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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">751543</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.751543</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Characteristics of Shale Pores and Surfaces and Their Potential Effects on the Fluid Flow From Shale Formation to Fractures</article-title>
<alt-title alt-title-type="left-running-head">Li et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Fluid Flow in Shale Pores</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Xu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1412659/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cai</surname>
<given-names>Jingong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1233701/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Bo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Long</surname>
<given-names>Shengxiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Feng</surname>
<given-names>Dongjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Peng</surname>
<given-names>Zeyang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Benqiang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>State Key Laboratory of Shale Oil and Gas Enrichment Mechanisms and Effective Development, SINOPEC, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>State Key Laboratory of Marine Geology, Tongji University, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1178470/overview">Min Wang</ext-link>, China University of Petroleum (Huadong), China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1428285/overview">Rui Yang</ext-link>, China University of Geosciences Wuhan, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1361533/overview">Enze Wang</ext-link>, Peking University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1431065/overview">Shansi Tian</ext-link>, Northeast Petroleum University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jingong Cai, <email>jgcai@tongji.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Economic Geology, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>751543</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Li, Cai, Gao, Long, Feng, Peng and Guo.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Li, Cai, Gao, Long, Feng, Peng and Guo</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Fluid flow is critical for the efficient exploitation of shale resources and can be split into two stages: the flow in the artificial fractures and, more importantly, the flow from shale formations to the artificial fractures. In this study, X-ray diffraction, N<sub>2</sub> adsorption, mercury intrusion, and ethylene glycol monoethyl ether adsorption were conducted on the shales collected from Es<sub>3</sub>
<sup>middle</sup>, Es<sub>3</sub>
<sup>lower</sup>, and Es<sub>4</sub>
<sup>upper</sup> sub-members in the Dongying Sag to reveal the potential effects of the characteristics and properties of pores and surfaces on the fluid flow in shale formations. The results are indicated as follows: 1) The shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> contain more I/S and detrital minerals but less illite and carbonate minerals than those of Es<sub>4</sub>
<sup>upper</sup>. 2) The shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> are mainly composed of smaller pores present in larger surface areas and lead to the steeper slope between the BrunauerEmmettTeller specific surface area (BET-SSA) and pore volumes. 3) Clay minerals mainly contribute to pore development, and carbonate minerals inhibit pore development. All kinds of surface areas (especially the inner surface area) are sourced by clay minerals, while I/S and illite present opposite effects. 4) Pore size and surface properties affect significantly the fluid flow in shale formations. The shales from Es<sub>4</sub>
<sup>upper</sup> are the favorable interval for shale oil accumulation and flow, especially for the shales with depth ranges of 3360&#x223c;3410&#xa0;m, which possess high carbonates, illite and total organic carbon content, low clay mineral content, large pore volume, high large pore content, and small surface areas. Additionally, fluid composition needs to be paid more concern in the future.</p>
</abstract>
<kwd-group>
<kwd>pore characteristics</kwd>
<kwd>surface characteristics</kwd>
<kwd>mineral composition</kwd>
<kwd>interfacial interaction</kwd>
<kwd>fluid flow</kwd>
</kwd-group>
<contract-num rid="cn001">41972126</contract-num>
<contract-sponsor id="cn001">Foundation for Innovative Research Groups of the National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100012659</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Major Science and Technology Projects of China<named-content content-type="fundref-id">10.13039/501100013076</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">China Petrochemical Corporation<named-content content-type="fundref-id">10.13039/501100010824</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Hydraulic fracturing is one of the most important technologies for the successful exploitation of unconventional oil and gas resources with ultra-low porosity and permeability, especially for shale resources (<xref ref-type="bibr" rid="B44">Osiptsov, 2017</xref>; <xref ref-type="bibr" rid="B60">Wang and Sheng, 2017</xref>; <xref ref-type="bibr" rid="B36">Lu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B1">Aadn&#xf8;y and Looyeh, 2019</xref>; <xref ref-type="bibr" rid="B72">Yang and Guo, 2019</xref>; <xref ref-type="bibr" rid="B38">Lu et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B50">Shi et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Xie et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B64">Wang et&#x20;al., 2022</xref>). One of the key concerns of the exploitation of shale resources is the evaluation of the production performance after fracturing (<xref ref-type="bibr" rid="B23">Jarvie et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B58">Wang and Gale, 2009</xref>; <xref ref-type="bibr" rid="B25">Jin et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B57">Tang et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B65">Wei et&#x20;al., 2020</xref>). Previous studies have observed that the fracturing fluids interact significantly with minerals and change their properties such as wettability, morphology, composition, water-bearing properties, and cation exchange capacity (CEC) (<xref ref-type="bibr" rid="B10">Chen et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B11">Chen et&#x20;al., 2018a</xref>; <xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2018b</xref>; <xref ref-type="bibr" rid="B36">Lu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B48">Sari et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>), leading to problems such as low flowback recovery of fracturing fluids, environment hazard, hydration, expansion, and rheology of clay minerals (<xref ref-type="bibr" rid="B43">O&#x27;Brien and Chenevert, 1973</xref>; <xref ref-type="bibr" rid="B40">Makhanov et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B55">Sui et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B1">Aadn&#xf8;y and Looyeh, 2019</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>) and will impact seriously on the production progress. Therefore, to better understand the mechanisms of these problems and their potential effect on production performance, a detailed analysis of the characteristics of shale pores and surface structures and their potential interactions with the fracturing fluids and the confined fluids in shale formations is of great significance.</p>
<p>The fluid flow after hydraulic fracturing in the shales can be divided into two stages: the flow from shale formations to the fractures and the flow in the fractures. Because the ultimate and the most important purpose of hydraulic fracturing is to release oil and gas occluded in pores or adsorbed on surfaces as much as possible, the former stage is more important and is affected more significantly by pore and surface attributes. The international union of pure and applied chemistry (IUPAC) classified the pores into micropore (&#x3c;2&#xa0;nm), mesopore (2&#x223c;50&#xa0;nm), and macropore (&#x3e;50&#xa0;nm) according to the pore size, adsorption properties, and capillary condensation (<xref ref-type="bibr" rid="B51">Sing, 1985</xref>). Shale presents pores with a wide diameter range, and the capillary pressure that relates closely to fluid flow differs according to the pore size if the properties of pore walls are the same. More importantly, the fluid flow in nanopores and the space close to surfaces do not follow Darcy&#x2019;s law because of the strong interactions between fluids and pore walls (<xref ref-type="bibr" rid="B75">Zeng et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B61">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B63">Wang Z. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B60">Wang and Sheng, 2017</xref>; <xref ref-type="bibr" rid="B74">Yu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Song et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Cheng et&#x20;al., 2019</xref>). Pore walls are constructed by minerals or organic matter (OM) that presents significant divergences in their physical and chemical properties. Differences in the origin of the pores result in the differences in the morphology, size, and attributes of pore walls (surfaces). For example, the pores formed by plate-like clay minerals tend to be slit-like (<xref ref-type="bibr" rid="B14">Curtis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>); micropores and small mesopores are mainly related to clay minerals and organic matter (<xref ref-type="bibr" rid="B8">Chalmers and Bustin, 2008</xref>; <xref ref-type="bibr" rid="B27">Klaver et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B29">Kuila et&#x20;al., 2014</xref>). Therefore, the distribution of confined fluids differs greatly according to the shale pore structure and surface properties, which are closely related to the shale mineral composition and burial evolution. For example, nanopores with higher elastic buckling pressure increase with increasing depth (<xref ref-type="bibr" rid="B14">Curtis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>); mineral composition changes significantly due to diagenesis including illitization, dolomitization, recrystallization (<xref ref-type="bibr" rid="B30">Li W. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B67">Wilson et&#x20;al., 2016a</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Bai et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B7">Cai et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B33">Liang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B16">Du et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>), leading to the changes of pore and surface properties (<xref ref-type="bibr" rid="B27">Klaver et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Li W. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#x20;al., 2016b</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>). In summary, shale pores and surfaces are complex, and their characteristics and properties change significantly according to the mineral composition and burial evolution. These complexities control the interactions between pore walls and confined fluids, and they must affect the shale oil mobility and production performance.</p>
