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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">736938</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.736938</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 Wettability by Contact Angle and Its Influencing Factors: A Case Study in Songliao</article-title>
<alt-title alt-title-type="left-running-head">Xue et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Shale Wettability and Influencing Factors</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Xue</surname>
<given-names>Haitao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dong</surname>
<given-names>Zhentao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1395566/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tian</surname>
<given-names>Shansi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Shuangfang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1374717/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>An</surname>
<given-names>Ce</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Boheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xin</surname>
<given-names>Xiaoyi</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>School of Geosciences, China University of Petroleum (East China), <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Key Laboratory of Continental Shale Hydrocarbon Accumulation and Efficient Development (Northeast Petroleum University), Ministry of Education, Northeast Petroleum University, <addr-line>Daqing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>School of Art and Media, Xian Technological University, <addr-line>Xian</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/1188498/overview">Jinbu Li</ext-link>, China University of Petroleum (East China), 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/1248932/overview">Bo Liu</ext-link>, Northeast Petroleum University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1437443/overview">Zhiye Gao</ext-link>, China University of Petroleum, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Zhentao Dong, <email>dzt5020@qq.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>29</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>736938</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Xue, Dong, Tian, Lu, An, Zhou, Li and Xin.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Xue, Dong, Tian, Lu, An, Zhou, Li and Xin</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>Wettability is a significant factor in the exploration and development of shale oil. Currently, shale wettability has yet to reach a unified understanding. The contact angle is widely used in the study of shale wettability. However, the pre-treatment of the shale profoundly affects the contact angle. In this paper, the contact angle errors introduced by the pre-treatment of samples are discussed. Shale wettability is influenced by many factors, and there is not yet a systematic study of its influencing factors. Based on the above issues, the shale of the northern Songliao Basin was taken as the subject. The wettability of the different lithofacies is characterized by an improved contact angle method. The compositional characteristics of the shales and oil in the study area were analyzed. Fresh minerals, a single component of oil, and different temperature/pressure conditions were set up to investigate the influencing factors of shale wettability. The studies show that Organic matter abundance and thermal maturity have a positive correlation with oil-wet. Siliceous minerals are positively correlated with water-wet. Carbonate and clay minerals are negatively correlated with water-wet. The mineralogical composition of the shale, the composition of the oil, the characteristics of the aqueous media, the asphaltene deposits on the surface, temperature, and pressure all impact wettability. The affinity of minerals for hydrocarbons is iron minerals &#x3e; carbonate minerals &#x3e; clay minerals &#x3e; siliceous minerals. Minerals are more hydrophilic at low salinity conditions. The deposition of non-hydrocarbons and asphaltenes renders the surface oleophilic. Increasing temperatures will reduce the hydrophilicity of the &#x201c;oil-water-rock&#x201d;.</p>
</abstract>
<kwd-group>
<kwd>wettability</kwd>
<kwd>shale oil</kwd>
<kwd>contact angle</kwd>
<kwd>Northern Songliao basin</kwd>
