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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">921806</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.921806</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>Application of the Grain-Based Rock-Eval Pyrolysis Method to Evaluate Hydrocarbon Generation, Expulsion, and Retention of Lacustrine Shale</article-title>
<alt-title alt-title-type="left-running-head">Liao et al.</alt-title>
<alt-title alt-title-type="right-running-head">Pyrolysis Method on Shale Evaluation</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liao</surname>
<given-names>Lingling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1769641/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yunpeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/868316/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Chengsheng</given-names>
</name>
<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" corresp="yes">
<name>
<surname>Pan</surname>
<given-names>Yinhua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Environment and Resources</institution>, <institution>Guangxi Normal University</institution>, <addr-line>Guilin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Organic Geochemistry</institution>, <institution>Guangzhou Institute of Geochemistry</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</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/1242750/overview">Peng Cheng</ext-link>, Guangzhou Institute of Geochemistry (CAS), 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/1546137/overview">Chao Yang</ext-link>, Guangzhou Institute of Energy Conversion (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1775574/overview">Zhan-Wen Zhan</ext-link>, Guangzhou Institute of Geochemistry (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1624712/overview">Qingtao Wang</ext-link>, Guangzhou Institute of Energy Testing, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yinhua Pan, <email>panyh@mailbox.gxnu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geochemistry, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>921806</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>04</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Liao, Wang, Chen and Pan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Liao, Wang, Chen and Pan</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The study on hydrocarbon generation, expulsion, and retention of shale is becoming more and more important as the exploration of unconventional oil and gas worldwide. There are multiple sets of lacustrine shales in the eastern area of China, which show a great potential for shale oil/gas exploration. In this study, a grain-based Rock-Eval pyrolysis method was conducted on three sets of lacustrine shales, including the Nenjiang shale, Shahejie shale, and Maoming oil shale, to evaluate the hydrocarbon generation, expulsion, and retention. For comparison, pyrolysis of kerogen from the three shale samples was also carried out under the same experimental conditions. The Maoming oil shale showed a slightly broader distribution of activation energies than the Nenjiang and Shahejie shales, while the Nenjiang shale showed higher dominant activation energy than the Shahejie shale and the Maoming oil shale. At laboratory heating rates (5&#x2013;25&#xb0;C/min), the corresponding temperature to the maximum hydrocarbon generating rate of shale grains was collectively higher than that of their kerogen, especially for the Nenjiang and Shahejie shales, which implies a lagging effect during the hydrocarbon generation and expulsion process for the shales. By calculating the differences in hydrocarbon yields between shale grain and kerogen samples, the content and proportion of the retained hydrocarbons were measured at different maturation stages. The results showed that the Nenjiang shale from the Songliao Basin has the strongest retention ability but the weakest expulsion ability, whereas the Shahejie shale from the Dongying Depression has the strongest expulsion ability but the weakest retention ability among the three samples. Moreover, it is found that the pore structure of lacustrine shales is likely the principal factor controlling the hydrocarbon retention ability/capacity. This study is expected to provide a geochemical quantitative basis for evaluating hydrocarbon generation, expulsion, and retention of shale.</p>
</abstract>
<kwd-group>
<kwd>grain-based</kwd>
<kwd>Rock-Eval pyrolysis</kwd>
<kwd>kinetic</kwd>
<kwd>geological implication</kwd>
<kwd>lacustrine shale</kwd>
</kwd-group>
<contract-num rid="cn001">41702151 41902152</contract-num>
<contract-num rid="cn002">2017M612771</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">China Postdoctoral Science Foundation<named-content content-type="fundref-id">10.13039/501100002858</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The increased demand for fossil energy and continuous depletion of conventional oil and gas resources have raised great attention to unconventional energy resources in the recent decade (<xref ref-type="bibr" rid="B3">Bowker, 2007</xref>; <xref ref-type="bibr" rid="B23">Jarvie et al., 2007</xref>; <xref ref-type="bibr" rid="B48">Tang et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B25">Jia, 2020</xref>). Inspired by the great success of shale gas exploration and development in North America, many countries such as China, India, Poland, South Africa, Australia, Ukraine, and United Kingdom are urgent to evaluate their shale gas resources to cope with the growing energy demand (<xref ref-type="bibr" rid="B62">Zou et al., 2010</xref>; <xref ref-type="bibr" rid="B1">Badics and Vet&#x151;, 2012</xref>; <xref ref-type="bibr" rid="B20">Horsfield and Schulz, 2012</xref>; <xref ref-type="bibr" rid="B24">Ji et al., 2014</xref>; <xref ref-type="bibr" rid="B50">Wang et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B9">Cheng et al., 2019</xref>; <xref ref-type="bibr" rid="B10">Cheng et al., 2022</xref>).</p>
