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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">848247</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.848247</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>Pore Characterization of Pyrite in the Longmaxi Formation Shale in the Upper Yangtze Area of China</article-title>
<alt-title alt-title-type="left-running-head">Chen et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Pore Characterization of Pyrite in Shale</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xin</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/1477802/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">
<sup>&#x2a;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1425191/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tan</surname>
<given-names>Xiucheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ji</surname>
<given-names>Yubing</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xiong</surname>
<given-names>Min</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Gaoxiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Geoscience and Technology</institution>, <institution>Southwest Petroleum University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Sichuan Natural Gas Geology Key Laboratory Southwest Petroleum University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation</institution>, <institution>Southwest Petroleum University</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Exploration and Development Research Institute</institution>, <institution>SINOPEC Jianghan Oil Field Company</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Zhejiang Oilfield Company</institution>, <institution>PetroChina</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Research Institute of Shale Gas</institution>, <institution>Southwest Oil and Gas Field Company</institution>, <institution>PetroChina</institution>, <addr-line>Chengdu</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/1247570/overview">Shu Jiang</ext-link>, The University of Utah, United&#x20;States</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/1623159/overview">Tao Hu</ext-link>, China University of Petroleum, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1623209/overview">Xianglu Tang</ext-link>, China University of Petroleum, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1626393/overview">Yi Shu</ext-link>, Jianghan Oilfield Branch Company, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Lei Chen, <email>cl211@126.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Economic Geology, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>848247</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Chen, Chen, Tan, Wang, Ji, Xiong and Wang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Chen, Chen, Tan, Wang, Ji, Xiong and Wang</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>Pyrite is widely distributed in the Longmaxi marine shale in the Upper Yangtze area of China. Pyrite, one of the important components of shale, has an important influence on the enrichment of shale gas. However, there are currently only a few studies on this topic. Based on shale samples from drilling cores using field emission scanning electron microscopy, the pore characteristics of pyrite from the Longmaxi Formation in the Upper Yangtze area of China are studied. The results showed that the intergranular pores of pyrite and abundant organic pores in the organic matter pyrite assemblages are developed in the Longmaxi Formation shale in the study area. Most pyrite framboid pores have triangular or irregular quadrilateral shapes, with pore diameters ranging from 0 to 240&#xa0;nm. Pores with diameters of 80&#x2013;240&#xa0;nm are the major reservoir spaces for shale gas within the pyrite framboids. The average contribution rate of pyrite framboids to shale pores reaches 3.21%, and the highest contribution is 5.66%, indicating that the pyrite pores may have a favorable contribution to the shale reservoir pore system, but the contribution degree is&#x20;low.</p>
</abstract>
<kwd-group>
<kwd>pore</kwd>
<kwd>pyrite</kwd>
<kwd>shale</kwd>
<kwd>Longmaxi formation</kwd>