<p>To further illustrate the potential impacts of the complexity of the characteristics and properties of pores and surfaces on the fluid flow from shale formation to fractures, the interactions between fluids and pores or surfaces in different fracturing stages were summarized. During the pumping stage, fracturing fluids are pumped into shale formation and forming fractures. Then, fracturing fluids gradually intrude into shale rocks under high fluid pressure. After pumping, the well will be shut. Shut-in is commonly used and is important for the formation of stable fractures and provides time for the water blockage removal (<xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Wijaya and Sheng, 2019</xref>). During this stage, fracturing fluids imbibe into the formation spontaneously. It is important to note that spontaneous imbibition also happens during the fluid pumping, the flowback, and the long-term production stage (<xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>). The strength of the imbibition is greatly affected by the wettability, the pore structure, and the pore connectivity of the rock (<xref ref-type="bibr" rid="B15">Dehghanpour et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#x20;al., 2016b</xref>; <xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B56">Sun et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B74">Yu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B73">Yang et&#x20;al., 2018</xref>). In addition, the wettability of some surfaces can be changed from oil wetting to water wetting due to imbibition (<xref ref-type="bibr" rid="B10">Chen et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B45">Roshan et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B11">Chen et&#x20;al., 2018a</xref>; <xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2018b</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>), and the pore structure can also be changed by fracturing fluids and surfactant (<xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B37">Lu et&#x20;al., 2019</xref>), which will further change the flow characteristics conversely. During the flowback stage, part of the fracturing fluids is adsorbed by the minerals (especially the clay minerals) or trapped into the pores with narrow throat, leading to low flowback recovery of the fracturing fluids (<xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B66">Wijaya and Sheng, 2019</xref>). Meanwhile, the chemical properties of the flowback fluids change obviously due to the mass exchange between the fracturing fluids and the pore fluids or the mineral components (<xref ref-type="bibr" rid="B21">Haluszczak et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Engle and Rowan, 2014</xref>; <xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>). Additionally, the strength of the impacts differs according to mineral types because of the divergences in their physical and chemical properties (<xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>). For example, smectite and I/S impact more on the flowback water chemical properties than illite (<xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>). In summary, characteristics and properties of pores and surfaces will impact the absolute permeability of shale and, more importantly, the relative permeability of oil. Thus, the analysis of the characteristics and properties of shale pores and surfaces is important for the evaluation of shale oil potential, but they are seldomly considered previously.</p>
<p>In this study, shale samples with different mineral compositions and degrees of evolution were collected from different shale formations in the Dongying Sag, Jiyang Depression. The complete shale pore&#x2019;s size distribution and surfaces with different properties were analyzed by N<sub>2</sub> adsorption, mercury intrusion porosimetry, and EGME adsorption methods. Then, the mineral composition, pore, and surface characteristics and properties were compared among the shales at different intervals. Based on all these detections and comparisons, the fluids flow from shale formation to the hydraulic fractures was evaluated, and the favorable interval for shale oil storage and flow was obtained on the profile from the perspective of potential fluid flow properties. This study can benefit the selection of fracturing fluids, the implementation of fracturing, and the accurate evaluation of shale oil production performance.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Materials</title>
<p>The Dongying Sag locates in the southeastern of Bohai Bay Basin, northern China. Previous exploration has confirmed the great shale oil potential in the third and fourth members of Shahejie Formation (<xref ref-type="bibr" rid="B31">Li Z. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2020</xref>). In order to characterize the influence of pore structure on the fracturing of the shales with different compositions, thirty-four argillaceous source rocks were selected for detection, which were taken from well NY1, N38, and N872 at depths of 3000&#x223c;3500&#xa0;m in the middle and lower section of the third member (Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>) and upper section of the fourth member (Es<sub>4</sub>
<sup>upper</sup>) of Shahejie Formation (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>; <xref ref-type="table" rid="T1">Table&#x20;1</xref>) in the Dongying Sag. All the bulk samples were detected by X-ray diffraction (XRD), Rock-Eval VI pyrolysis, N<sub>2</sub> adsorption, mercury injection porosimetry (MIP), and ethylene glycol monoethyl ether (EGME) adsorption methods. The clay fraction of each sample was detected by XRD to obtain the clay mineral composition. For the separation of the clay-sized fractions, the bulk rocks were ground to less than 1&#xa0;mm and were then soaked in deionized water within a 2000-ml beaker at room temperature via natural sedimentation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Structural map and sampling well locations of the Dongying Sag (modified from <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2020</xref>).</p>
</caption>
<graphic xlink:href="feart-09-751543-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Sample information and mineral composition.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Sample no.</th>
<th rowspan="2" align="center">Well</th>
<th colspan="1" align="center">Depth</th>
<th rowspan="2" align="center">Member</th>
<th colspan="3" align="center">Bulk mineral composition/%</th>
<th colspan="4" align="center">Clay mineral composition/%</th>
</tr>
<tr>
<th align="center">M</th>
<th align="center">Clay</th>
<th align="center">Detrital</th>
<th align="center">Carbonate</th>
<th align="center">I/S</th>
<th align="center">Illite</th>
<th align="center">Kaolinite</th>
<th align="center">Chlorite</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="left">NY1</td>
<td align="char" char=".">3334.36</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">37</td>
<td align="center">21</td>
<td align="center">39</td>
<td align="center">61</td>
<td align="center">36</td>
<td align="center">2</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left">2</td>
<td align="left">NY1</td>
<td align="char" char=".">3355.61</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">22</td>
<td align="center">26</td>
<td align="center">49</td>
<td align="center">67</td>
<td align="center">33</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">3</td>
<td align="left">NY1</td>
<td align="char" char=".">3372.01</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">8</td>
<td align="center">24</td>
<td align="center">66</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">4</td>
<td align="left">NY1</td>
<td align="char" char=".">3378.36</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">9</td>
<td align="center">25</td>
<td align="center">64</td>
<td align="center">30</td>
<td align="center">70</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">5</td>
<td align="left">NY1</td>
<td align="char" char=".">3380.21</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">15</td>
<td align="center">21</td>
<td align="center">62</td>
<td align="center">28</td>
<td align="center">72</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">6</td>
<td align="left">NY1</td>
<td align="char" char=".">3382.16</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">48</td>
<td align="center">33</td>
<td align="center">16</td>
<td align="center">35</td>
<td align="center">65</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">7</td>
<td align="left">NY1</td>
<td align="char" char=".">3385.76</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">22</td>
<td align="center">19</td>
<td align="center">56</td>
<td align="center">12</td>
<td align="center">88</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">8</td>
<td align="left">NY1</td>
<td align="char" char=".">3390.45</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">13</td>
<td align="center">24</td>
<td align="center">62</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">9</td>
<td align="left">NY1</td>
<td align="char" char=".">3398.90</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">6</td>
<td align="center">19</td>
<td align="center">74</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">10</td>
<td align="left">NY1</td>
<td align="char" char=".">3408.00</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">24</td>
<td align="center">21</td>
<td align="center">53</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">11</td>
<td align="left">NY1</td>
<td align="char" char=".">3468.63</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">44</td>
<td align="center">39</td>
<td align="center">14</td>
<td align="center">50</td>
<td align="center">50</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">12</td>
<td align="left">NY1</td>
<td align="char" char=".">3479.73</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">5</td>
<td align="center">12</td>
<td align="center">83</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">13</td>
<td align="left">NY1</td>
<td align="char" char=".">3494.45</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">9</td>
<td align="center">10</td>
<td align="center">38</td>
<td align="center">0</td>
<td align="center">100</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">14</td>
<td align="left">NY1</td>
<td align="char" char=".">3497.90</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">15</td>
<td align="center">15</td>
<td align="center">31</td>
<td align="center">3</td>
<td align="center">97</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">15</td>