<p>Shales, the main reservoir for oil and gas resources, have been the major subject of the unconventional oil/gas study (<xref ref-type="bibr" rid="B55">Xie et al., 2016</xref>). Organic-rich and low-thermal mature lacustrine shales that are widely distributed in China have been regarded as the main target rocks for shale oil resources, especially for the light shale oils with high recovery efficiency (<xref ref-type="bibr" rid="B57">Yang et al., 2005</xref>; <xref ref-type="bibr" rid="B19">Hanson et al., 2007</xref>; <xref ref-type="bibr" rid="B21">Hu et al., 2008</xref>; <xref ref-type="bibr" rid="B36">Liu et al., 2010</xref>; <xref ref-type="bibr" rid="B28">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B27">Lamei et al., 2013</xref>; <xref ref-type="bibr" rid="B48">Tang et al., 2014</xref>; <xref ref-type="bibr" rid="B42">Peng and Jia, 2021</xref>). Some breakthroughs have been made in continental shales in China, especially marked by the success of well Liuping 177 drilled in Zhangjiatan shale of the Triassic Yanchang Formation in Ordos Basin (<xref ref-type="bibr" rid="B16">Guo et al., 2014</xref>; <xref ref-type="bibr" rid="B24">Ji et al., 2014</xref>; <xref ref-type="bibr" rid="B58">Yu et al., 2017</xref>). In recent years, numerous studies have been conducted on unconventional shale oil resources, and many of them are devoted to the resource potential assessment of lacustrine shales (e.g., <xref ref-type="bibr" rid="B51">Wang et al., 2015</xref>; <xref ref-type="bibr" rid="B52">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B32">Li et al., 2022</xref>; <xref ref-type="bibr" rid="B53">Wang et al., 2022</xref>). Therefore, the resource assessment of shale gas/oil is a key problem in the exploration of unconventional oil/gas (<xref ref-type="bibr" rid="B7">Cheng et al., 2017</xref>, <xref ref-type="bibr" rid="B8">2018</xref>; <xref ref-type="bibr" rid="B26">Jin et al., 2021</xref>). The methodology of lithology, organic geochemistry, or petroleum geology has been applied in the assessment of shale oil potential and its controlling factors (<xref ref-type="bibr" rid="B30">Li et al., 2020</xref>, <xref ref-type="bibr" rid="B31">2021</xref>). For example, <xref ref-type="bibr" rid="B30">Li et al. (2020)</xref> studied the fine-grained sedimentary rocks of the Eocene Shahejie Formation by combining mineralogy and organic geochemistry and showed that complex lithologies of the rocks control their shale oil potential.</p>
<p>Our previous work (<xref ref-type="bibr" rid="B35">Liao et al., 2018</xref>) suggested that grain-based Rock-Eval pyrolysis is an efficient method to evaluate the evolution of hydrocarbon generation, expulsion, and retention. It is suggested that the hydrocarbon yield of kerogen represents the total content of hydrocarbon generation of organic matter, while the hydrocarbon yield of shale grains represents the content of hydrocarbon expulsion. Hence, the retention content of grains is recognized as the difference between the total content of hydrocarbon generation of kerogen and the content of hydrocarbon expulsion of grains (<xref ref-type="bibr" rid="B11">Cornford et al., 1998</xref>). This may provide an efficient method for evaluating the characteristics of hydrocarbon generation, expulsion, and retention of shales by the grain-based Rock-Eval pyrolysis method. In the present study, we investigated shale grain and kerogen samples derived from three low mature lacustrine shale samples from the Songliao Basin, the Dongying Depression, and the Maoming Basin. The Rock-Eval pyrolysis results at different heating rates were calculated to reveal the kinetic parameters, and thus extrapolated to geological conditions. The evolutions of hydrocarbon generation, expulsion, and retention characteristics of the lacustrine shales, as well as the main factors controlling hydrocarbon expulsion and retention, were further explored.</p>
</sec>
<sec id="s2">
<title>Samples and Experiments</title>
<sec id="s2-1">
<title>Samples</title>
<p>Overall three organic-rich lacustrine shale samples from China were selected for kinetic analysis. Nenjiang (NJZ) is an outcrop sample of the Late Cretaceous Nenjiang Formation (K<sub>2</sub>
<italic>n</italic>
<sub>2</sub>), collected from the Songliao Basin. Shahejie (SHJ) belongs to the Lower Paleocene Shahejie Formation (E<italic>s</italic>
<sub>1</sub>), collected from the Dongying Depression of Bohai Bay Basin. Maoming (MM) is an outcrop oil shale of Eocene to the Oligocene Youganguo Formation (E<sub>2-3</sub>