<kwd>Upper Yangtze area</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>In recent years, the exploration and development of shale gas have achieved a great success in North America and the Sichuan Basin in China (<xref ref-type="bibr" rid="B16">Hao et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B7">Chen et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Zou et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Chen et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Shu et&#x20;al., 2020</xref>), which has attracted worldwide attention. Nanopores in shale reservoirs are well developed in diverse types and structures, effectively providing storage space for shale gas. The structural characteristics of nanopores are important and difficult aspects of the theoretical study of shale gas geology (<xref ref-type="bibr" rid="B32">Ross and Bustin, 2008a</xref>; <xref ref-type="bibr" rid="B9">Clarkson et&#x20;al., 2013</xref>). Pore characteristics are important determinants of the gas content in shale gas reservoirs and are the keys to shale reservoir evaluation. Therefore, studying the pore characteristics of reservoirs is of great significance for shale gas exploration, development, and resource potential evaluation (<xref ref-type="bibr" rid="B25">Loucks et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B30">Roger and Neal, 2011</xref>; <xref ref-type="bibr" rid="B13">Gao et&#x20;al., 2019</xref>).</p>
<p>Scholars have performed many studies on the pore characteristics and structure of marine shale, including different types of pores, pore structures, and connectivity of shale gas reservoirs on different scales (<xref ref-type="bibr" rid="B25">Loucks et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B22">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B48">Zargari et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Jiang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B52">Zheng et&#x20;al., 2019</xref>). Presently, the research contents on shale pore structure mainly focused on 1) shale pore classification (<xref ref-type="bibr" rid="B19">IUPAC, 1994</xref>; <xref ref-type="bibr" rid="B36">Slatt and O&#x2019;Brien, 2011</xref>; <xref ref-type="bibr" rid="B33">Ruppel et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B47">Yu, 2013</xref>), 2) microstructural characteristics of shale pores (<xref ref-type="bibr" rid="B25">Loucks et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B31">Ross and Bustin, 2008b</xref>; <xref ref-type="bibr" rid="B21">Jiang et&#x20;al., 2016</xref>), 3) formation mechanisms of shale pores and factors influencing pore development (<xref ref-type="bibr" rid="B20">Jarvie et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Chalmers and Bustin, 2008</xref>; <xref ref-type="bibr" rid="B49">Zhang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B52">Zheng et&#x20;al., 2019</xref>), and 4) shale pore evolution (<xref ref-type="bibr" rid="B6">Chen and Xiao, 2014</xref>; <xref ref-type="bibr" rid="B26">Lu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B48">Zargari et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Tang et&#x20;al., 2015</xref>). The results have shown that the organic matter type, maturity, and mineral composition are closely related to the pore structure (<xref ref-type="bibr" rid="B22">Kuila and Prasad, 2013</xref>; <xref ref-type="bibr" rid="B12">Duan et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B44">Wei et&#x20;al., 2016</xref>). With increasing thermal evolution level, organic matter transforms to hydrocarbons, and nanopores are widely developed in organic-rich shale, thereby providing abundant storage space for shale gas. The major types of pores and fractures in shale reservoirs are organic pores, intragranular pores, intergranular pores, and microfractures. Nanopores mainly provide connected storage space for shale gas (<xref ref-type="bibr" rid="B33">Ruppel et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B47">Yu, 2013</xref>).</p>
<p>Current research studies on pyrite in shale mainly focuses on the following aspects: 1) the correlation between pyrite and the shale sedimentary environment (<xref ref-type="bibr" rid="B45">Wilkin et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B29">Raiswell et&#x20;al., 1988</xref>; <xref ref-type="bibr" rid="B2">Butler and Rickard, 2000</xref>; <xref ref-type="bibr" rid="B23">Liu et&#x20;al., 2019</xref>), and 2) the organic matter content is proportional to the pyrite content (<xref ref-type="bibr" rid="B46">Xu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B24">Liu et&#x20;al., 2016</xref>). Many scholars have found that pores related to pyrite in marine shale are universally developed (<xref ref-type="bibr" rid="B1">Bernard et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B41">Wang Q. et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Cao et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B50">Zhao et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Tang et&#x20;al., 2019</xref>). Although shale pores are fully studied, there are few reports on pores related to pyrite in shale. To determine the development characteristics of pyrite pores, especially pores within the pyrite framboids and their geological significance, pyrite pores in the marine shale of the Longmaxi Formation in the Upper Yangtze area were studied in this research.</p>
