and text annotations, emphasizing the composite structures in the geological samples.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-3-2">
<label>4.3.2</label>
<title>Inorganic pore</title>
<p>Inorganic pores in the basin facies shale are predominantly composed of intragranular dissolution pores supported by rigid minerals (<xref ref-type="fig" rid="F7">Figures 7A&#x2013;D</xref>). The lower slope facies shale exhibit more developed inorganic pores, primarily including clay mineral interlayer pores, intergranular pores, intragranular pores, and partial pyrite intercrystalline pores. Their diameters vary significantly, ranging from tens of nanometers to several micrometers, with the largest extending into micron-scale fracture pores. Intergranular pores are mainly distributed along the edges of quartz and calcite grains, exhibiting triangular or irregular polygonal shapes. Intragranular pores, typically sub-circular, elliptical, or irregular polygonal in form, occur within quartz and carbonate minerals (<xref ref-type="fig" rid="F7">Figures 7E&#x2013;H</xref>). In the shale of upper slope facies, inorganic pores are dominated by dissolution-derived pores intersecting with clay/pyrite pores, forming interconnected networks (<xref ref-type="fig" rid="F7">Figures 7I&#x2013;L</xref>). Additionally, discordant contacts between inorganic minerals and clay mineral edges, influenced by matrix-mineral interfacial relationships, create slit-shaped pores or fractures with widths ranging from tens to hundreds of nanometers.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Images showing inorganic pore (yellow and blue arrows represent clay minerals and other inorganic minerals related pore, respectively) in the shale samples of Well <bold>(A)</bold> Well <bold>(B)</bold> and Well <bold>(C)</bold>. <bold>(A)</bold> &#x26; <bold>(B)</bold> SEM observation images of Calcareous Siliceous Shale Lithofacies (S-1); <bold>(C)</bold> &#x26; <bold>(D)</bold> SEM observation images of Mixed Siliceous Shale Lithofacies (S-2); <bold>(E)</bold> &#x26; <bold>(F)</bold> SEM observation images of Calcareous/Siliceous Mixed Shale Lithofacies (M-1); <bold>(G)</bold> &#x26; <bold>(H)</bold> SEM observation images of Argillaceous/Siliceous Mixed Shale Lithofacies (M-2); <bold>(I)</bold> &#x26; <bold>(J)</bold> SEM observation images of Mixed Calcareous Shale Lithofacies (C-2); <bold>(K)</bold> &#x26; <bold>(L)</bold> SEM observation images of Argillaceous-Bearing Calcareous Shale Lithofacies (C-3).</p>
</caption>
<graphic xlink:href="feart-14-1738436-g007.tif">
<alt-text content-type="machine-generated">A collage of scanning electron microscope images displays various types of pores in sedimentary rock samples. Each image is labeled with terms such as clay mineral interlayer pores, intragranular dissolution pores, intergranular pores, and pyrite. The images are divided into three sections: basin facies, lower slope facies, and upper slope facies, with different magnifications ranging from 500 nanometers to 30 micrometers. Arrows in the images indicate the location of different pore types. Measurement scales are included in each image for reference.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-3-3">
<label>4.3.3</label>
<title>Microfracture</title>
<p>Microfractures in basin and lower slope facies shales are primarily distributed along mineral edges and within mineral grains. Most microfractures exhibit favorable extensibility, with lengths reaching tens of micrometers and widths ranging from tens to hundreds of nanometers. Edge microfractures, predominantly diagenetic shrinkage fractures, form at the boundaries of clay and inorganic minerals. Intragranular fractures, caused by stress release during tectonic activity, penetrate mineral grains, extending for several to tens of micrometers, thereby enhancing pore connectivity (<xref ref-type="fig" rid="F8">Figures 8A&#x2013;H</xref>). Microfractures in upper slope facies shales are more extensively developed, primarily generated by overpressure from hydrocarbon generation and tectonic stresses. These microfractures display parallel alignment or mutual intersection. Microfractures widths can exceed 1 &#x3bc;m, and lengths may span tens to hundreds of micrometers (<xref ref-type="fig" rid="F8">Figures 8I&#x2013;L</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Ternary Images showing microfracture (green arrows) in the shale samples of Well <bold>(A)</bold> Well <bold>(B)</bold> and Well <bold>(C)</bold>. <bold>(A)</bold> &#x26; <bold>(B)</bold> SEM observation images of Calcareous Siliceous Shale Lithofacies (S-1); <bold>(C)</bold> &#x26; <bold>(D)</bold> SEM observation images of Mixed Siliceous Shale Lithofacies (S-2); <bold>(E)</bold> &#x26; <bold>(F)</bold> SEM observation images of Calcareous/Siliceous Mixed Shale Lithofacies (M-1); <bold>(G)</bold> &#x26; <bold>(H)</bold> SEM observation images of Argillaceous/Siliceous Mixed Shale Lithofacies (M-2); <bold>(I)</bold> &#x26; <bold>(J)</bold> SEM observation images of Mixed Calcareous Shale Lithofacies (C-2); <bold>(K)</bold> &#x26; <bold>(L)</bold> SEM observation images of Argillaceous-Bearing Calcareous Shale Lithofacies (C-3).</p>
</caption>
<graphic xlink:href="feart-14-1738436-g008.tif">
<alt-text content-type="machine-generated">Scanning electron microscope images show various microfractures in sedimentary facies. Panels A-D present basin facies with edge and intragranular microfractures. Panels E-H depict lower slope facies highlighting microfractures and intragranular features. Panels I-L illustrate upper slope facies with prominent edge microfractures. Each image varies in scale from 300 nanometers to 20 micrometers, providing detailed structural insights.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4-4">
<label>4.4</label>
<title>Gas content</title>
<sec id="s4-4-1">
<label>4.4.1</label>
<title>Methane isothermal adsorption gas content</title>
<p>Isothermal methane adsorption experiments were conducted under formation temperature conditions corresponding to different samples, yielding adsorption capacities under varying pressure conditions. The Langmuir model (<xref ref-type="disp-formula" rid="e6_1">Equation 6.1</xref>) was subsequently applied to obtain the methane saturated adsorption gas content (V<sub>L</sub>) under formation conditions. The shale association of upper slope facies displayed the lowest methane saturation adsorption capacity (V<sub>L</sub>), ranging from 0.60 m<sup>3</sup>/t to 1.49 m<sup>3</sup>/t with an average of 1.07 m<sup>3</sup>/t. The lower slope facies shale association showed intermediate values, with Langmuir adsorption content (V<sub>L</sub>) values ranging from 1.01 m<sup>3</sup>/t to 3.67 m<sup>3</sup>/t and averaging 2.19 m<sup>3</sup>/t. In contrast, the shale association of basin facies exhibited the highest methane adsorption capacity, demonstrating V<sub>L</sub> values between 2.23 m<sup>3</sup>/t and 3.63 m<sup>3</sup>/t, with a mean value of 2.90 m<sup>3</sup>/t (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="s4-4-2">
<label>4.4.2</label>
<title>Field measured gas content</title>