<italic>y</italic>) from the Maoming Basin (<xref ref-type="bibr" rid="B4">Brassell et al., 1986</xref>). The geochemical data for the source rocks are presented in <xref ref-type="table" rid="T1">Table 1</xref>. The samples were prepared into two forms including grains (diameter of 4&#xa0;mm) and kerogen for Rock-Eval temperature-programmed pyrolysis. Details on sample preparation can be found in our previous work (<xref ref-type="bibr" rid="B34">Liao et al., 2016</xref>, <xref ref-type="bibr" rid="B35">2018</xref>). In brief, samples were taken from a single rock using a micro-drilling method along a vertical direction to avoid or minimize the heterogeneity across different lamellar layers.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Geochemical data for samples used in the pyrolysis study.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Location</th>
<th align="center">Form</th>
<th align="center">
<italic>S</italic>
<sub>1</sub> (mg/g)</th>
<th align="center">
<italic>S</italic>
<sub>2</sub> (mg/g)</th>
<th align="center">HI (mg/g TOC)</th>
<th align="center">
<italic>T</italic>
<sub>max</sub> (&#xb0;C)</th>
<th align="center">TOC (%)</th>
<th align="center">
<italic>R</italic>
<sub>o</sub> (%)</th>
<th align="center">Kerogen type</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NJZ</td>
<td align="center">Songliao Basin</td>
<td align="left">Grain</td>
<td align="char" char=".">0.11</td>
<td align="char" char=".">10.29</td>
<td align="char" char=".">415</td>
<td align="char" char=".">433</td>
<td align="char" char=".">2.48</td>
<td align="char" char=".">0.52</td>
<td align="center">&#x2160;</td>
</tr>
<tr>
<td align="left"/>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="char" char=".">8.65</td>
<td align="char" char=".">414.24</td>
<td align="char" char=".">659</td>
<td align="char" char=".">432</td>
<td align="char" char=".">62.86</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">SHJ</td>
<td align="center">Bohai Bay Basin</td>
<td align="left">Grain</td>
<td align="char" char=".">0.32</td>
<td align="char" char=".">15.35</td>
<td align="char" char=".">564</td>
<td align="char" char=".">426</td>
<td align="char" char=".">2.72</td>
<td align="char" char=".">0.45</td>
<td align="center">II</td>
</tr>
<tr>
<td align="left"/>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="char" char=".">8.19</td>
<td align="char" char=".">229.68</td>
<td align="char" char=".">589</td>
<td align="char" char=".">421</td>
<td align="char" char=".">39.02</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">MM</td>
<td align="center">Maoming Basin</td>
<td align="left">Grain</td>
<td align="char" char=".">1.85</td>
<td align="char" char=".">162.95</td>
<td align="char" char=".">564</td>
<td align="char" char=".">429</td>
<td align="char" char=".">28.88</td>
<td align="char" char=".">0.43</td>
<td align="center">&#x2160;</td>
</tr>
<tr>
<td align="left"/>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="char" char=".">2.92</td>
<td align="char" char=".">255.84</td>
<td align="char" char=".">654</td>
<td align="char" char=".">427</td>
<td align="char" char=".">39.1</td>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>TOC: total organic carbon; <italic>S</italic>
<sub>1</sub>: free hydrocarbons; <italic>S</italic>
<sub>2</sub>: pyrolysis of hydrocarbons; <italic>T</italic>
<sub>max</sub>: pyrolysis temperature at maximum hydrocarbon generation; <italic>R</italic>
<sub>o</sub>: vitrinite reflectance (%).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The results of hydrogen index (HI) versus <italic>T</italic>
<sub>max</sub> from NJZ shale, SHJ shale, and MM oil shale collected from different basins are plotted in the diagram to determine the kerogen type and maturity by the method of <xref ref-type="bibr" rid="B41">Mukhopadhyay et al. (1995)</xref>. As is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, three samples are generally plotted in the immature zone comprising type I and type II kerogen. NJZ shale and MM oil shale were assigned relatively higher HI of type I kerogen while SHJ shale was the lower HI area of type II kerogen. The total organic carbon (TOC) analysis shows high TOC values for the shale samples, with the values being 2.48, 2.72, and 28.88% for NJZ, SHJ, and MM shales. The maturity rates (%<italic>R</italic>
<sub>o</sub>) for the three shale samples are 0.52, 0.45, and 0.43%, respectively (<xref ref-type="table" rid="T1">Table 1</xref>). Therefore, the shale samples with higher TOC contents and lower maturities are suitable for in-laboratory simulation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Hydrogen index (HI) plotted versus <italic>T</italic>
<sub>max</sub> values modified from <xref ref-type="bibr" rid="B47">Shalaby et al. (2011)</xref>.</p>
</caption>
<graphic xlink:href="feart-10-921806-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Rock-Eval Temperature-Programmed Pyrolysis</title>
<p>Rock-Eval temperature-programmed pyrolysis was performed using an Rock-Eval 6 instrument. Samples were pyrolyzed at a temperature range of 300&#x2013;650&#xb0;C with heating rates of 5&#xb0;C/min, 15&#xb0;C/min, and 25&#xb0;C/min, respectively. Pyrolysis parameters including TOC, <italic>S</italic>
<sub>1</sub>, <italic>S</italic>
<sub>2</sub>, and <italic>T</italic>
<sub>max</sub> (temperature of maximum pyrolysis yield) were measured. HI was calculated by the formula <italic>S</italic>