</sec>
<sec id="s2">
<title>Geological Setting</title>
<p>Organic-rich shale (TOC&#x3e;2%) is well developed in the Wufeng Formation and the first member of the Longmaxi Formation in the Upper Yangtze area, and kerogen is mainly composed of sapropel (Types I-II<sub>1</sub>). The organic-rich shale is widely distributed in the Upper Yangtze area, with burial depths ranging from 1,500&#xa0;m to 4,500&#xa0;m. The Longmaxi marine shale is characterized by large thicknesses (20&#x2013;50&#xa0;m), high TOC, and high maturity, and is one of the most favorable shale gas exploration targets in China (<xref ref-type="bibr" rid="B54">Zou et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B14">Guo, 2015</xref>; <xref ref-type="bibr" rid="B40">Tenger et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B34">Shan et&#x20;al., 2017</xref>).</p>
<p>Previous studies have shown that the high-quality shale section of the Longmaxi Formation is mainly in S<sub>1</sub>l<sub>1</sub>, which can be divided into two sub sections. S<sub>1</sub>l<sub>1</sub>
<sup>1</sup> is the most favorable interval for the exploration and development of high-quality shale in the Longmaxi Formation (<xref ref-type="bibr" rid="B53">Zou et&#x20;al., 2016</xref>). S<sub>1</sub>l<sub>1</sub>
<sup>1</sup> can be divided into 4&#x20;sub-layers (<xref ref-type="bibr" rid="B51">Zhao et&#x20;al., 2016</xref>). The study area is mainly in the Upper Yangtze region. Taking well X2 as an example, S<sub>1</sub>l<sub>1</sub>
<sup>1</sup> mainly contains gray&#x2013;black and black silty shale with a thickness of approximately 36&#xa0;m (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Location of the study area and stratigraphic column of the Longmaxi Formation and the gamma-ray log of the X2 well (<xref ref-type="bibr" rid="B43">Wang et&#x20;al., 2002</xref>).</p>
</caption>
<graphic xlink:href="feart-10-848247-g001.tif"/>
</fig>
<p>S<sub>1</sub>l<sub>1</sub>
<sup>1&#x2212;1</sup> contains black silty shale with a thickness of approximately 1.2&#xa0;m, the TOC contents are within 3&#x2013;6%, and the pyrite contents are within 2&#x2013;8%. S<sub>1</sub>l<sub>1</sub>
<sup>1&#x2212;2</sup> comprises gray&#x2013;black silty shale and carbonaceous shale with a thickness of approximately 9.5&#xa0;m. The TOC contents are within 3&#x2013;4%, and the pyrite contents are within 2&#x2013;6%. S<sub>1</sub>l<sub>1</sub>
<sup>1&#x2212;3</sup> contains gray&#x2013;black carbonaceous shale and silty shale, is approximately 8.5&#xa0;m thick, and has TOC contents within 2&#x2013;4% and pyrite contents within 2&#x2013;8%. S<sub>1</sub>l<sub>1</sub>
<sup>1&#x2212;4</sup> comprises gray&#x2013;black shale and silty shale, has a thickness of approximately 23.2 m, and low TOC contents of 1.5&#x2013;2.5% and pyrite contents of 1&#x2013;4% (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>).</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Materials and Methods</title>
<p>To characterize the pores related to pyrite in the Longmaxi Formation shale in the Upper Yangtze area, eight shale samples from drilling cores of well X2 drill cores were used in this study for argon ion polishing field emission scanning electron microscopy (FE-SEM) analysis and quantitative characterization experiments of pores in pyrite (<xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Information of shale samples in well X2.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Number</th>
<th align="center">Well</th>
<th align="center">Stratum</th>
<th align="center">Depth/m</th>
<th align="center">Lithology</th>
<th align="center">Test items</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td rowspan="8" align="center">X2</td>
<td rowspan="8" align="center">S<sub>1</sub>l</td>
<td align="char" char=".">2330.46</td>
<td rowspan="8" align="center">Shale</td>