<p>The gas content of basin facies shale association ranges from 0.04 m<sup>3</sup>/t to 0.14 m<sup>3</sup>/t, representing the lowest values among the three sedimentary facies analyzed. In contrast, shale association of upper slope facies exhibit significantly higher gas concentrations, with measured values spanning 0.51 m<sup>3</sup>/t to 2.58 m<sup>3</sup>/t and a mean value of 1.16 m<sup>3</sup>/t. Comparatively, lower slope facies shale association demonstrate the most substantial gas storage capacity, displaying a gas content range of 0.34 m<sup>3</sup>/t to 2.62 m<sup>3</sup>/t and achieving the highest average value of 1.40 m<sup>3</sup>/t (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="s4-4-3">
<label>4.4.3</label>
<title>Theoretical gas content</title>
<p>The adsorbed gas content (<inline-formula id="inf27">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) and the standard-state free gas content (<inline-formula id="inf28">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) for 14 shale samples were quantitatively evaluated, with detailed results presented in <xref ref-type="table" rid="T2">Table 2</xref>. Basin facies shale association exhibit the highest theoretical gas content (2.90 m<sup>3</sup>/t avg.), with adsorbed gas dominating at 1.98 m<sup>3</sup>/t (68.28%) and free gas contributing 0.92 m<sup>3</sup>/t (31.72%), but near-zero measured values. The lower slope facies shale association show moderate theoretical gas content (1.81 m<sup>3</sup>/t avg.) with the highest measured gas content. It remains predominantly adsorbed gas-rich, containing 1.67 m<sup>3</sup>/t adsorbed gas (66.80%) and 0.83 m<sup>3</sup>/t free gas (33.20%). Shale association of upper slope facies shale exhibits the lowest theoretical values (1.70 m<sup>3</sup>/t avg.) while showing intermediate measured contents. Obviously, there is a clear discrepancy between the theoretical gas content and the actual measured values. The lower slope facies shale association, characterized by moderate hydrocarbon generation capacity and reservoir properties, paradoxically exhibits the highest measured gas content. In contrast, the basin facies shale association, despite demonstrating optimal hydrocarbon-generating potential and superior reservoir performance, shows not only significantly lower measured gas content than the lower slope facies but also falls below that of the upper slope facies.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Statistics of adsorbed gas content, free gas content and total gas content in different sedimentary facies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Shale association</th>
<th align="center">Adsorbed gas content (m<sup>3</sup>/t)</th>
<th align="center">Free gas content (m<sup>3</sup>/t)</th>
<th align="center">Total gas content (m<sup>3</sup>/t)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">Upper slope facies</td>
<td align="center">Mean</td>
<td align="center">0.89</td>
<td align="center">0.81</td>
<td align="center">1.70</td>
</tr>
<tr>
<td align="center">Proportion (%)</td>
<td align="center">52.40</td>
<td align="center">47.60</td>
<td align="center">100.00</td>
</tr>
<tr>
<td rowspan="2" align="center">Lower slope facies</td>
<td align="center">Mean</td>
<td align="center">1.67</td>
<td align="center">0.83</td>
<td align="center">2.50</td>
</tr>
<tr>
<td align="center">Proportion (%)</td>
<td align="center">66.80</td>
<td align="center">33.20</td>
<td align="center">100.00</td>
</tr>
<tr>
<td rowspan="2" align="center">Basin facies</td>
<td align="center">Mean</td>
<td align="center">1.98</td>
<td align="center">0.92</td>
<td align="center">2.90</td>
</tr>
<tr>
<td align="center">Proportion (%)</td>
<td align="center">68.28</td>
<td align="center">31.72</td>
<td align="center">100.00</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<label>5</label>
<title>Discussion</title>
<sec id="s5-1">
<label>5.1</label>
<title>Difference of &#x201c;source-reservoir-seal&#x201d; system</title>
<sec id="s5-1-1">
<label>5.1.1</label>
<title>Shale association of basin facies</title>
<p>The basin facies shale association predominantly consists of continuous thick-bedded siliceous mudstone (S-1 and S-2) characterized by the complete absence of argillaceous limestone interbeds. Despite demonstrating superior source-reservoir quality parameters compared to other shale associations, it paradoxically exhibits the lowest gas content. A systematic analysis of high-quality shale interval in Well A (1919m&#x2013;1940 m; <xref ref-type="fig" rid="F9">Figure 9</xref>) reveals distinctive shale gas accumulation patterns, providing critical insights into the gas-bearing mechanisms of high-quality shale reservoirs but low-gas-content. The extremely low carbonate mineral content in these shale formations is a key contributor to their reduced triaxial stress strength. Under multi-phase tectonics stresses, progressive fracturing initiates at microscopic scales when external stresses surpass rock strength under confining pressure conditions (<xref ref-type="bibr" rid="B6">Gale et al., 2022</xref>; <xref ref-type="bibr" rid="B17">Li et al., 2025</xref>; <xref ref-type="bibr" rid="B35">Wang et al., 2025</xref>). This fracturing process systematically upscales to macroscopic dimensions, generating extensive high-angle fractures and causing structural disintegration of shale units (<xref ref-type="fig" rid="F9">Figure 9</xref>). In addition, the absence of argillaceous limestone interlayers critically compromises the formation of effective upper seals. Consequently, the combined structural and seal failures create interconnected gas migration pathways, ultimately leading to gas escape.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>The &#x201c;source-reservoer-seal&#x201d; system of basin facies shale association.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g009.tif">
<alt-text content-type="machine-generated">Geological chart displaying various measurements against depth in meters, ranging from 1930 to 1940. Columns include lithology, lithofacies type, density, gamma-ray, gas logging, total organic carbon, horizontal and high-angle fracture densities. Core photos on the right show rock samples. Key at the bottom identifies lithofacies: black siliceous mudstone (S-2), grayish-black siliceous mudstone (S-1), and a gas escape indicator.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s5-1-2">
<label>5.1.2</label>
<title>Shale association of lower slope facies</title>
<p>The lower slope facies shale association comprises calcareous mudstones dominated by M-1 and M-2 lithofacies, which is interbedded with argillaceous limestone layers primarily composed of C-2 lithofacies. Well B is selected as a representative lower slope facies example, with detailed analysis focused on the interval (1,537m&#x2013;1555 m) where peak gas logging responses were recorded (<xref ref-type="fig" rid="F10">Figure 10</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>The &#x201c;source-reservoer-seal&#x201d; system of lower slope facies shale association.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g010.tif">