<kwd>liquid-liquid extraction</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Shale wettability is the tendency for oil to expand or adhere to the pore surface (<xref ref-type="bibr" rid="B35">Roshan et&#x20;al., 2016</xref>). It is one of the most significant properties of the surface characteristics of shale reservoirs (<xref ref-type="bibr" rid="B2">Alvarez et&#x20;al., 2016a</xref>). Wettability controls the process of shale oil enrichment (Yong et&#x20;al., 2016; <xref ref-type="bibr" rid="B28">Liu et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B37">Song et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Liu et&#x20;al., 2021</xref>). The process of enrichment of shale oil can be divided into two processes. Firstly, the oil is enriched within the internal pore network of the organic matter (OM) (<xref ref-type="bibr" rid="B4">Athy et&#x20;al., 1930</xref>). Once the shale oil has met the retention capacity of the OM, it flows out of the OM pores and into the inorganic mineral pores, where it is enriched (<xref ref-type="bibr" rid="B30">Loucks et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Liu et&#x20;al., 2021</xref>). Before the oil enters the inorganic pores from the OM pore network, it is hydrophilic due to the film of water on the surface of the inorganic minerals (<xref ref-type="bibr" rid="B25">Li et&#x20;al., 2017</xref>). The capillary forces are the resistance as the shale oil moves from the OM pores into the inorganic minerals pores. After the oil enters the inorganic mineral pores, the polar compounds in the crude oil will break the water film on the mineral surface, replacing the water molecules adsorbed on the mineral surface (<xref ref-type="bibr" rid="B9">Buckley et&#x20;al., 2001</xref>). Then, the surface absorption by oil will change from hydrophilic to lipophilic (<xref ref-type="bibr" rid="B13">Drummond et&#x20;al., 2004</xref>). This reduces the capillary resistance of oil entering the inorganic minerals pores, making it easier to enrich. Wettability determines the lower limit and type of pore throat for oil filling. In the field of shale oil development, regulating reservoir wettability is key to improving shale oil recovery (<xref ref-type="bibr" rid="B33">Marsden et&#x20;al., 1965</xref>; <xref ref-type="bibr" rid="B14">Ehrlich et&#x20;al., 1974</xref>; <xref ref-type="bibr" rid="B3">Alvarez et&#x20;al., 2016b</xref>; <xref ref-type="bibr" rid="B22">Jia et&#x20;al., 2021</xref>). Wettability is important for selecting the appropriate fracturing fluid to minimize fracturing fluid losses. It is generally accepted that the highest crude oil recovery is achieved under low oil-water interfacial tension and weak water-wetting conditions during water displacement (<xref ref-type="bibr" rid="B16">He et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B26">Li et&#x20;al., 2021</xref>; <xref ref-type="bibr" rid="B15">He et&#x20;al., 2022</xref>).</p>
<p>The surface of shale pore throats is composed of very complex minerals and organic matter, and this composition makes the surface both oil-wet and water-wet (<xref ref-type="bibr" rid="B40">Yang et&#x20;al., 2019</xref>). Generally, shale pores can be divided into relatively large micropores and smaller nanopores (<xref ref-type="bibr" rid="B10">Barnett et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B11">Chalmers et&#x20;al., 2012</xref>). Micropores are predominantly found in inorganic minerals, while nanopores are mainly found in organic matter and clay minerals. Inorganic pores are widely considered to be hydrophilic. In contrast, organic pores are considered lipophilic and become more lipophilic as the maturity of the organic matter increases (<xref ref-type="bibr" rid="B6">Begum et&#x20;al., 2019</xref>). The simultaneous presence of inorganic water-wet macropores and organic oil-wet micropores makes the shale double-wetting, distinguishing the shale wettability from conventional reservoirs (Tao Zhang et&#x20;al., 2018).</p>
<p>Nowadays, shale wettability is characterized by five main methods viz. contact angle method (<xref ref-type="bibr" rid="B36">Siddiqui et&#x20;al., 2018</xref>) (CA), spontaneous imbibition (<xref ref-type="bibr" rid="B24">Li et&#x20;al., 2019</xref>) (SI), zeta potential method (<xref ref-type="bibr" rid="B19">Hoxha et&#x20;al., 2016</xref>), nuclear magnetic resonance (NMR) (<xref ref-type="bibr" rid="B12">Chen et&#x20;al., 2006</xref>), atomic force microscopy (AFM) (<xref ref-type="bibr" rid="B23">Kumar et&#x20;al., 2005</xref>), and molecular dynamics simulation (MD) (<xref ref-type="bibr" rid="B39">Xue et&#x20;al., 2021</xref>). The CA method is convenient, with a test range from strong water-wet to strong oil-wet, and has clear mechanical and thermodynamic significance, satisfying qualitative and quantitative studies and suitable for mechanistic studies. Therefore, CA is widely used in the study of shale wettability (<xref ref-type="bibr" rid="B36">Siddiqui et&#x20;al., 2018</xref>). CA is mainly divided into the sessile drop method, which is used to express the wettability of the &#x201c;gas-flow-rock system,&#x201d; and the captive bubble drop method, which represents the wettability of the &#x201c;liquid-liquid-solid&#x201d; system (<xref ref-type="bibr" rid="B34">Pan et&#x20;al., 2020</xref>). However, numerous factors influence the contact angle. The pre-treatment process of shale samples (organic contamination of the surface and roughness) can severely impact the results. Therefore, the errors introduced by the pre-treatment of shale samples need to be analyzed.</p>