<td align="left">N38</td>
<td align="char" char=".">3022.00</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">42</td>
<td align="center">50</td>
<td align="center">4</td>
<td align="center">74</td>
<td align="center">14</td>
<td align="center">7</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">16</td>
<td align="left">N38</td>
<td align="char" char=".">3025.00</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">31</td>
<td align="center">46</td>
<td align="center">20</td>
<td align="center">76</td>
<td align="center">13</td>
<td align="center">6</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">17</td>
<td align="left">N38</td>
<td align="char" char=".">3034.81</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">27</td>
<td align="center">38</td>
<td align="center">32</td>
<td align="center">69</td>
<td align="center">15</td>
<td align="center">9</td>
<td align="center">7</td>
</tr>
<tr>
<td align="left">18</td>
<td align="left">N38</td>
<td align="char" char=".">3089.52</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">47</td>
<td align="center">42</td>
<td align="center">11</td>
<td align="center">68</td>
<td align="center">22</td>
<td align="center">6</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left">19</td>
<td align="left">N38</td>
<td align="char" char=".">3137.61</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">42</td>
<td align="center">35</td>
<td align="center">21</td>
<td align="center">81</td>
<td align="center">15</td>
<td align="center">2</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">20</td>
<td align="left">N38</td>
<td align="char" char=".">3140.91</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">45</td>
<td align="center">39</td>
<td align="center">14</td>
<td align="center">74</td>
<td align="center">19</td>
<td align="center">4</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">21</td>
<td align="left">N38</td>
<td align="char" char=".">3143.41</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">45</td>
<td align="center">50</td>
<td align="center">5</td>
<td align="center">68</td>
<td align="center">20</td>
<td align="center">7</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">22</td>
<td align="left">N38</td>
<td align="char" char=".">3147.41</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">51</td>
<td align="center">41</td>
<td align="center">6</td>
<td align="center">73</td>
<td align="center">20</td>
<td align="center">4</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">23</td>
<td align="left">N38</td>
<td align="char" char=".">3336.60</td>
<td align="left">Es<sub>3</sub>
<sup>lower</sup>
</td>
<td align="center">43</td>
<td align="center">44</td>
<td align="center">13</td>
<td align="left">65</td>
<td align="center">30</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">24</td>
<td align="left">N38</td>
<td align="char" char=".">3342.60</td>
<td align="left">Es<sub>3</sub>
<sup>lower</sup>
</td>
<td align="center">41</td>
<td align="center">34</td>
<td align="center">22</td>
<td align="center">59</td>
<td align="center">41</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">25</td>
<td align="left">N872</td>
<td align="char" char=".">3050.80</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">30</td>
<td align="center">33</td>
<td align="center">31</td>
<td align="center">72</td>
<td align="center">20</td>
<td align="center">4</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left">26</td>
<td align="left">N872</td>
<td align="char" char=".">3049.70</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">34</td>
<td align="center">28</td>
<td align="center">32</td>
<td align="center">71</td>
<td align="center">17</td>
<td align="center">7</td>
<td align="center">5</td>
</tr>
<tr>
<td align="left">27</td>
<td align="left">N872</td>
<td align="char" char=".">3053.50</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">37</td>
<td align="center">40</td>
<td align="center">21</td>
<td align="center">71</td>
<td align="center">25</td>
<td align="center">2</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">28</td>
<td align="left">N872</td>
<td align="char" char=".">3072.30</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">32</td>
<td align="center">50</td>
<td align="center">16</td>
<td align="center">73</td>
<td align="center">22</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">29</td>
<td align="left">N872</td>
<td align="char" char=".">3074.30</td>
<td align="left">Es<sub>3</sub>
<sup>middle</sup>
</td>
<td align="center">26</td>
<td align="center">53</td>
<td align="center">20</td>
<td align="center">73</td>
<td align="center">22</td>
<td align="center">3</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">30</td>
<td align="left">N872</td>
<td align="char" char=".">3201.00</td>
<td align="left">Es<sub>3</sub>
<sup>lower</sup>
</td>
<td align="center">25</td>
<td align="center">35</td>
<td align="center">35</td>
<td align="center">52</td>
<td align="center">40</td>
<td align="center">4</td>
<td align="center">4</td>
</tr>
<tr>
<td align="left">31</td>
<td align="left">N872</td>
<td align="char" char=".">3203.00</td>
<td align="left">Es<sub>3</sub>
<sup>lower</sup>
</td>
<td align="center">29</td>
<td align="center">27</td>
<td align="center">39</td>
<td align="center">69</td>
<td align="center">27</td>
<td align="center">2</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">32</td>
<td align="left">N872</td>
<td align="char" char=".">3208.70</td>
<td align="left">Es<sub>3</sub>
<sup>lower</sup>
</td>
<td align="center">18</td>
<td align="center">29</td>
<td align="center">49</td>
<td align="center">57</td>
<td align="center">36</td>
<td align="center">4</td>
<td align="center">3</td>
</tr>
<tr>
<td align="left">33</td>
<td align="left">N872</td>
<td align="char" char=".">3327.30</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">19</td>
<td align="center">36</td>
<td align="center">43</td>
<td align="center">5</td>
<td align="center">95</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
<tr>
<td align="left">34</td>
<td align="left">N872</td>
<td align="char" char=".">3329.40</td>
<td align="left">Es<sub>4</sub>
<sup>upper</sup>
</td>
<td align="center">38</td>
<td align="center">35</td>
<td align="center">24</td>
<td align="center">49</td>
<td align="center">51</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>Methods</title>
<sec id="s2-2-1">
<title>X-Ray Diffraction (XRD)</title>
<p>An X&#x2019;pert-MPD diffraction instrument (Philips Corp) was employed for XRD measurements. The samples were crushed to a particle size of 320 mesh. The test conditions include a copper butt, pipe pressure of 30&#xa0;kV, conduit flow of 40&#xa0;mA, and scanning speed of 2&#xb0; (2&#x3b8;)/min. The bulk mineral composition was detected by a natural thin section of bulk rock. The clay mineral composition detection was conducted on natural ethylene glycol saturated and 550&#xa0;C heated orientation sheet of clay fractions. The ethylene glycol-saturated orientation sheet was made by exposing the naturally oriented sheet in ethylene glycol vapor at 60&#xb0;C for 8&#xa0;h, and 550&#xb0;C heated orientation sheet was made by heating at 550&#xb0;C for 2&#xa0;h.</p>
</sec>
<sec id="s2-2-2">
<title>Pore Characteristics Determination</title>
<sec id="s2-2-2-1">
<title>N<sub>2</sub> Adsorption</title>
<p>Pore size distribution (PSD) of pores with diameters ranging from approximately 1&#x2013;50&#xa0;nm was conducted with the low-temperature (77&#xa0;K) N<sub>2</sub> adsorption methods on the JW-BK adsorption instrument (Beijing JWGB SCI &#x26; Tech Corp). Approximately 2&#x223c;4&#xa0;g of sample was crushed to a particle size smaller than 3&#xa0;mm and degassed by heating at 80&#xb0;C for more than 6&#xa0;h under vacuum (10&#xa0;&#x3bc;m Hg) to remove adsorbed moisture and volatile matter prior to the analysis. Measurements in adsorption mode were performed over the relative pressure (P/P0) range of 0.1 &#x223c; 0.95 to obtain the adsorption isotherm. The PSD was obtained by inverting the adsorption branch of the isotherm using BarrettJoynerHalenda (BJH) method (<xref ref-type="bibr" rid="B4">Barrett et&#x20;al., 1951</xref>).</p>
</sec>
<sec id="s2-2-2-2">
<title>Mercury Intrusion Porosimetry</title>
<p>The PSD of pores with diameters ranging from approximately 3.2&#xa0;nm&#x2013;40&#xa0;&#x3bc;m was determined using the mercury intrusion method on a Micromeritics Autopore IV 9500 series apparatus. Samples (2&#x223c;4&#xa0;g) were crushed to a particle size smaller than 3&#xa0;mm and were oven-dried (80&#xb0;C) and evacuated under vacuum (30&#xa0;&#x3bc;m Hg) for 30&#xa0;min prior to mercury intrusion. The measured pressure ranged from 0.5 to 60,000 psia, and the PSD was calculated by the Washburn equation (<xref ref-type="bibr" rid="B49">Schmitt et&#x20;al., 2013</xref>). In our calculations, the interfacial tension of Hg was 485&#xa0;mN/m, the wetting angle was 140&#xb0;, and the density of Hg was 13.5335&#xa0;g/ml.</p>
</sec>
<sec id="s2-2-2-3">
<title>Combination of N<sub>2</sub> Adsorption and MIP and Calculation of Pore Characteristics Parameters</title>
<p>Previous researchers have established several methods to combine N<sub>2</sub> adsorption method and MIP for obtaining the complete PSD of shales (<xref ref-type="bibr" rid="B54">Spitzer et&#x20;al., 1976</xref>; <xref ref-type="bibr" rid="B17">Echeverria et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B49">Schmitt et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B26">Kenvin et&#x20;al., 2015</xref>). In this study, we obtained the complete PSD referring to the method proposed by <xref ref-type="bibr" rid="B49">Schmitt et&#x20;al. (2013)</xref> and <xref ref-type="bibr" rid="B32">Li et&#x20;al. (2020)</xref>. The junction point of each sample is listed in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. After achieving the complete PSD, the total pore volume (Vt) was calculated.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Junction points, pore volumes and contents, surface&#x20;areas.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Sample no</th>
<th align="center">Junction point</th>
<th align="center">Vt</th>
<th align="center">V1</th>
<th align="center">V2</th>
<th align="center">V3</th>
<th align="center">V1%</th>
<th align="center">V2%</th>
<th align="center">V3%</th>
<th align="center">TSA</th>
<th align="center">ISA</th>
<th align="center">BET-SSA</th>
</tr>
<tr>
<th align="center">nm</th>
<th align="center">cm<sup>3</sup>/g</th>
<th align="center">cm<sup>3</sup>/g</th>
<th align="center">cm<sup>3</sup>/g</th>
<th align="center">cm<sup>3</sup>/g</th>
<th align="center">%</th>
<th align="center">%</th>
<th align="center">%</th>
<th align="center">m<sup>2</sup>/g</th>
<th align="center">m<sup>2</sup>/g</th>
<th align="center">m<sup>2</sup>/g</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="char" char=".">10.72</td>
<td align="char" char=".">0.007799</td>
<td align="char" char=".">0.003210</td>
<td align="char" char=".">0.001605</td>