<td rowspan="4" align="center">FE-SEM</td>
</tr>
<tr>
<td align="left">2</td>
<td align="char" char=".">2346.50</td>
</tr>
<tr>
<td align="left">3</td>
<td align="char" char=".">2366.74</td>
</tr>
<tr>
<td align="left">4</td>
<td align="char" char=".">2376.05</td>
</tr>
<tr>
<td align="left">5</td>
<td align="char" char=".">2385.42</td>
<td rowspan="4" align="left"/>
</tr>
<tr>
<td align="left">6</td>
<td align="char" char=".">2391.95</td>
</tr>
<tr>
<td align="left">7</td>
<td align="char" char=".">2402.55</td>
</tr>
<tr>
<td align="left">8</td>
<td align="char" char=".">2411.05</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<title>FE-SEM</title>
<p>Core samples were cut into standard samples of 1&#xa0;cm &#xd7; 1&#xa0;cm. Then, an IB-09010CP ion section polishing instrument was used for argon ion polishing processing on the surfaces of the samples. A JSM-6700F cold field emission scanning electron microscope was used for image collection at a 10&#xa0;KV acceleration voltage and 10&#xa0;&#x3bc;A beam current.</p>
</sec>
<sec id="s3-2">
<title>Pyrite Content</title>
<p>First, the shale rock sample was dried and crushed into a powder with a grain size less than 40&#xa0;&#x3bc;m, and finally made into a test piece for later use. Each type of mineral crystal has a specific X-ray diffraction spectrum through which qualitative and quantitative results can be obtained because the characteristic peak strength in the spectrum is related to the mineral content of the sample. The XRD test was accomplished by using the Panalytical X&#x27;Pert PRO MPD X-ray diffractometer.</p>
</sec>
<sec id="s3-3">
<title>Quantitative Characterization of Pyrite Pores</title>
<p>To quantitatively study the contribution of pores within the pyrite framboids to the total porosity of the shale reservoir, the following technical methods were applied: 1) FE-SEM (scanning electron microscope) was used to obtain microscopic images of shale, and the shale images were magnified to the&#x20;&#x3bc;m&#x2013;nm scale to observe the pyrite framboids; 2) image analysis software was used for image gray level segmentation to calculate the area of pyrite and shale pores; 3) pyrite framboids were demarcated, multiple individual pyrite framboids were selected to calculate the development area of pyrite framboids, and the pore area and aperture of developed pores in the microscopic area were ascertained to calculate the average face rate of pore development in pyrite framboids; and 4) the approximate contributions of pyrite framboids to the total porosity of shale were quantitatively represented by multiplying the area percentage of pyrite area in the microscopic image by the average face rate of pyrite framboids and by dividing by the total face rate of shale in the microscopic image (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Flowchart for quantitative characterization of pores in pyrite in the Longmaxi&#x20;shale.</p>
</caption>
<graphic xlink:href="feart-10-848247-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results|discussion" id="s4">
<title>Results and Discussion</title>
<sec id="s4-1">
<title>Pore Types in Pyrite in Shale</title>
<p>The common pore types in pyrite in the Longmaxi Formation shale in the Upper Yangtze area are as follows: abundant organic pores are developed in the organic matter pyrite assemblages; these pores are the most common type of pores that are closely related to pyrite in the Longmaxi Formation shale (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). A small number of irregular intercrystalline pores are found within the pyrite framboids, appearing as monomers, composed of pyrite microcrystalline groups but not filled by organic matter (<xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>). Intergranular and organic pores in pyrite can provide space for the preservation of shale&#x20;gas.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Common pore types associated with pyrite in the Longmaxi Formation shale in the southeastern basin. <bold>(A)</bold> Organic pore in pyrite framboid, X2 well, 2376.05 m; <bold>(B)</bold> organic pore in pyrite framboid, X2 well, 2385.42 m; <bold>(C)</bold> organic pore in pyrite framboid, X2 well, 2385.42 m; <bold>(D)</bold> intergranular pore of pyrite, X2 well, 2335.30&#xa0;m.</p>
</caption>
<graphic xlink:href="feart-10-848247-g003.tif"/>
</fig>