<sub>2</sub> &#xd7; 100/TOC as described by <xref ref-type="bibr" rid="B13">Espitali&#xe9; et al. (1977)</xref>, <xref ref-type="bibr" rid="B43">Peters and Cassa (1994)</xref>, and <xref ref-type="bibr" rid="B47">Shalaby et al. (2011)</xref>. The experiment procedures have been described in detail by <xref ref-type="bibr" rid="B35">Liao et al. (2018)</xref>. Based on the Rock-Eval pyrolysis results, the kinetic parameters were further calculated by the method of <xref ref-type="bibr" rid="B35">Liao et al. (2018)</xref>. In brief, kinetic parameters (discrete activation energy and frequency factor) for grains and kerogen were calculated by Kinetic 2000 software. Assuming parallel first-order reactions with a single frequency factor and activation energies, different heating rates were used to achieve optimal values. Optimization results in a best fit for calculated curves and measured curves (<xref ref-type="bibr" rid="B17">Han et al., 2014</xref>). In addition, the activation energy obeys the discrete distributed model (<xref ref-type="bibr" rid="B40">Miura, 1995</xref>).</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Characteristics of Hydrocarbon Generation and Expulsion</title>
<p>
<xref ref-type="fig" rid="F2">Figures 2</xref>&#x2013;<xref ref-type="fig" rid="F4">4</xref> show the hydrocarbon generation rates and yields of grains and kerogen from NJZ shale, SHJ shale, and MM oil shale as a function of pyrolysis temperature at each heating rate, respectively. The pyrolysis characteristics of grains and kerogen are similar to those of Pingliang marine shale and Yanchang lacustrine shale in <xref ref-type="bibr" rid="B35">Liao et al. (2018)</xref>, all showing that the total amount of hydrocarbon generation is identical regardless of the pyrolysis heating rate for each sample (<xref ref-type="bibr" rid="B2">Behar et al., 1992</xref>). <xref ref-type="fig" rid="F5">Figure 5</xref> shows the hydrocarbon generating rates of grains and kerogen for each sample at different heating rates. It is apparent that the corresponding pyrolysis temperatures to the maximum hydrocarbon generating rates for grain samples are collectively higher than those for corresponding kerogen samples, that is, the temperatures of shale grains are respectively 7&#xb0;C, 6, and 9&#xb0;C higher than its kerogen for NJZ shale at the heating rates of 5&#xb0;C/min, 15&#xb0;C/min, and 25&#xb0;C/min while 8&#xb0;C, 8, and 9&#xb0;C for SHJ shale and 5&#xb0;C, 2 and 3&#xb0;C for MM oil shale. It is generally proposed that kerogen pyrolysis can represent the hydrocarbon generation of pure organic matter, while grain pyrolysis can represent both generation and expulsion processes of source rock (<xref ref-type="bibr" rid="B22">Inan et al., 1998</xref>; <xref ref-type="bibr" rid="B35">Liao et al., 2018</xref>). As a consequence, the generated hydrocarbons cannot be expelled out in time which gives rise to a lagging effect (<xref ref-type="bibr" rid="B22">Inan et al., 1998</xref>). The results also show that both NJZ shale and SHJ shale show a larger lagging effect (i.e. slower hydrocarbon expulsion) than MM oil shale at different heating rates. This indicates that the lagging effect varies among different shale samples, possibly due to the differences in mineralogical composition and organic content of the shales.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Hydrocarbon (HC)-generating rates and hydrocarbon yield of grain and kerogen from NJZ shale as a function of pyrolysis temperature at different heating rates.</p>
</caption>
<graphic xlink:href="feart-10-921806-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Hydrocarbon (HC)-generating rates and hydrocarbon yield of grain and kerogen from SHJ shale as a function of pyrolysis temperature at different heating rates.</p>
</caption>
<graphic xlink:href="feart-10-921806-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Hydrocarbon (HC)-generating rates and hydrocarbon yield of grain and kerogen from MM oil shale as a function of pyrolysis temperature at different heating rates.</p>
</caption>
<graphic xlink:href="feart-10-921806-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Hydrocarbon (HC)-generating rate of grain and kerogen for NJZ shale, SHJ shale, and MM oil shale at the heating rates of 5&#xb0;C/min, 15&#xb0;C/min, and 25&#xb0;C/min.</p>
</caption>
<graphic xlink:href="feart-10-921806-g005.tif"/>
</fig>
<p>There are significant differences in the hydrocarbon yields of grains and kerogen for the shale samples at various heating rates (<xref ref-type="fig" rid="F6">Figure 6</xref>). Taking 15&#xb0;C/min as an example, the differences in total yield between grains and kerogen are 267&#xa0;mg/g TOC for NJZ shale, 67&#xa0;mg/g TOC for SHJ shale, and 134&#xa0;mg/g TOC for MM oil shale, indicating distinct retention/adsorption capability for the shales. The NJZ shale shows the strongest retention capability among the three shale samples, followed by MM oil shale, and SHJ shale is the weakest.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Hydrocarbon yield of grain and kerogen for NJZ shale, SHJ shale, and MM oil shale at the heating rates of 5&#xb0;C/min, 15&#xb0;C/min, and 25&#xb0;C/min.</p>
</caption>
<graphic xlink:href="feart-10-921806-g006.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Activation Energy Distributions</title>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref>; <xref ref-type="table" rid="T2">Table 2</xref> show the activation energy distributions as well as the frequency factor (<italic>A</italic>) for grains and kerogen from NJZ, SHJ, and MM shales, respectively. The kinetic calculation was shared with a given frequency factor <italic>A</italic> &#x3d; 1.98E&#xd7;10<sup>12</sup> s<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B49">Wang et al., 2006</xref>; <xref ref-type="bibr" rid="B17">Han et al., 2014</xref>). For NJZ shale, the discrete activation energy distribution ranges from 38 to 60&#xa0;kcal/mol and 38&#x2013;59&#xa0;kcal/mol for grains and kerogen, respectively. In addition, the grains and kerogen exhibit the same dominant activation energy (<italic>E</italic>