<alt-text content-type="machine-generated">A composite log chart displaying geological data from depths of 1540 to 1550 meters. It includes lithology types, density (DEN), gamma-ray (GR) measurements, gas logging values, total organic content (TOC), and fracture densities. Accompanying core photos show segmented rock samples, with highlights indicating gas-bearing intervals, direct caprock, and gas escape zones. Lithofacies types are labeled M-1, M-2, and C-2, with color-coded keys for different strata.</alt-text>
</graphic>
</fig>
<p>The interval below 1548 m exhibits distinct fracture development characteristics, dominated by bedding-parallel fractures, horizontal fractures, and low-angle intrastratal fractures (<xref ref-type="fig" rid="F10">Figure 10</xref>). This interval demonstrates significant gas-bearing potential, with gas logging values exceeding 30% and a vertical gas anomaly spanning approximately 5 m (<xref ref-type="fig" rid="F10">Figure 10</xref>). The maximum on-site measured gas content of 1.63 m<sup>3</sup>/t confirms this unit as a high gas-bearing layer. With increasing depth shallowing upward, the lithology gradually transitions to argillaceous limestone, accompanied by a progressive increase in carbonate mineral content and a concurrent decrease in clay minerals. This mineralogical evolution creates a pronounced brittleness contrast between lithologies (<xref ref-type="bibr" rid="B10">He et al., 2024</xref>; <xref ref-type="bibr" rid="B35">Wang et al., 2025</xref>). Higher clay content and lower carbonate content can enhance ductility, showing significant negative correlation with triaxial stress strength (<xref ref-type="bibr" rid="B27">Sone and Zoback, 2013</xref>; <xref ref-type="bibr" rid="B24">Rybacki et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Herrmann et al., 2018</xref>). Evidently, the clay minerals of shale predominantly act as ductile components, displaying a significant negative correlation with triaxial stress strength, thereby impeding stress resistance enhancement (<xref ref-type="bibr" rid="B24">Rybacki et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Herrmann et al., 2018</xref>). In contrast, carbonate mineral content exhibits a strong positive correlation with shale triaxial stress strength, while siliceous mineral content shows no statistically significant relationship (<xref ref-type="bibr" rid="B27">Sone and Zoback, 2013</xref>; <xref ref-type="bibr" rid="B11">Herrmann et al., 2018</xref>; <xref ref-type="bibr" rid="B53">Zou, et al., 2023</xref>). This disparity arises from the superior mechanical strength of carbonate minerals significantly enhances bulk shale stress resistance (<xref ref-type="bibr" rid="B7">Gao et al., 2017</xref>; <xref ref-type="bibr" rid="B10">He et al., 2024</xref>).</p>
<p>At the lithological transition boundary (1,547.8 m), sporadic high-angle fractures (&#x3c;0.1 m in length) interconnect with bedding-parallel fractures, forming a complex fracture network within 2&#x2013;3 m vertical range. This structural heterogeneity enhances gas migration efficiency by through improved fracture connectivity (<xref ref-type="bibr" rid="B49">Zhao et al., 2017a</xref>; <xref ref-type="bibr" rid="B51">Zhu, et al., 2019</xref>; <xref ref-type="bibr" rid="B3">Chen, et al., 2022</xref>). Micron-scale fractures (5&#x2013;20 &#x3bc;m) and dissolution pores in inorganic minerals synergize with nanopore networks, expanding effective flow areas and enhancing localized storage capacity (<xref ref-type="bibr" rid="B23">Qiao et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Wu et al., 2023</xref>). Notably, 20&#x2013;30 cm thick gas-bearing intervals persist in transition-adjacent argillaceous limestone, demonstrating persistent hydrocarbon accumulation potential under such petrophysical conditions.</p>
<p>With further upward shallowing of depth, the carbonate mineral content progressively increases while clay mineral content diminishes, leading to enhanced triaxial stress strength within the shale that exceeds external stress intensity (<xref ref-type="bibr" rid="B27">Sone and Zoback, 2013</xref>; <xref ref-type="bibr" rid="B24">Rybacki et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Yang et al., 2025b</xref>). This results in a highly compacted lithology with minimal fracture development, effectively ceasing deformation and maintaining structural stability (<xref ref-type="bibr" rid="B52">Zhu et al., 2025</xref>; <xref ref-type="bibr" rid="B42">Yang et al., 2025b</xref>). These mechanical properties establish a direct caprock that effectively seals the underlying gas-bearing layers. In addition, the sealing system is further enhanced by the underlying Devonian Wuzhishan Formation. This formation predominantly consists of micritic-siliceous limestones with regional thicknesses of 80&#x2013;120 m and permeability below 0.01 mD (<xref ref-type="bibr" rid="B21">Mei et al., 2007</xref>; <xref ref-type="bibr" rid="B13">Huang et al., 2013</xref>; <xref ref-type="bibr" rid="B22">Mei et al., 2013</xref>), functioning as an effective basal seal that significantly inhibits vertical migration.</p>
</sec>
<sec id="s5-1-3">
<label>5.1.3</label>
<title>Shale association of upper slope facies</title>
<p>The upper slope facies shale association is predominantly composed of calcareous mudstone dominated by the C-3 lithofacies, interbedded with argillaceous limestone layers primarily consisting of the C-2 lithofacies. Compared to the lower slope facies, this shale association contains a higher frequency and greater cumulative thickness of interbeds. Taking the well C in the upper slope facies as a representative example, the 1,679m&#x2013;1688 m interval with elevated gas logging values was selected to systematically analyze the shale gas accumulation patterns (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>The &#x201c;source-reservoer-seal&#x201d; system of upper slope facies shale association.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g011.tif">
<alt-text content-type="machine-generated">Geological chart displaying core samples with depth, lithofacies type, and various measurements such as density, gamma ray, gas logging, and fracture densities. Core photos show marked sections correlated with the chart. Colors highlight gas-bearing intervals, caprock, and gas escape zones.</alt-text>
</graphic>
</fig>