<td align="char" char=".">0.002984</td>
<td align="char" char=".">41.16</td>
<td align="char" char=".">20.58</td>
<td align="char" char=".">38.26</td>
<td align="char" char=".">122.69</td>
<td align="char" char=".">120.87</td>
<td align="char" char=".">1.82</td>
</tr>
<tr>
<td align="left">2</td>
<td align="char" char=".">18.32</td>
<td align="char" char=".">0.003750</td>
<td align="char" char=".">0.000341</td>
<td align="char" char=".">0.001806</td>
<td align="char" char=".">0.001604</td>
<td align="char" char=".">9.08</td>
<td align="char" char=".">48.16</td>
<td align="char" char=".">42.76</td>
<td align="char" char=".">78.91</td>
<td align="char" char=".">78.76</td>
<td align="char" char=".">0.15</td>
</tr>
<tr>
<td align="left">3</td>
<td align="char" char=".">14.08</td>
<td align="char" char=".">0.011062</td>
<td align="char" char=".">0.000187</td>
<td align="char" char=".">0.001401</td>
<td align="char" char=".">0.009474</td>
<td align="char" char=".">1.69</td>
<td align="char" char=".">12.67</td>
<td align="char" char=".">85.64</td>
<td align="char" char=".">34.14</td>
<td align="char" char=".">33.85</td>
<td align="char" char=".">0.29</td>
</tr>
<tr>
<td align="left">4</td>
<td align="char" char=".">13.52</td>
<td align="char" char=".">0.007807</td>
<td align="char" char=".">0.000553</td>
<td align="char" char=".">0.003219</td>
<td align="char" char=".">0.004035</td>
<td align="char" char=".">7.09</td>
<td align="char" char=".">41.23</td>
<td align="char" char=".">51.69</td>
<td align="char" char=".">34.92</td>
<td align="char" char=".">34.07</td>
<td align="char" char=".">0.85</td>
</tr>
<tr>
<td align="left">5</td>
<td align="char" char=".">6.75</td>
<td align="char" char=".">0.003593</td>
<td align="char" char=".">0.003106</td>
<td align="char" char=".">0.000163</td>
<td align="char" char=".">0.000324</td>
<td align="char" char=".">86.44</td>
<td align="char" char=".">4.53</td>
<td align="char" char=".">9.03</td>
<td align="char" char=".">70.74</td>
<td align="char" char=".">67.70</td>
<td align="char" char=".">3.05</td>
</tr>
<tr>
<td align="left">6</td>
<td align="char" char=".">36.79</td>
<td align="char" char=".">0.088121</td>
<td align="char" char=".">0.000608</td>
<td align="char" char=".">0.007541</td>
<td align="char" char=".">0.079972</td>
<td align="char" char=".">0.69</td>
<td align="char" char=".">8.56</td>
<td align="char" char=".">90.75</td>
<td align="char" char=".">129.65</td>
<td align="char" char=".">128.31</td>
<td align="char" char=".">1.34</td>
</tr>
<tr>
<td align="left">7</td>
<td align="char" char=".">17.66</td>
<td align="char" char=".">0.027352</td>
<td align="char" char=".">0.009051</td>
<td align="char" char=".">0.006746</td>
<td align="char" char=".">0.011555</td>
<td align="char" char=".">33.09</td>
<td align="char" char=".">24.66</td>
<td align="char" char=".">42.24</td>
<td align="char" char=".">65.80</td>
<td align="char" char=".">60.06</td>
<td align="char" char=".">5.74</td>
</tr>
<tr>
<td align="left">8</td>
<td align="char" char=".">26.33</td>
<td align="char" char=".">0.005770</td>
<td align="char" char=".">0.000029</td>
<td align="char" char=".">0.001438</td>
<td align="char" char=".">0.004303</td>
<td align="char" char=".">0.50</td>
<td align="char" char=".">24.92</td>
<td align="char" char=".">74.58</td>
<td align="char" char=".">32.00</td>
<td align="char" char=".">30.07</td>
<td align="char" char=".">1.93</td>
</tr>
<tr>
<td align="left">9</td>
<td align="char" char=".">18.73</td>
<td align="char" char=".">0.004906</td>
<td align="char" char=".">0.000048</td>
<td align="char" char=".">0.000763</td>
<td align="char" char=".">0.004095</td>
<td align="char" char=".">0.98</td>
<td align="char" char=".">15.56</td>
<td align="char" char=".">83.46</td>
<td align="char" char=".">22.16</td>
<td align="char" char=".">21.51</td>
<td align="char" char=".">0.65</td>
</tr>
<tr>
<td align="left">10</td>
<td align="char" char=".">25.52</td>
<td align="char" char=".">0.021793</td>
<td align="char" char=".">0.003493</td>
<td align="char" char=".">0.007661</td>
<td align="char" char=".">0.010639</td>
<td align="char" char=".">16.03</td>
<td align="char" char=".">35.15</td>
<td align="char" char=".">48.82</td>
<td align="char" char=".">51.58</td>
<td align="char" char=".">49.04</td>
<td align="char" char=".">2.54</td>
</tr>
<tr>
<td align="left">11</td>
<td align="char" char=".">13.74</td>
<td align="char" char=".">0.087995</td>
<td align="char" char=".">0.036221</td>
<td align="char" char=".">0.036579</td>
<td align="char" char=".">0.015195</td>
<td align="char" char=".">41.16</td>
<td align="char" char=".">41.57</td>
<td align="char" char=".">17.27</td>
<td align="char" char=".">128.88</td>
<td align="char" char=".">98.35</td>
<td align="char" char=".">30.53</td>
</tr>
<tr>
<td align="left">12</td>
<td align="char" char=".">25.33</td>
<td align="char" char=".">0.005556</td>
<td align="char" char=".">0.000308</td>
<td align="char" char=".">0.002110</td>
<td align="char" char=".">0.003138</td>
<td align="char" char=".">5.55</td>
<td align="char" char=".">37.97</td>
<td align="char" char=".">56.48</td>
<td align="char" char=".">20.91</td>
<td align="char" char=".">19.74</td>
<td align="char" char=".">1.17</td>
</tr>
<tr>
<td align="left">13</td>
<td align="char" char=".">31.85</td>
<td align="char" char=".">0.006996</td>
<td align="char" char=".">0.001080</td>
<td align="char" char=".">0.005282</td>
<td align="char" char=".">0.000634</td>
<td align="char" char=".">15.43</td>
<td align="char" char=".">75.50</td>
<td align="char" char=".">9.06</td>
<td align="char" char=".">23.20</td>
<td align="char" char=".">22.37</td>
<td align="char" char=".">0.83</td>
</tr>
<tr>
<td align="left">14</td>
<td align="char" char=".">15.92</td>
<td align="char" char=".">0.014206</td>
<td align="char" char=".">0.002730</td>
<td align="char" char=".">0.010687</td>
<td align="char" char=".">0.000789</td>
<td align="char" char=".">19.22</td>
<td align="char" char=".">75.23</td>
<td align="char" char=".">5.56</td>
<td align="char" char=".">40.15</td>
<td align="char" char=".">38.43</td>
<td align="char" char=".">1.72</td>
</tr>
<tr>
<td align="left">15</td>
<td align="char" char=".">12.67</td>
<td align="char" char=".">0.009972</td>
<td align="char" char=".">0.005662</td>
<td align="char" char=".">0.003765</td>
<td align="char" char=".">0.000545</td>
<td align="char" char=".">56.78</td>
<td align="char" char=".">37.75</td>
<td align="char" char=".">5.47</td>
<td align="char" char=".">107.98</td>
<td align="char" char=".">102.15</td>
<td align="char" char=".">5.83</td>
</tr>
<tr>
<td align="left">16</td>
<td align="char" char=".">15.42</td>
<td align="char" char=".">0.013532</td>
<td align="char" char=".">0.005506</td>
<td align="char" char=".">0.006636</td>
<td align="char" char=".">0.001391</td>
<td align="char" char=".">40.69</td>
<td align="char" char=".">49.03</td>
<td align="char" char=".">10.28</td>
<td align="char" char=".">117.03</td>
<td align="char" char=".">109.31</td>
<td align="char" char=".">7.72</td>
</tr>
<tr>
<td align="left">17</td>
<td align="char" char=".">13.31</td>
<td align="char" char=".">0.005320</td>
<td align="char" char=".">0.002438</td>
<td align="char" char=".">0.002114</td>
<td align="char" char=".">0.000768</td>
<td align="char" char=".">45.83</td>
<td align="char" char=".">39.73</td>
<td align="char" char=".">14.44</td>
<td align="char" char=".">109.86</td>
<td align="char" char=".">107.72</td>
<td align="char" char=".">2.14</td>
</tr>
<tr>
<td align="left">18</td>
<td align="char" char=".">17.47</td>
<td align="char" char=".">0.027000</td>
<td align="char" char=".">0.016127</td>
<td align="char" char=".">0.010290</td>
<td align="char" char=".">0.000583</td>
<td align="char" char=".">59.73</td>
<td align="char" char=".">38.11</td>
<td align="char" char=".">2.16</td>
<td align="char" char=".">160.87</td>
<td align="char" char=".">131.25</td>
<td align="char" char=".">29.62</td>
</tr>
<tr>
<td align="left">19</td>
<td align="char" char=".">14.26</td>
<td align="char" char=".">0.027401</td>
<td align="char" char=".">0.012389</td>
<td align="char" char=".">0.012697</td>
<td align="char" char=".">0.002316</td>
<td align="char" char=".">45.21</td>
<td align="char" char=".">46.34</td>
<td align="char" char=".">8.45</td>
<td align="char" char=".">151.98</td>
<td align="char" char=".">131.77</td>
<td align="char" char=".">20.21</td>
</tr>
<tr>
<td align="left">20</td>
<td align="char" char=".">14.75</td>
<td align="char" char=".">0.020501</td>
<td align="char" char=".">0.011490</td>
<td align="char" char=".">0.007354</td>
<td align="char" char=".">0.001657</td>
<td align="char" char=".">56.05</td>
<td align="char" char=".">35.87</td>
<td align="char" char=".">8.08</td>
<td align="char" char=".">155.70</td>
<td align="char" char=".">140.25</td>
<td align="char" char=".">15.45</td>
</tr>
<tr>
<td align="left">21</td>
<td align="char" char=".">23.39</td>
<td align="char" char=".">0.028910</td>
<td align="char" char=".">0.013045</td>
<td align="char" char=".">0.012291</td>
<td align="char" char=".">0.003575</td>
<td align="char" char=".">45.12</td>
<td align="char" char=".">42.51</td>
<td align="char" char=".">12.37</td>
<td align="char" char=".">115.33</td>
<td align="char" char=".">91.45</td>
<td align="char" char=".">23.88</td>
</tr>
<tr>
<td align="left">22</td>
<td align="char" char=".">19.71</td>
<td align="char" char=".">0.030813</td>
<td align="char" char=".">0.016797</td>
<td align="char" char=".">0.012868</td>
<td align="char" char=".">0.001148</td>
<td align="char" char=".">54.51</td>
<td align="char" char=".">41.76</td>
<td align="char" char=".">3.73</td>
<td align="char" char=".">162.53</td>
<td align="char" char=".">132.96</td>
<td align="char" char=".">29.57</td>
</tr>
<tr>
<td align="left">23</td>
<td align="char" char=".">17.56</td>
<td align="char" char=".">0.026642</td>
<td align="char" char=".">0.014331</td>
<td align="char" char=".">0.011117</td>
<td align="char" char=".">0.001195</td>
<td align="char" char=".">53.79</td>
<td align="char" char=".">41.73</td>
<td align="char" char=".">4.48</td>
<td align="char" char=".">122.70</td>
<td align="char" char=".">104.95</td>
<td align="char" char=".">17.74</td>
</tr>
<tr>
<td align="left">24</td>
<td align="char" char=".">21.06</td>
<td align="char" char=".">0.018754</td>
<td align="char" char=".">0.004835</td>
<td align="char" char=".">0.005779</td>
<td align="char" char=".">0.008139</td>
<td align="char" char=".">25.78</td>
<td align="char" char=".">30.82</td>
<td align="char" char=".">43.40</td>
<td align="char" char=".">147.47</td>
<td align="char" char=".">144.01</td>
<td align="char" char=".">3.46</td>
</tr>
<tr>
<td align="left">25</td>
<td align="char" char=".">24.95</td>
<td align="char" char=".">0.006979</td>
<td align="char" char=".">0.000583</td>
<td align="char" char=".">0.003136</td>
<td align="char" char=".">0.003260</td>
<td align="char" char=".">8.35</td>
<td align="char" char=".">44.94</td>
<td align="char" char=".">46.71</td>
<td align="char" char=".">125.03</td>
<td align="char" char=".">123.97</td>