<p>According to FE-SEM analysis, the organic pores related to pyrite (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, B1, C1) are much more numerous and larger than individual organic pores that are developed far away from the pyrite (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, B2, C2), which means that pyrite may influence hydrocarbon generation and expulsion of organic matter and pore development. Organic pores in the organic matter pyrite assemblages mainly occur for the following two reasons: 1) The organic pores in pyrite as shown in <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref> are supported and protected by the stable triangular stress lattice generated between pyrite microcrystalline grains from later diagenesis (compaction) (<xref ref-type="bibr" rid="B37">Sun and Guo, 2017</xref>; <xref ref-type="bibr" rid="B50">Zhao et&#x20;al., 2018</xref>). 2) Pyrite can catalyze the hydrocarbon generation of organic matter, which promotes the development of more organic pores in organic matter around pyrite (<xref ref-type="bibr" rid="B18">Hunt et&#x20;al., 1991</xref>; <xref ref-type="bibr" rid="B28">Mango, 1992</xref>; <xref ref-type="bibr" rid="B10">Cui et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B42">Wang Y. M. et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B3">Cai et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B27">Ma et&#x20;al., 2017</xref>).</p>
</sec>
<sec id="s4-2">
<title>Characteristics of Nanopores in Pyrite</title>
<p>Pyrite occurs mainly in the form of pyrite framboids in shale. Nanopores (intergranular pores and organic pores in pyrite framboids) are one of the basic reservoir pore types in shale (<xref ref-type="bibr" rid="B25">Loucks et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B47">Yu, 2013</xref>; <xref ref-type="bibr" rid="B11">Curtis et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B15">Guo et&#x20;al., 2014</xref>) and play an important role in the shale reservoir pore system (<xref ref-type="bibr" rid="B17">Hu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Cao et&#x20;al., 2018</xref>).</p>
<p>According to the FE-SEM analysis of the shale samples from well X2, the pore characteristics of pyrite framboids in shale are studied. According to the research, the organic pores of pyrite framboids in sample 1 are well developed and have a face rate reaching 7.01%. The pore diameter is relatively dispersive and is mainly divided into two categories: pores with a diameter of &#x3c;80&#xa0;nm account for 72.12%, with an area frequency of 5.41%, and pores with a diameter of 80&#x2013;240&#xa0;nm account for 22.96%, with an area frequency of 47.68%. In sample 2, the pore diameters of pyrite framboids are relatively dispersed and are within 0&#x2013;280&#xa0;nm, with a face rate of 3.35%; these pore diameters are mainly divided into two categories: pores with a diameter of &#x3c;80&#xa0;nm account for 61.94%, with an area frequency of 22.19%, and pores with a diameter of 80&#x2013;240&#xa0;nm account for 37.17%, with an area frequency of 71.64%. In sample 3, pyrite framboids are well crystallized in an ellipsoidal shape, with the face rate reaching 1.47%. The pore diameters of pyrite framboids are relatively small overall and are &#x3c;80&#xa0;nm, with an area frequency of 58.44%. In sample 5, pyrite framboids show relatively inferior crystallization, with a face rate of 4.10%. The pore diameters are concentrated within &#x3c;80&#xa0;nm and from 80 to 240&#xa0;nm overall, with pore diameter frequencies of 51.97 and 45.1% and area frequencies of 13.95 and 76.96%. In sample 7, organic pores are well developed within the dispersive microcrystalline pyrite with a face rate reaching 4.70%. The pores are mainly divided into two categories: pores with a diameter of &#x3c;80&#xa0;nm account for 72.84%, with an area frequency of 14.89% and pores with a diameter of 40&#x2013;100&#xa0;nm account for 22.22%, with an area frequency of 44.06% (<xref ref-type="table" rid="T2">Table&#x20;2</xref>; <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Pore development characteristics of pyrite framboids.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Depth/m</th>
<th align="center">Pore diameter/nm</th>
<th align="center">Pore diameter frequency/%</th>
<th align="center">Area frequency/%</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">1</td>
<td rowspan="2" align="char" char=".">2330.46</td>
<td align="center">&#x3c;80&#xa0;nm</td>
<td align="char" char=".">72.12</td>
<td align="char" char=".">5.41</td>
</tr>