<p>The upper slope facies shale association exhibits vertically continuous calcareous mudstone units compartmentalized by interbedded argillaceous limestone layers, resulting in enhanced lithological heterogeneity. Within this configuration, the basal calcareous mudstone functions as the primary gas source, where organic matter preferentially fills microfractures in banded distribution patterns (<xref ref-type="fig" rid="F6">Figures 6I,K</xref>). Intermediate argillaceous limestone interlayers demonstrate effective connectivity of dissolution pores and microfractures near lithofacies transition zones (<xref ref-type="fig" rid="F8">Figures 8I&#x2013;L</xref>), forming favorable reservoir intervals. Conversely, distal interlayer segments develop competent caprocks that effectively seal underlying reservoirs. The overlying calcareous mudstone above these interlayers lacks direct caprock confinement, resulting in negligible gas logging anomalies and significantly reduced measured gas content (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<p>Notable differences exist in &#x201c;source-reservoir-seal&#x201d; configurations between upper and lower slope facies association. The calcareous mudstone of upper slope facies (predominantly comprising C-3 lithofacies) demonstrates constrained hydrocarbon potential due to its reduced thickness (typically &#x3c;5 m), lower TOC content (averaging 0.99 wt%), and limited adsorption capacity (averaging V<sub>L</sub> &#x3d; 1.07 m<sup>3</sup>/t). These constraints produce narrow gas-bearing interval with gas logging anomalies spanning approximately 2 m (<xref ref-type="fig" rid="F11">Figure 11</xref>), substantially less pronounced than lower slope facies counterparts. Furthermore, thickened argillaceous limestone interlayers (3m&#x2013;5 m vs. 1m&#x2013;2 m in lower slope facies) enhance sealing capacity through increased caprock thickness, as evidenced by formation pressure coefficients reaching 1.18 (over pressured conditions) in Well C. The over pressured system promotes efficient gas accumulation along lithofacies transition zones, resulting in pronounced gas logging anomalies characterized by rapid amplitude increases during drilling penetration.</p>
</sec>
</sec>
<sec id="s5-2">
<label>5.2</label>
<title>Shale gas accumulation pattern</title>
<p>Through systematic analysis of shale association across sedimentary facies in the Yaziluo Rift Troughs, it can be inferred that vertical sequence configurations under distinct sedimentary settings fundamentally control the &#x201c;source-reservoir-seal&#x201d; configurations within shale associations. The basin facies shale association, characterized by high TOC (1.46&#x2013;5.70wt%) thick-bedded siliceous mudstone with low triaxial compressive strength, demonstrates intensive high-angle fractures (averaging density 12.5 fractures/m) causing shale fragmentation. The gas occurrence pattern predominantly features adsorbed gas (68.28% of total), with limited free gas (31.72% of total) due to inadequate migration pathways and storage space. The poorly configured &#x201c;source-reservoir-seal&#x201d; configurations within this shale association significantly reduces gas retention efficiency, ultimately resulting in extremely low measured gas content values (<xref ref-type="fig" rid="F12">Figure 12</xref>). It essentially reflects the critical influence of the &#x201c;source-reservoir-seal&#x201d; configurations on shale gas accumulation effectiveness in the Yaziluo Rift Troughs.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>The accumulation patterns of shale gas in different sedimentary facies shale association <bold>(A)</bold> and variation trend of shale gas content <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="feart-14-1738436-g012.tif">
<alt-text content-type="machine-generated">Schematic illustration of shale associations along a slope, showing upper slope, lower slope, and basin facies with detailed insets of pore and gas types. Legends identify intergranular, clay mineral interlayer, organic, and intragranular pores, along with pyrite, micrite, mudstone types, and gas types. A graph below shows the proportion and gas content variations across the slope facies.</alt-text>
</graphic>
</fig>
<p>The lower slope facies shale association demonstrates moderate organic matter abundance (0.86&#x2013;3.51 wt%), with pore systems dominated by organic-clay composite structures. Argillaceous limestone interlayers contrastingly develop brittle mineral-associated pore, comprising intergranular pores, intragranular dissolution features, and microfracture networks. Due to vertical variations in the sequence shale association, the argillaceous limestone interlayers compartmentalize the continuously developed calcareous mudstone into upper and lower sections, serving as direct caprocks to effectively seal the underlying calcareous mudstone. The lower shale unit functions as the primary gas source, driving upward hydrocarbon migration. Lithological transition zones exhibit enhanced connectivity through interconnected fracture systems, forming high-quality pore-fracture reservoirs. This optimized &#x201c;source-reservoir-seal&#x201d; configurations provides enhanced percolation pathways and expanded storage spaces for free gas, resulting in significant shale gas accumulation at lithological transitions where gas logging values reach their maximum (<xref ref-type="fig" rid="F12">Figure 12</xref>). Conversely, the upper shale gas-bearing interval exhibits inferior gas retention conditions due to lacking direct caprock sealing.</p>
<p>Within the shale association of the upper slope facies, calcareous mudstone and argillaceous limestone exhibit frequent interbedding, forming a rhythmic alternation of carbonate-rich and argillaceous-dominated lithologies. Characterized by relatively high carbonate content (51.4%&#x2013;63.7%) and the low organic matter abundance (1.5% avg.), its pore system is dominated by clay mineral-related pore, particularly clay mineral interlayer pores and organic-clay composite pores. Multiple sets of argillaceous limestone interbeds vertically compartmentalize the continuously calcareous mudstone into several well-defined self-sealing systems. Furthermore, the intricate pore-fracture network, comprising abundant inorganic pores and microfractures, facilitates enhanced free gas migration and multi-point accumulation (<xref ref-type="fig" rid="F12">Figure 12</xref>). However, the vertical gas-bearing intervals remains limited due to inherent shale quality limitations.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<label>6</label>
<title>Conclusion</title>
<p>Through systematic analysis of geological characteristics and gas-bearing properties for the lower Carboniferous shale in the Yaziluo Rift Trough, shale gas accumulation pattern have been established with particular emphasis on the synergistic effects between lithofacies heterogeneity and &#x201c;source-reservoir-seal&#x201d; configurations.<list list-type="order">
<list-item>
<p>Lower slope facies shale association. It represents the most favorable exploration target, characterized by an integrated &#x201c;source-reservoir-seal&#x201d; configurations that ensures effective shale gas accumulation and retention. At lithological transitions, interconnected inorganic pores and microfractures create high-quality reservoirs. Gas migrates upward from source rocks and accumulates preferentially in these transition zones, achieving high gas content.</p>
</list-item>
<list-item>
<p>Upper slope facies shale association. Its spatially heterogeneous architecture, marked by frequent mudstone-limestone interbedding, creates multiple vertically stacked self-contained compartments. Its unique &#x201c;source-reservoir-seal&#x201d; configurations ensures effective gas accumulation despite suboptimal shale quality, resulting secondary gas-bearing potential with measured gas content second only to the lower slope facies.</p>
</list-item>
<list-item>