<p>The factors influencing the wettability of shale oil reservoirs can be summarized in the following five aspects: <bold>
<italic>1) Mineral and shale oil composition</italic>
</bold> (<xref ref-type="bibr" rid="B8">Borysenko et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Lu et&#x20;al., 2019</xref>)<bold>
<italic>. 2) Water medium characteristics</italic>
</bold> (<xref ref-type="bibr" rid="B1">Agbalaka et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B7">Berg et&#x20;al., 2010</xref>)<bold>
<italic>.</italic>
</bold> Brine concentration and pH control the wettability by influencing mineral surface chemistry and oil-water interfacial tension; DLVO theory can describe the interaction between the rock surface/brine and oil/brine interfaces, where &#x201c;oil-water-rock&#x201d; wettability depends on the balance between the two forces of electrostatic repulsion and van der Waals forces. <bold>
<italic>3) pore throat scale</italic>
</bold> (<xref ref-type="bibr" rid="B41">Yu et&#x20;al., 1986</xref>)<bold>
<italic>.</italic>
</bold> The smaller the droplet scale, the greater the effect of the upper line tension on the three-phase circumference and the more significant the change in contact angle. <bold>
<italic>4) Pore throat surface physicochemical properties</italic>
</bold> (<xref ref-type="bibr" rid="B17">Nakae et&#x20;al., 1998</xref>)<bold>
<italic>.</italic>
</bold> Cassie (1944) found that the greater the roughness of a solid surface, the more hydrophilic the surface would be. Whereas the surface of reservoir rocks is not smooth and flat, its surface roughness affects wettability. Asphaltenes in shale oil can break the water film on the surface of inorganic minerals in shale and adsorb to its surface, causing changes in wettability <bold>
<italic>5) Temperature and pressure conditions</italic>
</bold> (<xref ref-type="bibr" rid="B42">Zhang et&#x20;al., 2018</xref>)<bold>
<italic>.</italic>
</bold> Changes in temperature and pressure conditions can affect water-rock, oil-rock, oil-water, and oil-water interfacial tensions, thus affecting the wettability of the &#x201c;oil-water-rock&#x201d; system. Current research on the factors influencing wettability is scattered, and no systematic studies have been carried&#x20;out.</p>
<p>Based on the above issues, Qingshankou (<bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold>) and Nenjiang (<bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>n</italic>
</bold>) in the northern Songliao Basin were taken as the subjects. The wettability of the different lithofacies is characterized by an improved contact angle method. The compositional characteristics of the shales and oil in the study area were analyzed. Fresh minerals, single components of oil, and different temperature/pressure conditions were set up to investigate the factors influencing the wettability of the shale oil reservoirs.</p>
</sec>
<sec id="s2">
<title>Geological Background and Samples</title>
<sec id="s2-1">
<title>Geological Background of the Study Area</title>
<p>The target area of this study is the northern Songliao Basin (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). The Late Cretaceous is a deep and semi-deep lacustrine facies formation developed in the depressional stage of the basin, which is the main source rock and an important shale oil layer in the northern Songliao Basin. The target formations studied are the Qingshankou (<bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold>) and the Nengjiang (<bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>n</italic>
</bold>). The thickness of the <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold> is usually in the range of 200&#x2013;500&#xa0;m, and the primary lithology is black-brown mud shale interbedded with a small amount of oil shale, and its lithology and petrography are highly variable. The stratigraphy of the <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>n</italic>
</bold> is generally in the range of 100&#x2013;450&#xa0;m in thickness, with the lower part of it being sandstone transformed into mudstone and oil shale deposits and the upper part being interbedded with purple-red and green mudstone deposits (<xref ref-type="bibr" rid="B18">Hou et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B5">Bechtel et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B21">Jia et&#x20;al., 2013</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The sedimentary facies of the Qingshankou and Nenjiang Formation (left) and synthetic histogram of the northern Songliao Basin (right). Strata are filled with yellow to represent the study object.</p>