<tr>
<td align="center">80&#x2013;240&#xa0;nm</td>
<td align="char" char=".">22.96</td>
<td align="char" char=".">47.68</td>
</tr>
<tr>
<td align="center"/>
<td align="center"/>
<td align="center">&#x3e;240&#xa0;nm</td>
<td align="char" char=".">4.92</td>
<td align="char" char=".">46.91</td>
</tr>
<tr>
<td rowspan="2" align="center">2</td>
<td rowspan="2" align="char" char=".">2346.50</td>
<td align="center">&#x3c;80&#xa0;nm</td>
<td align="char" char=".">61.94</td>
<td align="char" char=".">22.19</td>
</tr>
<tr>
<td align="center">80&#x2013;240&#xa0;nm</td>
<td align="char" char=".">37.17</td>
<td align="char" char=".">71.64</td>
</tr>
<tr>
<td align="center"/>
<td align="center"/>
<td align="center">&#x3e;240&#xa0;nm</td>
<td align="char" char=".">0.88</td>
<td align="char" char=".">6.19</td>
</tr>
<tr>
<td align="center">3</td>
<td align="char" char=".">2366.74</td>
<td align="center">&#x3c;80&#xa0;nm</td>
<td align="char" char=".">90.91</td>
<td align="char" char=".">58.44</td>
</tr>
<tr>
<td align="center"/>
<td align="center"/>
<td align="center">80&#x2013;240&#xa0;nm</td>
<td align="char" char=".">9.09</td>
<td align="char" char=".">41.56</td>
</tr>
<tr>
<td rowspan="2" align="center">5</td>
<td rowspan="2" align="char" char=".">2385.42</td>
<td align="center">&#x3c;80&#xa0;nm</td>
<td align="char" char=".">51.97</td>
<td align="char" char=".">13.95</td>
</tr>
<tr>
<td align="center">80&#x2013;240&#xa0;nm</td>
<td align="char" char=".">45.1</td>
<td align="char" char=".">76.96</td>
</tr>
<tr>
<td align="center"/>
<td align="center"/>
<td align="center">&#x3e;240&#xa0;nm</td>
<td align="char" char=".">1.62</td>
<td align="char" char=".">9.09</td>
</tr>
<tr>
<td rowspan="3" align="center">7</td>
<td rowspan="3" align="char" char=".">2402.55</td>
<td align="center">&#x3c;80&#xa0;nm</td>
<td align="char" char=".">72.84</td>
<td align="char" char=".">14.89</td>
</tr>
<tr>
<td align="center">80&#x2013;240&#xa0;nm</td>
<td align="char" char=".">22.22</td>
<td align="char" char=".">44.06</td>
</tr>
<tr>
<td align="center">&#x3e;240&#xa0;nm</td>
<td align="char" char=".">4.93</td>
<td align="char" char=".">41.04</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Quantitative characterization of pores in pyrite framboids of shale samples from X2 well. 1, Black shale, X2 well, 2330.46 m; 2, black shale, X2 well, 2335.30 m; 3, black shale, X2 well, 2346.50 m; 5, black shale, X2 well, 2366.74 m; 7, black shale, X2 well, 2402.55&#xa0;m.</p>
</caption>
<graphic xlink:href="feart-10-848247-g004.tif"/>
</fig>
<p>Overall, pores in pyrite framboids mostly occur in triangular and trapezoidal shapes, with diameters universally smaller than 320&#xa0;nm. The diameters of pores in pyrite framboids are 0&#x2013;240&#xa0;nm, mostly within 0&#x2013;120&#xa0;nm. More than 95% of the pores are smaller than 240&#xa0;nm. Although most pores in pyrite framboids are in the range of 0&#x2013;80&#xa0;nm, their pore area ratios are relatively low, generally lower than 15%. Their contributions to pyrite pores are also low. The pores in pyrite framboids with diameters of 80&#x2013;240&#xa0;nm, which account for 40&#x2013;75% of the pore area, are the primary storage spaces for shale gas in the pyrite framboids. Pores larger than 240&#xa0;nm are less than 5%. In general, the larger the pore is, the larger the face rate will be and the better the storage property of pyrite will&#x20;be.</p>
</sec>
<sec id="s4-3">
<title>Contributions of Nanopores in Pyrite to Shale Reservoir Pores</title>
<p>Taking multiple photographs (greater than or equal to 200 for every sample) of 8 shale samples in different visual fields by using FE-SEM and then calculating observation statistics on the pores in the pyrite framboids, the results showed that intracrystalline and organic pores are developed in pyrite framboid aggregates, with organic pores prevailing. For pyrite framboid aggregates (containing pyrite microcrystals) in shale, the area ratio values are 0.95&#x2013;2.34%, with an average of 1.59%, and the face rate values are 1.47&#x2013;6.43%, with an average of 4.26%. In addition, the face rate values of all pores in shale are 1.34&#x2013;2.86%, with an average of 2.13%. The contribution of pores in pyrite to the pores in shale is 1.09&#x2013;5.66%, with an average of 3.21%. These pores can not only increase the shale reservoir space and specific surface area of shale but also reserve free gas and promote the enrichment of shale gas in the Longmaxi Formation. It is shown that the pores in pyrite in shale have favorable contributions to the shale reservoir pore system (<xref ref-type="table" rid="T3">Table&#x20;3</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Quantitative statistical results of pores in pyrite framboids of shale samples from X2&#x20;well.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Depth/m</th>