<p>Basin facies shale association. While it is characterized by thick continuous shale with the high TOC values, suffers from a clay-dominated composition prone to brittle failure under external stress. Critically, the absence of interbedded argillaceous limestone layers results in ineffective vertical confinement, allowing shale gas escape. Consequently, it exhibits negligible gas retention capacity, as evidenced by extremely low gas content.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<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 sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>XC: Writing &#x2013; original draft, Writing &#x2013; review and editing. DS: Funding acquisition, Project administration, Writing &#x2013; review editing. RC: Writing &#x2013; review and editing, Funding acquisition, Resources. FL: Writing &#x2013; review and editing. XY: Methodology, Writing &#x2013; review and editing. WC: Resources, Writing &#x2013; review and editing. YW: Formal Analysis, Writing &#x2013; review and editing. XX: Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Author XY was employed by Petroleum Exploration and Production Research Institute, SINOPEC.</p>
<p>The remaining author(s) declared that this work 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="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<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>
<fn-group>
<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1447721/overview">Hongjian Zhu</ext-link>, Yanshan University, China</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1721236/overview">Ren Wang</ext-link>, China University of Geosciences Wuhan, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2031965/overview">Kun Yu</ext-link>, China University of Mining and Technology, China</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Ambrose</surname>
<given-names>R. J.</given-names>
</name>
<name>
<surname>Hartman</surname>
<given-names>R. C.</given-names>
</name>
<name>
<surname>Campos</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Akkutlu</surname>
<given-names>I. Y.</given-names>
</name>
</person-group> (<year>2011</year>). <source>Multi-component sorbed phase considerations for shale gas-in-place calculations</source>, <volume>SPE-141416</volume>. <publisher-loc>Richardson, TX</publisher-loc>: <publisher-name>Society of Petroleum Engineers</publisher-name>, <fpage>10P</fpage>.</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kang</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Discovery of shale gas within upper Paleozoic marine facies by Qian Shuidi-1 well in the northwest of Yaziluo rift trough</article-title>. <source>China Geol.</source> <volume>48</volume> (<issue>2</issue>), <fpage>661</fpage>&#x2013;<lpage>662</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhai</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Origin of authigenic quartz in organic-rich shales of the niutitang formation in the northern margin of Sichuan basin, South China: implications for pore network development</article-title>. <source>Mar. Pet. Geol.</source> <volume>138</volume>, <fpage>105548</fpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2022.105548</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Effect of paleoenvironmental conditions on the distribution of lower Carboniferous shale in yaziluo rift trough, south China: insights from major/trace elements and shale composition</article-title>. <source>Minerals</source> <volume>14</volume>, <fpage>659</fpage>. <pub-id pub-id-type="doi">10.3390/min14070659</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ding</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Lang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Characteristics and controlling factors of organic matter enrichment of lower Carboniferous black rock series deposited in inter-platform region, southern Guizhou depression</article-title>. <source>Lithol. Reserv.</source> <volume>31</volume> (<issue>2</issue>), <fpage>83</fpage>&#x2013;<lpage>95</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gale</surname>
<given-names>J. F.</given-names>
</name>
<name>
<surname>Fall</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yurchenko</surname>
<given-names>I. A.</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Laubach</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Eichhubl</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Opening-mode fracturing and cementation during hydrocarbon generation in shale: an example from the Barnett Shale, Delaware Basin, West Texas</article-title>. <source>AAPG Am. Assoc. Pet. Geol. Bull.</source> <volume>106</volume> (<issue>10</issue>), <fpage>2103</fpage>&#x2013;<lpage>2141</lpage>. <pub-id pub-id-type="doi">10.1306/01062219274</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yi</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Geothermometry and geobarometry of overpressured lower Paleozoic gas shales in the Jiaoshiba field, central China: insight from fluid inclusions in fracture cements</article-title>. <source>Mar. Pet. Geol.</source> <volume>83</volume>, <fpage>124</fpage>&#x2013;<lpage>139</lpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2017.02.018</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Organic mesopore and micropore structures and their effects on methane adsorption in marine organic-rich shales</article-title>. <source>Energy &#x26; Fuels</source> <volume>37</volume> (<issue>12</issue>), <fpage>8284</fpage>&#x2013;<lpage>8295</lpage>. <pub-id pub-id-type="doi">10.1021/acs.energyfuels.3c01185</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Rui</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Elemental geochemical characterization of sedimentary conditions and organic matter enrichment for Lower Cambrian shale formations in Northern Guizhou, south China</article-title>. <source>Minerals</source> <volume>10</volume>, <fpage>793</fpage>. <pub-id pub-id-type="doi">10.3390/min10090793</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>He</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zuo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Criterion for residual strength and brittle-ductile transition of brittle rock under triaxial stress conditions</article-title>. <source>Geoenergy Sci. Eng.</source> <volume>243</volume>, <fpage>213340</fpage>. <pub-id pub-id-type="doi">10.1016/j.geoen.2024.213340</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herrmann</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Rybacki</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sone</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dresen</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Deformation experiments on bowland and Posidonia shale&#x2014;part I: strength and young&#x2019;s modulus at ambient and <italic>in situ</italic> p<sub>c</sub>&#x2013;T conditions</article-title>. <source>Rock Mech. Rock Eng.</source> <volume>51</volume>, <fpage>3645</fpage>&#x2013;<lpage>3666</lpage>. <pub-id pub-id-type="doi">10.1007/s00603-018-1572-4</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>D. G.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>H. Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H. T.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>Z. Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Breakthrough and significance of Permian shale gas exploration of well HY1 in Hongxing area, eastern Sichuan Basin</article-title>. <source>Acta Pet. Sin.</source> <volume>44</volume> (<issue>2</issue>), <fpage>241</fpage>&#x2013;<lpage>252</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Y. S.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>Z. Q.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>H. W.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>C. X.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Depositional chemistry of chert during late Paleozoic from western Guangxi and its implication for the tectonic evolution of the Youjiang basin</article-title>. <source>Sci. China Earth Sci.</source> <volume>56</volume>, <fpage>479</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.1007/s11430-012-4496-y</pub-id>