<sub>max</sub>) of 48&#xa0;kcal/mol. The discrete activation energy distributions of SHJ shale display an identical range of 38&#x2013;58&#xa0;kcal/mol for grains and kerogen, with their <italic>E</italic>
<sub>max</sub> values being 48&#xa0;kcal/mol and 47&#xa0;kcal/mol, respectively. Similarly, the discrete activation energy distributions for grains and kerogen of MM oil shale are in the range of 38&#x2013;61&#xa0;kcal/mol and 38&#x2013;58&#xa0;kcal/mol, and <italic>E</italic>
<sub>max</sub> values are 48&#xa0;kcal/mol and 47&#xa0;kcal/mol, respectively. In comparison, NJZ kerogen show relatively higher <italic>E</italic>
<sub>max</sub>, suggesting a higher hydrocarbon generation threshold relative to SHJ and MM kerogen. This implies that SHJ shale and MM oil shale need relatively lower energy to commence hydrocarbon generation but relatively higher energy for hydrocarbon expulsion, while NJZ shale requires higher energy for both processes.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Distribution of activation energies with the universal frequency factor <bold>(A)</bold> for grain and kerogen from NJZ shale, SHJ shale, and MM oil shale.</p>
</caption>
<graphic xlink:href="feart-10-921806-g007.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Kinetic parameters obtained from Rock-Eval pyrolysis for grains and kerogen from NJZ shale, SHJ shale, and MM oil shale.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample</th>
<th align="center">Form</th>
<th align="center">
<italic>E</italic>
<sub>a</sub> range (kcal/mol)</th>
<th align="center">
<italic>E</italic>
<sub>max</sub> (kcal/mol)</th>
<th align="center">A (s<sup>&#x2212;1</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">Nenjiang</td>
<td align="left">Grain</td>
<td align="center">38&#x2013;60</td>
<td align="char" char=".">48</td>
<td align="center">
<italic>A</italic> &#x3d; 1.98 &#xd7; 10<sup>12</sup>s<sup>&#x2212;1</sup>
</td>
</tr>
<tr>
<td align="left">Kerogen</td>
<td align="center">38&#x2013;59</td>
<td align="char" char=".">48</td>
<td align="left"/>
</tr>
<tr>
<td rowspan="2" align="left">Shahejie</td>
<td align="left">Grain</td>
<td align="center">38&#x2013;58</td>
<td align="char" char=".">48</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Kerogen</td>
<td align="center">38&#x2013;58</td>
<td align="char" char=".">47</td>
<td align="left"/>
</tr>
<tr>
<td rowspan="2" align="left">Maoming</td>
<td align="left">Grain</td>
<td align="center">38&#x2013;61</td>
<td align="char" char=".">48</td>
<td align="left"/>
</tr>
<tr>
<td align="left">Kerogen</td>
<td align="center">38&#x2013;58</td>
<td align="char" char=".">47</td>
<td align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<italic>A</italic> is a frequency factor; <italic>E</italic>
<sub>a</sub> is activation energy; <italic>E</italic>
<sub>max</sub> is the activation energy for maximum petroleum potential.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-3">
<title>Geological Implications</title>
<p>The kinetic parameters were extrapolated to a &#x201c;hypothetical&#x201d; geological heating rate of 3&#xb0;C/Ma (<xref ref-type="bibr" rid="B46">Schenk et al., 1997</xref>). <xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="table" rid="T3">Table 3</xref> show the conversion rate versus geological temperature and maturity (%<italic>R</italic>
<sub>o</sub>) for grains and kerogen of NJZ shale, SHJ shale, and MM oil shale. The corresponding maturity (geological temperature) rates to the main hydrocarbon generation period (MHGP) for the NJZ grain and kerogen samples are in the range of 0.63&#x2013;0.91% (110&#x2013;145&#xb0;C) and 0.61&#x2013;0.80% (108&#x2013;134&#xb0;C), respectively. Similarly, the corresponding maturity rates (geological temperature) to the MHGP for SHJ grain and kerogen samples are 0.58&#x2013;0.88% (106&#x2013;142&#xb0;C) and 0.54&#x2013;0.77% (103&#x2013;131&#xb0;C), while 0.55&#x2013;0.86% (104&#x2013;140&#xb0;C) and 0.55&#x2013;0.84% (104&#x2013;138&#xb0;C) for MM oil shale. NJZ grains and kerogen exhibit higher maturities and geological temperatures than those for SHJ and MM shales, which is indicative of a later hydrocarbon generation and expulsion. Furthermore, MM grains and kerogen show the broadest range of maturity and geological temperature among these samples, while those for both NJZ and SHJ shales become progressively narrower. This may indicate that MM oil shale enjoys the longest hydrocarbon generation and expulsion period.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Conversion rate versus geological temperature and maturity for three samples at a geological rate of 3&#xb0;C/Ma.</p>
</caption>
<graphic xlink:href="feart-10-921806-g008.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Division of the main hydrocarbon generation period of three samples.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Sample</th>
<th rowspan="2" align="center">Form</th>
<th colspan="2" align="center">Main hydrocarbon generation period</th>
</tr>
<tr>
<th align="center">R<sub>o</sub> (%)</th>
<th align="center">T (&#xb0;C)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NJZ</td>
<td align="left">Grain</td>
<td align="center">0.63&#x2013;0.91</td>