<td align="char" char=".">1.05</td>
</tr>
<tr>
<td align="left">26</td>
<td align="char" char=".">13.47</td>
<td align="char" char=".">0.006426</td>
<td align="char" char=".">0.002081</td>
<td align="char" char=".">0.003374</td>
<td align="char" char=".">0.000971</td>
<td align="char" char=".">32.39</td>
<td align="char" char=".">52.51</td>
<td align="char" char=".">15.11</td>
<td align="char" char=".">134.92</td>
<td align="char" char=".">132.97</td>
<td align="char" char=".">1.95</td>
</tr>
<tr>
<td align="left">27</td>
<td align="char" char=".">12.13</td>
<td align="char" char=".">0.015185</td>
<td align="char" char=".">0.009051</td>
<td align="char" char=".">0.004849</td>
<td align="char" char=".">0.001286</td>
<td align="char" char=".">59.60</td>
<td align="char" char=".">31.93</td>
<td align="char" char=".">8.47</td>
<td align="char" char=".">151.86</td>
<td align="char" char=".">141.16</td>
<td align="char" char=".">10.70</td>
</tr>
<tr>
<td align="left">28</td>
<td align="char" char=".">14.69</td>
<td align="char" char=".">0.020578</td>
<td align="char" char=".">0.012020</td>
<td align="char" char=".">0.006391</td>
<td align="char" char=".">0.002167</td>
<td align="char" char=".">58.41</td>
<td align="char" char=".">31.06</td>
<td align="char" char=".">10.53</td>
<td align="char" char=".">138.95</td>
<td align="char" char=".">124.26</td>
<td align="char" char=".">14.69</td>
</tr>
<tr>
<td align="left">29</td>
<td align="char" char=".">18.94</td>
<td align="char" char=".">0.018109</td>
<td align="char" char=".">0.008317</td>
<td align="char" char=".">0.009056</td>
<td align="char" char=".">0.000736</td>
<td align="char" char=".">45.93</td>
<td align="char" char=".">50.01</td>
<td align="char" char=".">4.06</td>
<td align="char" char=".">116.64</td>
<td align="char" char=".">106.58</td>
<td align="char" char=".">10.06</td>
</tr>
<tr>
<td align="left">30</td>
<td align="char" char=".">14.26</td>
<td align="char" char=".">0.007901</td>
<td align="char" char=".">0.000140</td>
<td align="char" char=".">0.004101</td>
<td align="char" char=".">0.003660</td>
<td align="char" char=".">1.77</td>
<td align="char" char=".">51.90</td>
<td align="char" char=".">46.33</td>
<td align="char" char=".">113.77</td>
<td align="char" char=".">113.16</td>
<td align="char" char=".">0.61</td>
</tr>
<tr>
<td align="left">31</td>
<td align="char" char=".">27.63</td>
<td align="char" char=".">0.004121</td>
<td align="char" char=".">0.000020</td>
<td align="char" char=".">0.002119</td>
<td align="char" char=".">0.001982</td>
<td align="char" char=".">0.49</td>
<td align="char" char=".">51.42</td>
<td align="char" char=".">48.09</td>
<td align="char" char=".">153.49</td>
<td align="char" char=".">151.88</td>
<td align="char" char=".">1.61</td>
</tr>
<tr>
<td align="left">32</td>
<td align="char" char=".">27.63</td>
<td align="char" char=".">0.005280</td>
<td align="char" char=".">0.000067</td>
<td align="char" char=".">0.002008</td>
<td align="char" char=".">0.003205</td>
<td align="char" char=".">1.27</td>
<td align="char" char=".">38.03</td>
<td align="char" char=".">60.71</td>
<td align="char" char=".">93.85</td>
<td align="char" char=".">91.93</td>
<td align="char" char=".">1.92</td>
</tr>
<tr>
<td align="left">33</td>
<td align="char" char=".">15.70</td>
<td align="char" char=".">0.009027</td>
<td align="char" char=".">0.001751</td>
<td align="char" char=".">0.003340</td>
<td align="char" char=".">0.003936</td>
<td align="char" char=".">19.40</td>
<td align="char" char=".">37.00</td>
<td align="char" char=".">43.61</td>
<td align="char" char=".">62.81</td>
<td align="char" char=".">60.96</td>
<td align="char" char=".">1.85</td>
</tr>
<tr>
<td align="left">34</td>
<td align="char" char=".">24.59</td>
<td align="char" char=".">0.088952</td>
<td align="char" char=".">0.006882</td>
<td align="char" char=".">0.024590</td>
<td align="char" char=".">0.057480</td>
<td align="char" char=".">7.74</td>
<td align="char" char=".">27.64</td>
<td align="char" char=".">64.62</td>
<td align="char" char=".">124.09</td>
<td align="char" char=".">119.36</td>
<td align="char" char=".">4.73</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s2-2-3">
<title>Surface Areas Measurement</title>
<sec id="s2-2-3-1">
<title>N<sub>2</sub> Adsorption</title>
<p>The determination procedure is the same as the <italic>Surface Areas Measurement section</italic>. After obtaining the adsorption isotherms, the outer surface area (BET-SSA) for each sample was determined by inversion of the adsorption branch of the isotherm using the BrunauerEmmettTeller (BET) analysis procedure (<xref ref-type="bibr" rid="B6">Brunauer et&#x20;al., 1938</xref>), with a relative pressure range of 0.05 &#x223c; 0.3. The molecular sectional area of N<sub>2</sub> was 0.162&#xa0;nm<sup>2</sup>.</p>
</sec>
<sec id="s2-2-3-2">
<title>EGME Adsorption</title>
<p>For the EGME procedure, a vacuum pump (with a vacuum pressure of 609&#xa0;mmHg) and an electronic analytical balance (with an accuracy of 0.0001&#xa0;g) were employed. Approximately 1&#xa0;g of sample was weighed and put in the oven at 80&#xb0;C for more than 6&#xa0;h. Then, the sample was taken out and put in the aluminum tare (with a diameter of 5&#xa0;cm and a height of 8&#xa0;mm), and 3&#xa0;ml EGME solution (analytical grade) was quickly added to the sample with a pipette and swirled gently until the sample was soaked. Afterward, the aluminum tares with mixture were placed in a sealed desiccator with EGME solution, calcium chloride (CaCl<sub>2</sub>), and phosphorus pentoxide (P<sub>2</sub>O<sub>5</sub>). The desiccator was evacuated for approximately 1&#xa0;hour to remove water vapor. More than 8&#xa0;h later, the tares were weighed after the desiccator was evacuated again. The process of evacuation was repeated, and they were weighed until a constant weight was attained (the mass difference between the two measurements was less than 0.001&#xa0;g). Finally, the total surface area (TSA) of the sample was calculated based on the absorbed quantity of EGME molecules (the conversion factor is 2.86 &#xd7; 10<sup>&#x2013;4</sup>&#xa0;g/m<sup>2</sup>), and the inner surface area (ISA) was the differences between TSA and BET-SSA.</p>
</sec>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Mineral Composition</title>
<sec id="s3-1-1">
<title>Bulk Mineral Composition</title>
<p>It is found from the XRD curves of typical bulk rocks (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>) that although clay, quartz, calcite are the main mineral types of all the shales, the relative contents of different types of minerals vary greatly among the shales from different sections. For example, the shales from Es<sub>4</sub>
<sup>upper</sup> contain more dolomite, especially for the deeper burial samples. Comparison of bulk mineral composition of the shales from different sections (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>) shows that the shales from Es<sub>3</sub>
<sup>middle</sup> contain the most amount of clay (37.62%) and detrital (41.92%) minerals and the least amount of carbonate (17.92%) minerals; the shales from Es<sub>4</sub>
<sup>upper</sup> are composed of much more calcite (31.94%) and dolomite (15.31%) than those of Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>; the shales from Es<sub>3</sub>
<sup>lower</sup> contain moderate content of almost all types of minerals.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Mineral compositions of the shales from different sections. <bold>(A)</bold> XRD curves of typical samples from Es<sub>3</sub>
<sup>middle</sup> (28, 18), Es<sub>3</sub>
<sup>lower</sup> (23, 31), and Es<sub>4</sub>
<sup>upper</sup> (24, 6, 10, 14). The burial depths of the samples from each member increase from top to bottom. <bold>(B)</bold> Bulk mineral composition. <bold>(C)</bold> Clay mineral composition.</p>
</caption>
<graphic xlink:href="feart-09-751543-g002.tif"/>
</fig>
</sec>
<sec id="s3-1-2">
<title>Clay Mineral Composition</title>
<p>From the analysis of the composition of clay minerals (<xref ref-type="table" rid="T1">Table&#x20;1</xref>; <xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>), the average contents of mixed-layer illite/smectite (I/S) (46.62%) and illite (49.26%) of all the shales were found to be high, while there are also great differences among the shales from different sections. The shales from Es<sub>3</sub>
<sup>middle</sup> contain the most amount of I/S (72.54%) and the least amount of illite (18.77%); the shales from Es<sub>4</sub>
<sup>upper</sup> are composed of much more illite (78.56%) than those of Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>; the shales from Es<sub>3</sub>
<sup>lower</sup> contain moderate content of I/S (60.40%) and illite (34.80%).</p>
</sec>
</sec>
<sec id="s3-2">
<title>Pore and Surface Characteristics</title>
<sec id="s3-2-1">
<title>Surface Characteristics</title>
<p>From the results of the N<sub>2</sub> adsorption measurement (<xref ref-type="table" rid="T2">Tables 2</xref>; <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>), the shales from Es<sub>3</sub>
<sup>middle</sup> have the largest average BET-SSA (13.30&#xa0;m<sup>2</sup>/g), which ranges from 1.05 to 29.62&#xa0;m<sup>2</sup>/g; the BET-SSA of the shales from Es<sub>3</sub>
<sup>lower</sup> ranges from 0.61 to 17.74&#xa0;m<sup>2</sup>/g with an average of 5.07&#xa0;m<sup>2</sup>/g; the shales from Es<sub>4</sub>
<sup>upper</sup> possess BET-SSA ranges from 0.15 to 30.53&#xa0;m<sup>2</sup>/g, with 3.70&#xa0;m<sup>2</sup>/g on average. According to the EGME measurement (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>), the shales from Es<sub>3</sub>
<sup>middle</sup> possess the largest average TSA (134.51&#xa0;m<sup>2</sup>/g), which ranges from 107.98 to 162.53&#xa0;m<sup>2</sup>/g; the TSA of the shales from Es<sub>3</sub>
<sup>lower</sup> ranges from 93.85 to 153.49&#xa0;m<sup>2</sup>/g with an average of 126.26&#xa0;m<sup>2</sup>/g; the shales from Es<sub>4</sub>
<sup>upper</sup> present minimal TSA ranges from 20.91 to 129.65&#xa0;m<sup>2</sup>/g, with 65.17&#xa0;m<sup>2</sup>/g on average. Based on N<sub>2</sub> adsorption and EGME measurements (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>), the ISA can be calculated. The results show that the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> also present larger ISA (with 121.21&#xa0;m<sup>2</sup>/g and 121.19&#xa0;m<sup>2</sup>/g on average, respectively), while the shales from Es<sub>4</sub>
<sup>upper</sup> have much smaller ISA (61.47&#xa0;m<sup>2</sup>/g).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Box plot of the outer surface area [BET-SSA, <bold>(A)</bold>], inner surface area [ISA, <bold>(B)</bold>], total surface area [TSA, <bold>(C)</bold>], total pore volume [Vt, <bold>(D)</bold>], and calculated average pore diameter [Rt &#x3d; 4 &#xd7; Vt/(BET-SSA), <bold>(E)</bold>] of the shales from different sections.</p>
</caption>
<graphic xlink:href="feart-09-751543-g003.tif"/>
</fig>
</sec>
<sec id="s3-2-2">
<title>Pore Characteristics</title>