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jin</surname>
<given-names>Z. J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G. X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P. F.</given-names>
</name>
<name>
<surname>N</surname>
<given-names>H. K.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G. P.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Exploration potential and targets of the Permian shale gas in the Yangtze region, South China</article-title>. <source>Oil &#x26; Gas Geol.</source> <volume>46</volume> (<issue>2</issue>), <fpage>335</fpage>&#x2013;<lpage>347</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Langmuir</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>1918</year>). <article-title>The adsorption of gases on plane surfaces of glass, mica and platinum</article-title>. <source>J. Am. Chem. Soc.</source> <volume>40</volume>, <fpage>1361</fpage>&#x2013;<lpage>1403</lpage>. <pub-id pub-id-type="doi">10.1021/ja02242a004</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Lewi</surname>
<given-names>s R.</given-names>
</name>
<name>
<surname>Ingraham</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Pearcy</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Williamson</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Sawyer</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Frantz</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2004</year>). &#x201c;<article-title>New evaluation techniques for gas shale reservoirs</article-title>,&#x201d; in <source>Proceedings of the 2004 Schlumberger Reservoir Symposium</source>.</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Prediction on rock strength by mineral composition from machine learning of ECS logs</article-title>. <source>Energy Geosci.</source> <volume>6</volume>, <fpage>100386</fpage>. <pub-id pub-id-type="doi">10.1016/j.engeos.2025.100386</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Mou</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Y</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>A discussion on Kaijiang-liangping ocean trough</article-title>. <source>Oil &#x26; Gas Geol.</source> <volume>27</volume> (<issue>3</issue>), <fpage>326</fpage>&#x2013;<lpage>331</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhong</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Organic matter/clay mineral intergranular pores in the Lower Cambrian Lujiaping Shale in the north-eastern part of the upper Yangtze area China: a possible microscopic mechanism for gas preservation</article-title>. <source>Int. J. Coal Geol.</source> <volume>137</volume>, <fpage>38</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1016/j.coal.2014.11.001</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ma</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhai</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Depositional environment and organic matter enrichment of the lower Cambrian niutitang shale in Western Hubei Province, South China</article-title>. <source>Mar. Petrol. Geol.</source> <volume>109</volume>, <fpage>381</fpage>&#x2013;<lpage>393</lpage>.</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mei</surname>
<given-names>M. X.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>Y. S.</given-names>
</name>
<name>
<surname>Deng</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chu</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>K. B.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Sequence-stratigraphic frameworks and their palaeogeographic patterns for the Permian Lopingian of the Dianqiangui Basin and its adjacent areas of Southwestern China</article-title>. <source>Sci. China Earth Sci.</source> <volume>50</volume>, <fpage>869</fpage>&#x2013;<lpage>885</lpage>. <pub-id pub-id-type="doi">10.1007/s11430-007-0007-y</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mei</surname>
<given-names>M. X.</given-names>
</name>
<name>
<surname>Maurice E</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Facies-succession and architecture of the third-order sequences and their stratigraphic framework of the Devonian in Yunnan-Guizhou-Guangxi area, South China</article-title>. <source>J. Palaeogeogr.</source> <volume>2</volume>, <fpage>93</fpage>&#x2013;<lpage>108</lpage>.</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qiao</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y. N.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Impacts of sedimentology and diagenesis on pore structure and reservoir quality in tight oil sandstone reservoirs: implications for macroscopic and microscopic heterogeneities</article-title>. <source>Mar. Petrol. Geol.</source> <volume>111</volume>, <fpage>279</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2019.08.008</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rybacki</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Reinicke</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Meier</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Makasi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Dresen</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>What controls the mechanical properties of shale rocks? &#x2013; part I: strength and Young&#x27;s modulus</article-title>. <source>J. Petrol. Sci. Eng.</source> <volume>135</volume>, <fpage>702</fpage>&#x2013;<lpage>722</lpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2015.10.028</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Log Evaluation of gas content from Jiaoshiba shale gas reservoir in fuling gas field</article-title>. <source>Well Logging Technol.</source> <volume>39</volume> (<issue>3</issue>), <fpage>357</fpage>&#x2013;<lpage>362</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B. Q.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Factors influencing shale gas accumulation in the lower Silurian Longmaxi formation between the north and South Jiaoshiba area, Southeast Sichuan basin</article-title>. <source>China. Mar. Petrol. Geol.</source> <volume>111</volume>, <fpage>905</fpage>&#x2013;<lpage>917</lpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2019.06.029</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sone</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zoback</surname>