<td align="center">110&#x2013;145</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">0.61&#x2013;0.80</td>
<td align="center">108&#x2013;134</td>
</tr>
<tr>
<td align="left">SHJ</td>
<td align="left">Grain</td>
<td align="center">0.58&#x2013;0.88</td>
<td align="center">106&#x2013;142</td>
</tr>
<tr>
<td align="left"/>
<td align="center">Kerogen</td>
<td align="center">0.54&#x2013;0.77</td>
<td align="center">103&#x2013;131</td>
</tr>
<tr>
<td align="left">MM</td>
<td align="left">Grain</td>
<td align="center">0.55&#x2013;0.86</td>
<td align="center">104&#x2013;140</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">0.55&#x2013;0.84</td>
<td align="center">104&#x2013;138</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The division of the main hydrocarbon generation period (MHGP) was explained in detail in <xref ref-type="bibr" rid="B35">Liao et al. (2018</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the hydrocarbon expulsion rates for grains and kerogen of three samples at a geological heating rate of 3&#xb0;C/Ma. The grains and kerogen of all shale samples show a typical single hydrocarbon expulsion peak with the increase of temperature. The corresponding maturities (geological temperatures) to the maximum hydrocarbon expulsion rates for the NJZ grain and kerogen samples are both 0.76% (130&#xb0;C), while those for the SHJ grain and kerogen samples are, respectively, 0.75% (129&#xb0;C) and 0.74% (127&#xb0;C) and for the MM grain and kerogen samples both are 0.74% (127&#xb0;C). In comparison to the SHJ shale and the MM oil shale, the NJZ shale shows a relatively higher maturity when reaching the maximum hydrocarbon expulsion rate, which suggests its higher threshold for hydrocarbon expulsion.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Expulsion rates for three samples at a geological heating rate of 3&#xb0;C/Ma.</p>
</caption>
<graphic xlink:href="feart-10-921806-g009.tif"/>
</fig>
<p>With regard to hydrocarbon retention of shale, the calculation method for hydrocarbon retention content and retention proportion has been described in detail by <xref ref-type="bibr" rid="B35">Liao et al. (2018)</xref>. Also, a detailed discussion of hydrocarbon generation stages (i.e. stage I and stage II) is presented in our previous work (<xref ref-type="bibr" rid="B35">Liao et al., 2018</xref>), in which stage I represents the stage after the peak of hydrocarbon generation and stage II represents the stage after second cracking.</p>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref>; <xref ref-type="table" rid="T4">Table 4</xref> show the evolution of hydrocarbon generation, expulsion, and retention for three samples at a geological heating rate of 3&#xb0;C/Ma. At a stage, I (<italic>R</italic>
<sub>o</sub> &#x3d; 1%), the hydrocarbon yields for NJZ grains and kerogen are 384.71&#xa0;mg/g TOC and 659.65&#xa0;mg/g TOC, respectively. Similarly, the hydrocarbon yields for SHJ grains and kerogen are 515.61&#xa0;mg/g TOC and 573.58&#xa0;mg/g TOC while those for MM oil shale are 551.08&#xa0;mg/g TOC and 683.50&#xa0;mg/g TOC, respectively. As the difference in hydrocarbon yields between shale grain and kerogen samples is recognized as the hydrocarbon retention content of the shales (<xref ref-type="bibr" rid="B11">Cornford et al., 1998</xref>), the content and proportion of the retained hydrocarbons could be calculated based on the hydrocarbon yields. The hydrocarbon retention content and the retention proportion for NJZ shale are 274.94&#xa0;mg/g TOC and 41.68%, while 57.97&#xa0;mg/g TOC and 10.11% for SHJ shale and 132.42&#xa0;mg/g TOC and 19.37% for MM oil shale, respectively. Similarly, at stage II (<italic>R</italic>
<sub>o</sub> &#x3d; 3%), the retention content and proportion for NJZ shale are 264.82&#xa0;mg/g TOC and 39.01%, while 38.03&#xa0;mg/g TOC and 6.53% for SHJ shale and 133.26&#xa0;mg/g TOC and 18.78% for MM oil shale, respectively. By comparison of the hydrocarbon retention data, it offers us an opportunity to estimate the retention ability of shale samples. Taking Yanchang Formation (YC-L) into consideration (<xref ref-type="bibr" rid="B35">Liao et al., 2018</xref>), NJZ shale has the highest retention content among these shale samples while those for MM oil shale, YC-L shale, and SHJ shale become progressively lower at both stage I and stage II. This may suggest that NJZ shale from the Songliao Basin is of the strongest retention ability but of the weakest expulsion ability for prevalent continental shales in China. However, SHJ shale from the Dongying Depression has stronger hydrocarbon expulsion ability but weaker hydrocarbon retention ability.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Characteristics of hydrocarbon generation, retention, and expulsion for three samples at a geological heating rate of 3&#xb0;C/Ma.</p>
</caption>
<graphic xlink:href="feart-10-921806-g010.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Amount of hydrocarbon generation, retention, and expulsion for three samples in stage I (<italic>R</italic>
<sub>o</sub> &#x3d; 1%) and stage II (<italic>R</italic>
<sub>o</sub> &#x3d; 3%).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="left"/>
<th colspan="3" align="center">
<italic>R</italic>
<sub>o</sub> &#x3d; 1%</th>
<th colspan="3" align="center">
<italic>R</italic>
<sub>o</sub> &#x3d; 3%</th>
</tr>
<tr>
<th align="left">Samples</th>
<th align="left">Form</th>
<th align="center">Hydrocarbon yield (mg/g TOC)</th>
<th align="center">Retention (mg/g TOC)</th>