<p>According to the complete pore size distribution (PSD) curves of the shales from different sections (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>), most of the shales are mainly composed of the large mesopore (10&#x223c;50&#xa0;nm) and small macropore (50&#x223c;100&#xa0;nm), while most of the shales from Es<sub>4</sub>
<sup>upper</sup> contain a significant amount of pores with diameter &#x3e;100&#xa0;nm (<xref ref-type="fig" rid="F4">Figures 4A&#x2013;D</xref>). In addition, the PSD of the shales from different sections shows great differences. Qualitatively, the shales from Es<sub>4</sub>
<sup>upper</sup> contain more pores with larger diameter than the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>, while the shales from Es<sub>3</sub>
<sup>middle</sup> present a very low amount of larger pores. Considering the characteristics of the PSD curves, the volumes of the pores with diameter &#x3c;10&#xa0;nm (V1), 10&#x223c;100&#xa0;nm (V2), and &#x3e;100&#xa0;nm (V3) were further calculated by interpolation (<xref ref-type="table" rid="T2">Table&#x20;2</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Pore size distribution of all the shale samples. <bold>(A&#x2013;D)</bold> shales from Es<sub>4</sub>
<sup>upper</sup>; <bold>(E, F)</bold> shales from Es<sub>3</sub>
<sup>lower</sup>; <bold>(G&#x2013;I)</bold> shales from Es<sub>3</sub>
<sup>middle</sup>.</p>
</caption>
<graphic xlink:href="feart-09-751543-g004.tif"/>
</fig>
<p>Based on these findings, Vt, V1, V2, and V3 and their relative contents of the shales from different sections were further calculated and compared (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F3">Figures 3D</xref>,<xref ref-type="fig" rid="F3">E</xref>, <xref ref-type="fig" rid="F5">5</xref>). The Vt of the shales from Es<sub>3</sub>
<sup>middle</sup> ranges from 0.005320 to 0.030813&#xa0;cm<sup>3</sup>/g, with 0.017748&#xa0;cm<sup>3</sup>/g on average; the Vt of the shales from Es<sub>3</sub>
<sup>lower</sup> ranges from 0.004121 to 0.026642&#xa0;cm<sup>3</sup>/g, with 0.012539&#xa0;cm<sup>3</sup>/g on average; the Vt of the shales from Es<sub>4</sub>
<sup>upper</sup> ranges from 0.003593 to 0.088952&#xa0;cm<sup>3</sup>/g, with an average of 0.024668&#xa0;cm<sup>3</sup>/g (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>). Further comparing the pore volumes of the pores with different diameter ranges (<xref ref-type="fig" rid="F5">Figures 5A&#x2013;C</xref>), it can be found that the shales from Es<sub>3</sub>
<sup>middle</sup> have the largest V1 (0.008885&#xa0;cm<sup>3</sup>/g) and V2 (0.007294&#xa0;cm<sup>3</sup>/g) and minimal V3 (0.001569&#xa0;cm<sup>3</sup>/g); the shales from Es<sub>3</sub>
<sup>lower</sup> possess minimal V1 (0.003879&#xa0;cm<sup>3</sup>/g) and V2 (0.005025&#xa0;cm<sup>3</sup>/g) and moderate V3 (0.003636&#xa0;cm<sup>3</sup>/g), while the shales from Es<sub>4</sub>
<sup>upper</sup> have maximal V3 (0.013135&#xa0;cm<sup>3</sup>/g) and moderate V1 (0.004350&#xa0;cm<sup>3</sup>/g) and V2 (0.007183&#xa0;cm<sup>3</sup>/g). Viewing from the contents of V1, V2, and V3 (<xref ref-type="fig" rid="F5">Figures 5D&#x2013;F</xref>), the shales from Es<sub>3</sub>
<sup>middle</sup> contain the most amount of V1 (46.81%) and the least amount of V3 (11.53%), the shales from Es<sub>3</sub>
<sup>lower</sup> possess minimal V1 (16.62%) and maximal V2 (42.78%), the shales from Es<sub>4</sub>
<sup>upper</sup> present maximal V3 (47.74%) and minimal V2 (33.18%).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Box plot of the pore volumes and contents of the pores with diameter &#x3c;10&#xa0;nm <bold>(A, D)</bold>, between 10&#x2013;100&#xa0;nm <bold>(B, E)</bold> and &#x3e;100&#xa0;nm <bold>(C, F)</bold> of the shales from different sections, respectively.</p>
</caption>
<graphic xlink:href="feart-09-751543-g005.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussions</title>
<sec id="s4-1">
<title>Relationships Between Pores and Surfaces</title>
<p>Pores and outer surfaces are the places where shale oil occurs. Their relationships depend on the relative contribution of free oil and adsorbed oil. Therefore, the relationships between pore volumes and the BET-SSA were analyzed firstly. It can be found that Vt of the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> presents a better relationship with BET-SSA (especially for Es<sub>3</sub>
<sup>middle</sup>) than that of Es<sub>4</sub>
<sup>upper</sup> (<xref ref-type="fig" rid="F6">Figure&#x20;6A</xref>). Viewing from the pores with different diameter ranges (<xref ref-type="fig" rid="F6">Figures 6B,C</xref>), the correlation coefficients of the relationships between V1 of the shales from each section with BET-SSA are high (&#x3e;0.95), while the correlation coefficients of the relationships between V2 of the shales from each section are smaller, especially for the shales from Es<sub>4</sub>
<sup>upper</sup>; there are no relationships between V3 and BET-SSA (the data were not shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). These observations coincide well with previous researches; that is, the pores with small size contribute primarily to the outer surface area, while the pores with larger size mainly contribute to the pore volume (<xref ref-type="bibr" rid="B5">Beliveau, 1993</xref>; <xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B14">Curtis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>). Further comparison of the shales from different sections suggests that (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>) the slopes of the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> are steeper than those of Es<sub>4</sub>
<sup>upper</sup>, especially for V2 and Vt, indicating the differences in their pore size and in the ratio between pore volume and outer surface area. It has been confirmed previously that pores with different sizes have different ratios between pore volume and outer surface area, leading to the difference in the proportion of oil with different occurrence states (<xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B14">Curtis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>). MDSs and spontaneous imbibition experiments also showed that the intensity of the interfacial interaction of the pores with different pore volume/surface area ratios (or pore diameter) differs significantly (<xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B74">Yu et&#x20;al., 2017</xref>). The pores with smaller pore volume and larger surface area possess stronger interfacial interaction intensity and larger capillary force, leading to larger adsorption potential to wetting phase fluids and stronger inhibition to non-wetting phase fluids (<xref ref-type="bibr" rid="B61">Wang et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B62">Wang S. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B74">Yu et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>). Therefore, the shales from Es<sub>4</sub>
<sup>upper</sup> which present larger pore volume and smaller surface area are more conducive to fluid flow without considering the properties of the pore walls. However, shales are composed of varieties of minerals which present divergence attributes. Thus, to analyze the properties of pore walls and their influence on fluid mobility of the shales from different sections, the relationships between minerals and pores/surfaces were further analyzed.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> relationships between BET-SSA and Vt; <bold>(B)</bold> relationships between BET-SSA and V1; <bold>(C)</bold> relationships between BET-SSA and V2.</p>
</caption>
<graphic xlink:href="feart-09-751543-g006.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Contributions of Mineral Components to Pores and Surfaces</title>
<sec id="s4-2-1">
<title>Pores</title>
<p>Clay minerals (I/S, illite), detrital minerals (quartz, feldspar), and carbonate minerals (calcite, dolomite) are the main bulk mineral components in shale rocks (<xref ref-type="table" rid="T1">Table&#x20;1</xref>; <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). According to the relationships between bulk mineral compositions with Vt (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>), it is found that Vt positively correlates with clay and detrital mineral content but negatively correlates with carbonate mineral content for the shales from all sections and generally presents a high correlation coefficient. These correlations indicate that inorganic pores are the main pore type of the studied area, while clay and detrital minerals contribute to the shale pores and carbonate minerals generally inhibit the development of pores. These findings are similar to previous studies on the shales from similar locations (<xref ref-type="bibr" rid="B78">Zhang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B83">Zhu et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B79">Zhang et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Liu et&#x20;al., 2019</xref>). Previous studies have confirmed the chemical instability of carbonate minerals, and they probably destroy or block the pores by digenesis such as dissolution, precipitation, and recrystallization (<xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B19">Gaines et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B35">Loucks et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B34">Liu et&#x20;al., 2019</xref>). In addition, the correlations between Vt and clay and carbonate mineral are usually better than those of detrital minerals, indicating the stronger control of clay and carbonate minerals in shale&#x20;pores.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> relationships between Vt and clay mineral content; <bold>(B)</bold> relationships between Vt and detrital mineral content; <bold>(C)</bold> relationships between Vt and carbonate mineral content.</p>
</caption>
<graphic xlink:href="feart-09-751543-g007.tif"/>
</fig>
<p>Comparison of the correlations of the shales from different sections shows that the slopes of the shales from Es<sub>4</sub>
<sup>upper</sup> are much larger than those of the other two sections (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>), suggesting the greater role of mineral components in the development of pores, especially for the relatively larger pores. The conclusion can be certificated by the previous studies indicating that clay minerals mainly relate to micropores and small mesopores while carbonate minerals generally correlate well with pores with larger diameter (<xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B27">Klaver et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Liu et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B80">Zhang et&#x20;al., 2020</xref>) and the relatively high carbonate mineral content of the shales from Es<sub>4</sub>
<sup>upper</sup>. Moreover, based on the relationships between clay mineral content and pore volumes of pores with different diameter range (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>), it can be found that V3 of the shales from Es<sub>4</sub>