<given-names>D. M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Mechanical properties of shale-gas reservoir rocks &#x2013; part 1: static and dynamic elastic properties and anisotropy</article-title>. <source>Geophysics</source> <volume>78</volume> (<issue>5</issue>), <fpage>381</fpage>&#x2013;<lpage>392</lpage>. <pub-id pub-id-type="doi">10.1190/geo2013-0050.1</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tian</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>R. D.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Lithofacies and paleogeography evolution and characteristics of shale gas accumulation in lower Carboniferous, Guizhou, China</article-title>. <source>J. Chengfu Univ. If Technol. Science&#x26;Technology Ed.</source> <volume>43</volume> (<issue>3</issue>), <fpage>291</fpage>&#x2013;<lpage>299</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>S. Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C. H.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>R. F.</given-names>
</name>
<etal/>
</person-group> (<year>2006</year>). <article-title>Filling and evolution the late Paleozoic Shuicheng-Ziyun aulacogen in Western Guizhou, China</article-title>. <source>Geol. Bull. China</source> <volume>25</volume> (<issue>3</issue>), <fpage>402</fpage>&#x2013;<lpage>407</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X. W.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>T. L.</given-names>
</name>
<name>
<surname>Wo</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>L. Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>R. Q.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Characteristics of deep structure segmentation and transformation of Yaziluo fault zone</article-title>. <source>Oil Gas. Geol.</source> <volume>34</volume>, <fpage>220</fpage>&#x2013;<lpage>228</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Long</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2017a</year>). <article-title>Longmaxi-wufeng shale lithofacies identification and 3-D modelling in the northern Fuling gas field, Sichuan basin</article-title>. <source>J. Nat. Gas. Sci. Eng.</source> <volume>47</volume>, <fpage>59</fpage>&#x2013;<lpage>72</lpage>. <pub-id pub-id-type="doi">10.1016/j.jngse.2017.10.003</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2017b</year>). <article-title>Lithofacies classification and its effect on pore structure of the Cambrian marine shale in the upper Yangtze platform, south China: evidence from FE-SEM and gas adsorption analysis</article-title>. <source>J. Petrol. Sci. Eng.</source> <volume>156</volume>, <fpage>307</fpage>&#x2013;<lpage>321</lpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2017.06.011</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Climate-ocean control on the depositional watermass conditions and organic matter enrichment in lower Cambrian black shale in the upper Yangtze Platform</article-title>. <source>Mar. Pet. Geol.</source> <volume>120</volume>, <fpage>104570</fpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2020.104570</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>E. Z.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>T. L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M. W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>X. X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>N. X.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Exploration potential of different lithofacies of deep marine shale gas systems: insight into organic matter accumulation and pore formation mechanisms</article-title>. <source>J. Nat. Gas. Sci. Eng.</source> <volume>102</volume>, <fpage>104563</fpage>. <pub-id pub-id-type="doi">10.1016/j.jngse.2022.104563</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Meng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Investigation of frozen rock behavior: mechanical properties, pore structure, and strength under confining pressures</article-title>. <source>J. Cold Reg. Sci. Technol.</source> <volume>234</volume>, <fpage>104451</fpage>.</mixed-citation>
</ref>
<ref id="B36">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Tuo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Reconstruction of paleoceanic redox conditions of the lower Cambrian niutitang shales in northern Guizhou, upper yangtze region</article-title>. <source>Palaeogeogr. Palaeoclimatol. Palaeoecol.</source> <volume>538</volume>, <fpage>109457</fpage>. <pub-id pub-id-type="doi">10.1016/j.palaeo.2019.109457</pub-id>
</mixed-citation>
</ref>
<ref id="B37">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>F. J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>C. X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Influencing mechanism of saline sediments on pore system formation and evolution in terrestrial shales</article-title>. <source>Petrol. Sci.</source> <volume>20</volume> (<issue>6</issue>), <fpage>3280</fpage>&#x2013;<lpage>3300</lpage>. <pub-id pub-id-type="doi">10.1016/j.petsci.2023.06.010</pub-id>
</mixed-citation>
</ref>
<ref id="B38">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xi</surname>
<given-names>Z. D.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S. H.</given-names>
</name>
<name>
<surname>Lash</surname>
<given-names>G. G.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>Y. P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Controls of marine shale gas accumulation in the eastern periphery of the Sichuan Basin, South China</article-title>. <source>Int. J. Coal Geol.</source> <volume>251</volume>, <fpage>103939</fpage>. <pub-id pub-id-type="doi">10.1016/j.coal.2022.103939</pub-id>
</mixed-citation>
</ref>
<ref id="B39">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>X. G.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>S. B.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Gas content evolutionin Western Guizhou and differential occurrencein China of Permian shale with type III kerogen</article-title>. <source>J. Petroleum Sci. Eng.</source> <volume>208</volume>, <fpage>109464</fpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2021.109464</pub-id>
</mixed-citation>
</ref>
<ref id="B40">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>H. F.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>B. J.</given-names>
</name>
<name>
<surname>Ming</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Exploration breakthrough and prospect of Permian marine shale gas in the Kaijiang-liangping trough, Sichuan basin</article-title>. <source>Nat. Gas. Ind.</source> <volume>43</volume> (<issue>11</issue>), <fpage>19</fpage>&#x2013;<lpage>27</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B41">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2025a</year>). <article-title>Fractal characteristics of pore structure of longmaxi shales with different burial depths in Southern Sichuan and its geological significance</article-title>. <source>Fractal Fract.</source> <volume>9</volume>, <fpage>2</fpage>. <pub-id pub-id-type="doi">10.3390/fractalfract9010002</pub-id>