<th align="center">Retention proportion (%)</th>
<th align="center">Hydrocarbon yield (mg/g TOC)</th>
<th align="center">Retention (mg/g TOC)</th>
<th align="center">Retention proportion (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NJZ</td>
<td align="left">Grain</td>
<td align="center">384.71</td>
<td align="center">274.94</td>
<td align="center">41.68</td>
<td align="center">414.08</td>
<td align="center">264.82</td>
<td align="center">39.01</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">659.65</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">678.90</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">SHJ</td>
<td align="left">Grain</td>
<td align="center">515.61</td>
<td align="center">57.97</td>
<td align="center">10.11</td>
<td align="center">543.97</td>
<td align="center">38.03</td>
<td align="center">6.53</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">573.58</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">582.00</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">MM</td>
<td align="left">Grain</td>
<td align="center">551.08</td>
<td align="center">132.42</td>
<td align="center">19.37</td>
<td align="center">576.30</td>
<td align="center">133.26</td>
<td align="center">18.78</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">683.50</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">709.56</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
<tr>
<td align="left">YC-L</td>
<td align="left">Grain</td>
<td align="center">338.59</td>
<td align="center">66.92</td>
<td align="center">16.50</td>
<td align="center">375.09</td>
<td align="center">70.66</td>
<td align="center">15.85</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Kerogen</td>
<td align="center">405.51</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">445.75</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The data of YC-L were obtained from <xref ref-type="bibr" rid="B35">Liao et al. (2018)</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-4">
<title>Analysis of Influencing Factors of Hydrocarbon Expulsion and Retention</title>
<p>Pore structure parameters, such as pore volume, special surface area, porosity, permeability, and pore size diameter, are available for the evaluation of natural gas reservoirs (<xref ref-type="bibr" rid="B5">Chalmers and Bustin, 2007</xref>; <xref ref-type="bibr" rid="B45">Ross and Bustin, 2009</xref>; <xref ref-type="bibr" rid="B6">Chalmers et al., 2012</xref>; <xref ref-type="bibr" rid="B39">Mastalerz et al., 2012</xref>; <xref ref-type="bibr" rid="B60">Zhang et al., 2017a</xref>, <xref ref-type="bibr" rid="B61">2017b</xref>). For example, many previous studies suggested that the abundance of pores in shales is mainly controlled by the compositions of minerals and organic matter (<xref ref-type="bibr" rid="B37">Loucks et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Ma et al., 2015</xref>; <xref ref-type="bibr" rid="B56">Xiong et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Li et al., 2016</xref>; <xref ref-type="bibr" rid="B18">Han et al., 2019</xref>). Therefore, X-ray diffraction analysis of whole rock was performed with the shale samples in this study. The major minerals for the shale samples including YC-L shale are divided into two types, one is clay minerals and the other is brittle minerals. <xref ref-type="table" rid="T5">Table 5</xref> shows the contents of clay minerals and brittle minerals for these shale samples. The contents of brittle minerals for NJZ, SHJ, MM, and YC-L shales are 57.3, 50.9, 28.7, and 60.0%, while those of clay minerals for the samples are 42.7, 49.1, 71.1, and 40.0%, respectively. The mineralogical data shows that MM oil shale has the lowest brittle mineral content but the highest clay mineral content, while the other shale samples have almost similar contents of brittle and clay minerals. A study by <xref ref-type="bibr" rid="B44">Ross and Bustin, (2008)</xref> suggested that the content of clay minerals might affect the hydrocarbon expulsion of source rock. However, it is found that the retention content and retention proportion of MM oil shale with the highest abundance of clay minerals show a very slight difference compared with SHJ shale and YC-L shale having a relatively low abundance of clay minerals. It is worth noting that the retention content and retention proportion vary vastly among NJZ, SHJ, and YC-L shales, although there is little difference in the mineralogical compositions between them. This may suggest that mineralogical composition is not responsible for the hydrocarbon retention capacity for the shales in this study.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Main mineral contents of four shale samples.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Sample</th>
<th colspan="2" align="center">Brittle mineral</th>
<th colspan="2" align="center">Clay mineral</th>
</tr>
<tr>
<th align="center">Component</th>
<th align="center">Proportion (%)</th>
<th align="center">Component</th>
<th align="center">Proportion (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">NJZ</td>
<td align="left">Quartz, calcite, and microcline</td>
<td align="char" char=".">57.3</td>
<td align="left">Illite and chlorite</td>
<td align="char" char=".">42.7</td>
</tr>
<tr>
<td align="left">SHJ</td>
<td align="left">Quartz, calcite, and dolomite</td>
<td align="char" char=".">50.9</td>
<td align="left">Kaolinite and illite</td>
<td align="char" char=".">49.1</td>
</tr>
<tr>