<th align="center">Average area ratio of pyrite/%</th>
<th align="center">Pyrite framboids average face rate/%</th>
<th align="center">Sample average face rate/%</th>
<th align="center">Pore contribution rate/%</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1</td>
<td align="char" char=".">2330.46</td>
<td align="char" char=".">0.95</td>
<td align="char" char=".">5.37</td>
<td align="char" char=".">1.97</td>
<td align="char" char=".">2.59</td>
</tr>
<tr>
<td align="left">2</td>
<td align="char" char=".">2346.50</td>
<td align="char" char=".">2.20</td>
<td align="char" char=".">3.72</td>
<td align="char" char=".">2.46</td>
<td align="char" char=".">3.33</td>
</tr>
<tr>
<td align="left">3</td>
<td align="char" char=".">2366.74</td>
<td align="char" char=".">1.33</td>
<td align="char" char=".">1.47</td>
<td align="char" char=".">1.8</td>
<td align="char" char=".">1.09</td>
</tr>
<tr>
<td align="left">4</td>
<td align="char" char=".">2376.05</td>
<td align="char" char=".">1.3</td>
<td align="char" char=".">3.63</td>
<td align="char" char=".">1.34</td>
<td align="char" char=".">3.52</td>
</tr>
<tr>
<td align="left">5</td>
<td align="char" char=".">2385.42</td>
<td align="char" char=".">1.5</td>
<td align="char" char=".">4.10</td>
<td align="char" char=".">1.68</td>
<td align="char" char=".">3.66</td>
</tr>
<tr>
<td align="left">6</td>
<td align="char" char=".">2391.95</td>
<td align="char" char=".">2.34</td>
<td align="char" char=".">6.43</td>
<td align="char" char=".">2.66</td>
<td align="char" char=".">5.66</td>
</tr>
<tr>
<td align="left">7</td>
<td align="char" char=".">2402.55</td>
<td align="char" char=".">1.28</td>
<td align="char" char=".">4.7</td>
<td align="char" char=".">2.86</td>
<td align="char" char=".">2.10</td>
</tr>
<tr>
<td align="left">8</td>
<td align="char" char=".">2411.05</td>
<td align="char" char=".">1.8</td>
<td align="char" char=".">4.63</td>
<td align="char" char=".">2.23</td>
<td align="char" char=".">3.74</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>The intergranular pores in pyrite and abundant organic pores in the organic matter pyrite assemblages are well developed in the Longmaxi Formation shale in the Upper Yangtze area of China. Pyrite framboids are the major forms of pyrite in shale, and most pyrite framboids pores occur in triangular or irregular quadrilateral shapes, with pore diameters mainly between 0 and 240&#xa0;nm. Pores with diameters of 80&#x2013;240&#xa0;nm are the major reservoir spaces for shale gas in the pyrite framboids. For pyrite framboid aggregates (containing pyrite microcrystals) in shale, the face rate values are 1.47&#x2013;6.43%, with an average of 4.26%, and its contributions to the pores in shale are 1.09&#x2013;5.66%, with an average of 3.21%, which indicates that pyrite pores in shale may be favorable to the shale reservoir pore system. These pores can not only increase the shale reservoir space and specific surface area of shale but also reserve free gas and promote the enrichment of shale gas in the Longmaxi Formation.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>XC was the major author of the article. MX and LC conceived the project. XT collected the samples. GW analyzed the samples. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was jointly funded by the National Natural Science Foundation of China (Grant No. 41602147) and Science and Technology Cooperation Project of the CNPC-SWPU Innovation Alliance (Grant No. 2020CX020000).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>WC was employed by Sinopec. YJ and GW were employed by PetroChina.</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>
<p>The reviewer YS declared a shared affiliation with one of the authors, CW, to the handling editor at time of review.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>We are grateful to the Guest Associate Editor Kun Zhang and three reviewers for their insightful and constructive comments both in science and English, which have substantially improved the article.</p>
</ack>
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