</mixed-citation>
</ref>
<ref id="B42">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y. R.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2025b</year>). <article-title>Characteristics and formation mechanism of Permian marine shale of kai-jiang-liangping trough in northern Sichuan basin</article-title>. <source>Lithol. Reserv.</source> <volume>37</volume> (<issue>3</issue>), <fpage>108</fpage>&#x2013;<lpage>119</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B43">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>W. H.</given-names>
</name>
<name>
<surname>Fang</surname>
<given-names>X. X.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S. Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Geochemical characteristics and sedimentary environment of the middle Devonian organic-higher shales in the Northwest of guizhong depression, southwest China</article-title>. <source>China Geol.</source> <volume>3</volume>, <fpage>567</fpage>&#x2013;<lpage>574</lpage>. <pub-id pub-id-type="doi">10.31035/cg2020062</pub-id>
</mixed-citation>
</ref>
<ref id="B44">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhai</surname>
<given-names>G. Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y. F.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G. H.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Accumulatgion model of the Sinian-Cambrian shale gas in Western Hubei Province, China</article-title>. <source>J. Geomechanics</source> <volume>26</volume> (<issue>5</issue>), <fpage>696</fpage>&#x2013;<lpage>713</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B45">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhai</surname>
<given-names>G. Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y. F.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>G. H.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>X. C.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Enrichment and accumulation characteristics and prospect analysis of the Permian marine conticental multiphase shale gas in China</article-title>. <source>Sediment. Geol. Tethyan Geol.</source> <volume>40</volume> (<issue>3</issue>), <fpage>102</fpage>&#x2013;<lpage>117</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B46">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Shu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>Q.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Cauculation model of shale gas content and its application in fuling area</article-title>. <source>Earth Sci.</source> <volume>42</volume> (<issue>07</issue>), <fpage>1157</fpage>&#x2013;<lpage>1168</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B547">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>P. X.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>X. P.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Q. F.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Geological characteristics and enrichment pattern of Permian Mao 1 Member shale gas reservoirs at the southeastern margin of Sichuan Basin</article-title>. <source>Oil &#x26; Gas Geology</source> <volume>42</volume> (<issue>1</issue>), <fpage>146</fpage>&#x2013;<lpage>157</lpage>.</mixed-citation>
</ref>
<ref id="B47">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>P. X.</given-names>
</name>
<name>
<surname>Nie</surname>
<given-names>H. K.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>X. P.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z. P.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>D. N.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Paleozoic gas accumulation system and stereoscopic exploration in southeastern chongqing</article-title>. <source>Earth Sci.</source> <volume>48</volume> (<issue>1</issue>), <fpage>206</fpage>&#x2013;<lpage>222</lpage>. <comment>(in Chinese with English abstract)</comment>. <pub-id pub-id-type="doi">10.3799/dqkx.2022.440</pub-id>
</mixed-citation>
</ref>
<ref id="B48">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>W. Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J. Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Geological difference and its significance of marine shale gases in South China</article-title>. <source>Pet. Explor. Dev.</source> <volume>43</volume> (<issue>4</issue>), <fpage>547</fpage>&#x2013;<lpage>559</lpage>. <pub-id pub-id-type="doi">10.1016/s1876-3804(16)30065-9</pub-id>
</mixed-citation>
</ref>
<ref id="B49">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2017a</year>). <article-title>Quantitative prediction of gas contents in different occurrence states of shale reservoirs: a case study of the Jiaoshiba shale gasfield in the Sichuan basin</article-title>. <source>Natur. Gas. Ind.</source> <volume>37</volume> (<issue>04</issue>), <fpage>27</fpage>&#x2013;<lpage>33</lpage>. <comment>(in Chinese with English abstract)</comment>.</mixed-citation>
</ref>
<ref id="B50">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>Z. J.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>Z. K.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Q. H.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Z. Q.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2017b</year>). <article-title>Mineral types and organic matters of the Ordovician-Silurian Wufeng and Longmaxi shale in the Sichuan basin, China: implications for pore systems, diageneticpathways, and reservoir quality in fine-grained sedimentary rocks</article-title>. <source>Mar. Pet. Geol.</source> <volume>86</volume>, <fpage>655</fpage>&#x2013;<lpage>674</lpage>. <pub-id pub-id-type="doi">10.1016/j.marpetgeo.2017.06.031</pub-id>
</mixed-citation>
</ref>
<ref id="B51">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Han</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Pore structure variations across structural deformation of Silurian longmaxi shale: an example from the chuandong thrust-fold belt</article-title>. <source>Fuel</source> <volume>241</volume>, <fpage>914</fpage>&#x2013;<lpage>932</lpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2018.12.108</pub-id>
</mixed-citation>
</ref>
<ref id="B52">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Ju</surname>
<given-names>Y. W.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Feng</surname>
<given-names>H. Y.</given-names>
</name>
<name>
<surname>Qiao</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2025</year>). <article-title>Natural evidence of organic nanostructure transformation of shale during bedding-parallel slip</article-title>. <source>GSA Bull.</source> <volume>137</volume> (<issue>5-6</issue>), <fpage>2719</fpage>&#x2013;<lpage>2746</lpage>. <pub-id pub-id-type="doi">10.1130/b37712.1</pub-id>
</mixed-citation>
</ref>
<ref id="B53">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Hydraulic fracture morphology and conductivity of continental shale under the true-triaxial stress conditions</article-title>. <source>Fuel</source> <volume>352</volume>, <fpage>129056</fpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2023.129056</pub-id>
</mixed-citation>
</ref>
</ref-list>
</back>
</article>