<td align="left">MM</td>
<td align="left">Quartz and pyrite</td>
<td align="char" char=".">28.7</td>
<td align="left">Kaolinite, montmorillonite, and illite</td>
<td align="char" char=".">71.1</td>
</tr>
<tr>
<td align="left">YC-L</td>
<td align="left">Quartz, pyrite, microcline, and calcite</td>
<td align="char" char=".">60.0</td>
<td align="left">Illite, montmorillonite, kaolinite, and chlorite</td>
<td align="char" char=".">40.0</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The reservoirs of NJZ shale are of ultra-low porosity and of ultra-low permeability (<xref ref-type="bibr" rid="B54">Wang, 2014</xref>). The porosity of NJZ shale is ranged from 3.67 to 5.15% with an average of 4.36%. The pore diameter is ranged from 1 to 3&#xa0;&#xb5;m (only a few of them reach 4&#x2013;5&#xa0;&#xb5;m). The permeability is ranged from 0.00054 &#xd7; 10<sup>&#x2013;3</sup> to 0.006515 &#xd7; 10<sup>&#x2013;3</sup>&#xa0;&#x3bc;m<sup>2</sup>. SHJ shale has a relatively larger pore diameter and higher permeability. The pore diameter for SHJ shale ranges from 44 to 250&#xa0;nm with an average of 76&#xa0;nm, the porosity from 0.5 to 9.8%, with an average of 5.6%, and the permeability from 0.06 &#xd7; 10<sup>&#x2013;3</sup> to 1.60 &#xd7; 10<sup>&#x2013;3</sup>&#xa0;&#x3bc;m<sup>2</sup> (<xref ref-type="bibr" rid="B63">Zou et al., 2011</xref>). The porosity of YC-L ranges from 0.5 to 3.5%, and about 70% of YC-L shale contains a permeability of less than 0.01 &#xd7; 10<sup>&#x2013;3</sup>&#xa0;&#x3bc;m<sup>2</sup>. The pore diameter typically ranges from 6 to 9&#xa0;nm with an average of 7.2&#xa0;nm (<xref ref-type="bibr" rid="B14">Gao et al., 2014</xref>; <xref ref-type="bibr" rid="B12">Dai et al., 2016</xref>), which belongs to ultra-low permeability and low porosity shale (<xref ref-type="bibr" rid="B59">Zeng et al., 2008</xref>). For MM oil shale, the pore size ranges from 0.35 to 200&#xa0;nm (<xref ref-type="bibr" rid="B15">Gao et al., 2016</xref>), and the porosity ranges from 13 to 24% with an average of 17% (<xref ref-type="bibr" rid="B33">Li, 2016</xref>). The fissure of MM oil shale is barely developed due to less mechanical compaction/consolidation in the late stage of diagenesis (<xref ref-type="bibr" rid="B33">Li, 2016</xref>). At this stage, shales are immature even if they have high organic carbon contents. As a consequence, the MM oil shale exhibits a relatively weak hydrocarbon retention capacity. This may indicate that the discrepancy in hydrocarbon retention ability/capacity is mainly attributable to the pore structure (porosity and permeability) of lacustrine shales in China. The results also reveal that high pore diameter and permeability facilitate strong ability of hydrocarbon expulsion from the lacustrine shales, that is, SHJ shale has the highest pore diameter and permeability and the strongest hydrocarbon expulsion ability, whereas NJZ shale has the lowest pore size and permeability and the weakest hydrocarbon expulsion ability.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>Overall, three sets of lacustrine shales from continental basins in China were investigated by a grain-based Rock-Eval pyrolysis method to reveal the evolution characteristics of hydrocarbon generation, expulsion, and retention of the shales. The pyrolysis and kinetic parameters showed that the Nenjiang shale has a relatively higher generation threshold than the Shahejie shale and Maoming oil shale while extrapolating to a geological heating rate of 3&#xb0;C/Ma. Both the Shahejie shale and the Maoming oil shale need lower energy for hydrocarbon generation but higher energy for hydrocarbon expulsion, while the Nenjiang shale requires higher energy for both processes.</p>
<p>By comparison of the pyrolysis results of shale grain and kerogen samples, the retention content and proportion of the shales were estimated approximately. The Nenjiang shale has the highest hydrocarbon retention content and retention proportion, followed by the Maoming oil shale, the Yanchang shale, and Shahejie shale. At the earlier maturation stage (<italic>R</italic>
<sub>o</sub> &#x3d; 1%), the retention proportions for the Nenjiang, Shahejie, and Maoming shale samples were estimated as 41.68, 10.11, and 19.37% and then changed to 39.01, 6.53, and 18.78% at the advanced maturation stage (<italic>R</italic>
<sub>o</sub> &#x3d; 3%), respectively. This indicates that the Nenjiang shale from the Songliao Basin has the strongest retention ability but the weakest expulsion ability, while the Shahejie shale from the Dongying Depression has the strongest hydrocarbon expulsion ability but the weakest hydrocarbon retention ability. Furthermore, the hydrocarbon retention capacity of lacustrine shales may largely depend on the pore structure (porosity and permeability) of the shales, rather than the compositions of the minerals and organic matter therein.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>LL completed the experiments, acquired data, and drafted the manuscript; YW provided ideas and platforms for the experiments; CC processed samples; YP supervised and revised the manuscript.</p>
</sec>
<sec id="s7">
<title>Fundings</title>
<p>This work was supported by the National Natural Science Foundation of China (Grant Nos. 41902152 and 41702151), and Strategic Priority Research Program of the Chinese Academy of Sciences (Grant No. XDA14010103).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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