<sup>upper</sup> correlates well with clay mineral content while present no obvious relationships for the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>. On the contrary, the correlation coefficients between V1 and clay mineral contents for the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> are much higher than that of Es<sub>4</sub>
<sup>upper</sup> (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>). The results indicate that although clay minerals mainly benefit the development of pores, the relative contributions of clay minerals to pores with different diameters for the shales from different sections differ significantly. Previous studies indicated that illitization, dolomitization, and dissolution benefit the shale reservoir properties and create more macropores for oil accumulation and flow (<xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Li W. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Bai et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B33">Liang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>). Thus, considering differences in mineral composition of different sections (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>), we attribute these divergences to the clay mineral composition of the shales from different sections. In summary, the shales from Es<sub>4</sub>
<sup>upper</sup> contain more carbonate minerals and undergone a higher degree of illitization and dolomitization than those of Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>, thus leading to more pores with larger diameter (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F3">Figures 3</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref>). Therefore, the shales from Es<sub>4</sub>
<sup>upper</sup> present a higher potential for oil accumulation and flow from shale formations to fractures.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(A)</bold> relationships between V1 and clay mineral content; <bold>(B)</bold> relationships between V2 and detrital mineral content; <bold>(C)</bold> relationships between V3 and carbonate mineral content.</p>
</caption>
<graphic xlink:href="feart-09-751543-g008.tif"/>
</fig>
</sec>
<sec id="s4-2-2">
<title>Surfaces</title>
<p>Clay minerals correlate with smaller pores with large correlation coefficients (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>) (<xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>) and possess larger outer surface area than detrital and carbonate minerals (<xref ref-type="bibr" rid="B5">Beliveau, 1993</xref>; <xref ref-type="bibr" rid="B8">Chalmers and Bustin, 2008</xref>; <xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B81">Zhu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B46">Saidian et&#x20;al., 2016</xref>). Additionally, clay minerals such as smectite and I/S have inner surface areas between clay sheets, and ISA is usually one or two orders of magnitude larger than the outer surface area (<xref ref-type="bibr" rid="B39">Macht et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B81">Zhu et&#x20;al., 2015</xref>). Thus, we only analyze the contributions of clay minerals to surface areas. Comparison of the clay mineral composition of the shales from different sections (<xref ref-type="table" rid="T1">Table&#x20;1</xref>) indicates that I/S and illite contents of the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> only distribute in a narrow range (&#x2248;20&#x223c;30%), which is much smaller than that of Es<sub>4</sub>
<sup>upper</sup>. Therefore, it is more appropriate to put all the shales from different sections together when analyzing the relationships between clay mineral composition and surface areas. The results show that all kinds of surface areas correlate with clay mineral content, in which BET-SSA mainly trend correlates with clay mineral contents, while ISA and TSA present excellent correlations with clay mineral contents (<xref ref-type="fig" rid="F9">Figures 9A&#x2013;C</xref>). Further comparison of the relationships between surfaces areas and specific clay mineral types indicates that all types of surface areas positively correlate with I/S content while negatively correlate with illite content (<xref ref-type="fig" rid="F9">Figures 9D&#x2013;I</xref>). Also, BET-SSA only shows trend relations with I/S and illite contents, while ISA and TSA present an excellent correlation with I/S and illite contents. These findings indicate that surfaces are mainly constructed by clay minerals, especially for ISA, while I/S and illite present the opposite effect. Therefore, the lower clay mineral content and higher illite content of the shales from Es<sub>4</sub>
<sup>upper</sup> lead to its smaller surface areas (<xref ref-type="fig" rid="F2">Figures 2</xref>,&#x20;<xref ref-type="fig" rid="F3">3</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Relationships between surface areas and clay mineral contents <bold>(A&#x2013;C)</bold>, I/S contents <bold>(D&#x2013;F)</bold> and illite <bold>(G&#x2013;I)</bold> contents of the shales from different sections.</p>
</caption>
<graphic xlink:href="feart-09-751543-g009.tif"/>
</fig>
<p>According to <xref ref-type="fig" rid="F9">Figure&#x20;9</xref>, the correlation coefficients for BET-SSA are much worse than those of ISA. To understand these differences, it must be noted that the measured surface areas are the surface areas after the release of hydrocarbon or other confined fluid during coring and subsequent sample preservation (<xref ref-type="bibr" rid="B24">Jiang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B64">Wang et&#x20;al., 2022</xref>). It has been demonstrated that free and physically adsorbed hydrocarbons or OM is mainly occurred on the outer surface, and they vaporize much easier and faster than chemically adsorbed hydrocarbons or OM which mainly occur on the inner surface (<xref ref-type="bibr" rid="B24">Jiang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B82">Zhu et&#x20;al., 2016</xref>). Therefore, the outer surface area is affected by hydrocarbons or OM that is confined in the shale pores more remarkably, and leading to relatively poor relationships between BET-SSA and mineral compositions.</p>
<p>To summarize, pores and surfaces are all greatly affected by mineral components, especially clay minerals. Previous studies have indicated that the physical and chemical properties differ significantly according to mineral types and clay minerals are more active. For example, clay minerals mainly correlate with smaller pores; smectite and I/S are easier to hydrate and swell than illite and kaolinite (<xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B55">Sui et&#x20;al., 2018</xref>), and their higher CEC will lead to stronger impacts on the chemical properties of flowback water (<xref ref-type="bibr" rid="B20">Greenland, 1971</xref>; <xref ref-type="bibr" rid="B22">Han et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B46">Saidian et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>); along with burial evolution, smectite with large ISA will transfer to illite with no ISA by illitization, leading to the decreasing of ISA (<xref ref-type="bibr" rid="B81">Zhu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#x20;al., 2016b</xref>; <xref ref-type="bibr" rid="B52">Singh et&#x20;al., 2016</xref>) and the change of pore structure and BET-SSA (<xref ref-type="bibr" rid="B69">Wu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>). These differences will result in divergences in the interactions between pore walls and fluids and then affect the fluid flow significantly.</p>
</sec>
</sec>
<sec id="s4-3">
<title>Effects of Pore and Surface Characteristics and Properties on Fluid Flow</title>
<p>Based on the discussions above, a hypothesis model was established to illustrate the effects of the characteristics and properties of pores and surfaces on the fluid flow from shale formation to hydraulic fractures (<xref ref-type="fig" rid="F10">Figure&#x20;10</xref>). It has been confirmed that the affinity to fluids of different minerals follows the order: I/S &#x3e; illite &#x3e; carbonate minerals &#x2248; detrital minerals (<xref ref-type="bibr" rid="B77">Zhang et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B52">Singh et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B47">Saikia et&#x20;al., 2018</xref>). Therefore, if the pore size and fluid condition are assumed to be the same: for the pores constructed by I/S, more fluids will be adsorbed onto the pore walls, and the mobility pore diameter is much smaller than the real pore diameter (<xref ref-type="fig" rid="F10">Figure&#x20;10A</xref>); for the pores related to illite, the thickness and distribution range of residual fluids are smaller than those of the I/S (<xref ref-type="fig" rid="F10">Figure&#x20;10B</xref>); for the pores related to carbonate and detrital minerals, the thickness of the residual fluids reduces further and the distribution is localized (<xref ref-type="fig" rid="F10">Figure&#x20;10C</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Hypothetical model to explain the effects of characteristics and properties of pores and surfaces on the fluid flow from shale formation to fractures. <bold>(A&#x2013;C)</bold> Distribution of mobile and residual fluids in the pores with different surface properties. <bold>(D)</bold> Distribution of fluids after flow from shale formation to fractures for the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup>. <bold>(E)</bold> Distribution of fluids after flow from shale formation to fractures for the shales from Es<sub>4</sub>
<sup>upper</sup>.</p>
</caption>
<graphic xlink:href="feart-09-751543-g010.tif"/>
</fig>
<p>Combined with the features and the differences in the mineral composition and pore and surface characteristics of the shales from different sections (<xref ref-type="fig" rid="F2">Figures 2</xref>&#x2013;<xref ref-type="fig" rid="F9">9</xref>), the fluid distribution and flow pattern were established to illustrate the differences in the production potential of the shales from different sections (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>). Comparison of the fluid flow characteristics between the same mineral types of the shales from different sections indicates that because the interfacial interaction strength of pores with a smaller diameter is much larger than that of larger pores (<xref ref-type="bibr" rid="B62">Wang S. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B74">Yu et&#x20;al., 2017</xref>), more oil is retained in shale formation (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>) for the shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> than that of Es<sub>4</sub>
<sup>upper</sup> (<xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref>). In addition, fracturing fluids that intruded into the shales may also be trapped more seriously in the shales with smaller pores and leading to more oil blocked in shale formation if the trapped fracturing fluids block the pores or pore throat (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>). Further comparison of the fluid flow characteristics between different mineral types shows that (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>) more oil and intruded fracturing fluids are trapped in shale formations due to the generally smaller pore size of the pores correlate to clay minerals than those of carbonate and detrital minerals (<xref ref-type="bibr" rid="B27">Klaver et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B28">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B41">Malik and Lu, 2015</xref>; <xref ref-type="bibr" rid="B30">Li W. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>) and the larger affinity to fluids of clay minerals, especially for I/S (<xref ref-type="bibr" rid="B77">Zhang et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B52">Singh et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B47">Saikia et&#x20;al., 2018</xref>). In summary, the fluid flow in shale formation is controlled both by the pore size and by the properties of pore walls (surfaces). Due to the larger Vt, V2, V3, and smaller surface areas, as well as the high carbonate and illite content, the shales from Es<sub>4</sub>
<sup>upper</sup> possess better production potential (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>).</p>
</sec>
<sec id="s4-4">
<title>Significances and Prospects</title>
<p>The breakability of shale is one of the key characteristics that depend on the fracturing and extraction of oil and gas occluded within shale play (<xref ref-type="bibr" rid="B1">Aadn&#xf8;y and Looyeh, 2019</xref>). Brittle mineral content is the main concern when evaluating breakability. <xref ref-type="bibr" rid="B23">Jarvie et&#x20;al. (2007)</xref> viewed quartz as the main brittle mineral in the Barnett Shale and used its relative content for stimulation evaluation (<xref ref-type="bibr" rid="B23">Jarvie et&#x20;al., 2007</xref>). In addition to quartz, <xref ref-type="bibr" rid="B58">Wang and Gale (2009)</xref> also regarded dolomite as a brittle mineral (<xref ref-type="bibr" rid="B58">Wang and Gale, 2009</xref>). Based on the study of the mechanical properties of minerals, <xref ref-type="bibr" rid="B25">Jin et&#x20;al. (2014)</xref> further classified feldspar, calcite, and mica as brittle minerals (<xref ref-type="bibr" rid="B25">Jin et&#x20;al., 2014</xref>). In summary, it is widely accepted that breakability relates closely to mineral composition. The rocks with relatively high detrital minerals and carbonate minerals and low amount of clay mineral content present better breakability (<xref ref-type="bibr" rid="B1">Aadn&#xf8;y and Looyeh, 2019</xref>). However, to efficiently exploit shale resources, brittle mineral content is not the only concerning factor, characteristics and properties of pores and surfaces should also be paid attention to because of their significant effects on fluid flow in shale formation (<xref ref-type="fig" rid="F10">Figure&#x20;10</xref>). On the one hand, pores with different diameters present divergence capillary force and specific surface area, leading to differences in the adsorption potential and flow profile. On the other hand, the physical and chemical properties of minerals and their relationships with pores and surfaces differ significantly according to mineral types, leading to divergences in the interfacial interactions between the pore walls and the confined fluids. These divergences will change the distribution, occlusion, and flow of fracturing fluid and oil. Furthermore, water is the main component in fracturing fluids, and it will interact with clay minerals (especially I/S) significantly during the pumping, flowback, and production stages (<xref ref-type="bibr" rid="B43">O&#x27;Brien and Chenevert, 1973</xref>; <xref ref-type="bibr" rid="B40">Makhanov et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B55">Sui et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B50">Shi et&#x20;al., 2020</xref>) and might lead to the low flowback recovery, the changes of pore and surface properties, and the reduction of oil relative permeability. Therefore, characteristics and properties of pores and surfaces are the indispensable factors that need to be taken into the evaluation of shale oil potential. Take the research area as an instance, based on the burial evolution profile of TOC, pore volume, surface areas, mineral composition, and composition of pores, the deep burial shales from Es<sub>4</sub>
<sup>upper</sup> are the favorable interval for shale oil accumulation and flow, especially for the shales with depth ranges of 3360&#x223c;3410&#xa0;m (<xref ref-type="fig" rid="F11">Figure&#x20;11</xref>), which present high carbonate minerals, illite and TOC content, low clay mineral content, large total pore volume, more pores with a larger diameter and small surface&#x20;areas.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Burial evolution of mineral composition, pores, and surfaces.</p>
</caption>
<graphic xlink:href="feart-09-751543-g011.tif"/>
</fig>
<p>Remarkable changes of mineral composition and pore structure along with burial evolution are some of the most important characteristics of shale resources. For example, diagenesis such as compaction, recrystallization, and cementation increases the brittleness of rocks and result in the increase of breakability of rocks; diagenesis such as illitization, dissolution, and dolomitization improves reservoir properties by forming more large pores and reducing surface areas (<xref ref-type="bibr" rid="B9">Chalmers et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Li W. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B42">Mathia et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B78">Zhang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Bai et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B33">Liang et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Wang and Guo, 2019</xref>); I/S that contains interlayer space decreases by illitization and forms illite that without interlayer space (<xref ref-type="bibr" rid="B67">Wilson et&#x20;al., 2016a</xref>; <xref ref-type="bibr" rid="B68">Wilson et&#x20;al., 2016b</xref>; <xref ref-type="bibr" rid="B46">Saidian et&#x20;al., 2016</xref>), thus leading to the decreases in the clay mineral swelling, the retention of fracturing fluids, and the effects on flowback water chemical properties (<xref ref-type="bibr" rid="B84">Zolfaghari et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Al-Ameri et&#x20;al., 2018</xref>). Furthermore, the flow properties are greatly affected by the fluid composition due to the divergences in the physical and chemical properties of different components and the interfacial interactions of different components with pore walls (<xref ref-type="bibr" rid="B71">Xu and Dehghanpour, 2014</xref>; <xref ref-type="bibr" rid="B62">Wang S. et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B10">Chen et&#x20;al., 2016</xref>). Additionally, the fluid composition also changes along with the maturation of OM and the generation of lighter hydrocarbons, leading to the increase of the mobility of shale oil (<xref ref-type="bibr" rid="B64">Wang et&#x20;al., 2022</xref>). Ion is the other chemical additive that is important for the efficient production of shale resources. Previous studies have confirmed that the wettability of mineral surfaces or bulk rocks is significantly affected by brine (<xref ref-type="bibr" rid="B11">Chen et&#x20;al., 2018a</xref>; <xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2018b</xref>; <xref ref-type="bibr" rid="B76">Zeng et&#x20;al., 2019</xref>). In summary, evaluation of the hydraulic fracturing and production performance of shale resources need to consider not only the brittleness of minerals but also the characteristics and properties of pores and surfaces. In addition, diagenesis, shale oil composition, and chemical composition of fracturing and flooding fluids are also important factors that need to be paid more attention in the future.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this study, shales samples were collected from different sections and were detected by XRD, N<sub>2</sub> adsorption, EGME adsorption, and mercury intrusion methods to analyze the characteristics of pores and surfaces and their potential effects on fluid flow from shale formation to hydraulic fractures. The main conclusions were listed as below:<list list-type="simple">
<list-item>
<p>1) The shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> contain more clay minerals (especially I/S) and less carbonate minerals than those of Es<sub>4</sub>
<sup>upper</sup>. Clay minerals mainly contribute to pore development, and carbonate minerals inhibit pore development. More importantly, the contributions of clay minerals to pores with different diameter ranges differ according to sections, and we attribute these divergences to clay mineral composition. All kinds of surface areas are mainly sourced by clay minerals, while I/S correlates positively to surface areas and illite correlates negatively to surfaces areas, especially for&#x20;ISA.</p>
</list-item>
<list-item>
<p>2) Pores with smaller diameters present larger outer surface area while large pores contribute minor to surface area. The shales from Es<sub>3</sub>
<sup>middle</sup> and Es<sub>3</sub>
<sup>lower</sup> are mainly composed of smaller pores, leading to the larger surface areas and steeper slope between pore volume and surface&#x20;area.</p>
</list-item>
<list-item>
<p>3) Mineral composition, fluid composition, pore structure, and surface properties are the factors that need to be considered for the evaluation of fluid flow in shale formation. The shales with high carbonate and illite content, larger total pore volume, larger pores, and smaller surface areas present better shale oil accumulation and fluid flow conditions. To better evaluate shale oil flow and production potential, fluid compositions of both the fracturing fluids and shale oil need more concern in the future.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, and further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>XL: conceptualization, methodology, investigation, data curation, formal analysis, writing&#x2014;original draft preparation, writing&#x2014;review and editing. JC: conceptualization, resources, supervision, project administration, methodology. BG: methodology, data curation, writing&#x2014;review and editing. SL: resources, funding acquisition. DF: funding acquisition, project administration. ZP: resources. BG: data curation. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>XL, BG, SL, DF, and ZP were employed by SINOPEC.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>We sincerely thank the Shengli Oil field, SINOPEC, for sampling. We also thank the experimental research center of Wuxi Research Institute of Petroleum Geology of SINOPEC for N<sub>2</sub> adsorption and mercury intrusion detections.</p>
</ack>
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