</caption>
<graphic xlink:href="feart-09-736938-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>Samples Information</title>
<p>Shales were taken from vital exploratory wells in the Qijia-Gulong Depression, the southern Daqing Changyuan area, and the Sanzhao Depression. Forty-six samples were selected for rock pyrolysis and whole-rock X-ray diffraction analysis (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). Then 33 of the samples were chosen for contact angle and liquid-liquid extraction experiments.</p>
<p>Samples from <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold> are all shale with high maturity and high organic matter abundance. In contrast, samples from the <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>n</italic>
</bold> had lower maturity and organic matter abundance (<xref ref-type="sec" rid="s11">Supplementary Table&#x20;S1</xref>).</p>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> illustrates the mineralogical composition of the samples. The main minerals that make up the samples are quartz, plagioclase, calcite, dolomite, pyrite, siderite, illite, and kaolinite. The minerals were classified according to their elemental composition and similarity in the crystal structure (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>) as <bold>
<italic>siliceous minerals</italic>
</bold> (quartz and feldspar), <bold>
<italic>clay minerals</italic>
</bold> (kaolinite and illite), <bold>
<italic>carbonate minerals</italic>
</bold> (calcite and iron dolomite), and <bold>
<italic>iron minerals</italic>
</bold> (pyrite and siderite).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Mineral composition of shale oil reservoirs. <bold>(A)</bold> Qingshankou shale Oil Reservoir, <bold>(B)</bold> Nenjiang shale Oil Reservoir, <bold>(C)</bold> Distribution characteristics of mineral groups.</p>
</caption>
<graphic xlink:href="feart-09-736938-g002.tif"/>
</fig>
<p>The <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>n</italic>
</bold> (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>) has a higher siliceous mineral content than the <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold> (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>), with an average value of 63.7%. The content of clay minerals is lower than that of the <bold>
<italic>K</italic>
</bold>
<sub>
<bold>
<italic>2</italic>
</bold>
</sub>
<bold>
<italic>qn</italic>
</bold>, with the percentage of content distributed between 13.5 and 44.3% and the mean value of 27.82%. The carbonate and iron mineral content is similarly distributed at a lower&#x20;level.</p>
<p>Referring to the delineation scheme of Liu (<xref ref-type="bibr" rid="B27">Liu et&#x20;al., 2019</xref>) for the shales of the Qingshankou Formation in the southern Songliao Basin, the lithofacies were delineated in terms of the <bold>
<italic>macrostructure</italic>
</bold> (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>), <bold>
<italic>TOC,</italic>
</bold> and <bold>
<italic>mineral composition</italic>
</bold> of the samples. Lu (Shuangfang et&#x20;al., 2012) proposed a &#x201c;trichotomous method&#x201d; for shale oil resource evaluation, in which a TOC of 1&#xa0;wt% and 2&#xa0;wt% is the threshold for classifying high and low organic matter. In this paper, the samples are divided into <bold>
<italic>high organic matter</italic>
</bold> (TOC &#x2265; 2&#xa0;wt%), <bold>
<italic>medium</italic> organic matter</bold> (1&#xa0;wt% &#x2264; TOC &#x3c; 2&#xa0;wt%), and <bold>
<italic>low organic matter</italic>
</bold> (TOC &#x3c; 1&#xa0;wt%).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Structural characteristics of shale oil reservoir samples. <bold>(A)</bold> Bedded structure, sample &#x23;97; <bold>(B)</bold> Laminar structure, sample &#x23;110; <bold>(C)</bold> Massive structure, sample &#x23;60.</p>
</caption>
<graphic xlink:href="feart-09-736938-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>Experimental Methods</title>
<sec id="s3-1">
<title>Experimental Materials</title>
<p>Fresh minerals were selected concerning the mineral composition of the shale: quartz, plagioclase, calcite, iron dolomite, pyrite, rhodochrosite, illite, and kaolinite. Wettability characterization of single and pure minerals is fundamental to explore the effect of different mineral compositions on the overall wettability of shale. Whole-rock X-ray diffraction analysis of the fresh minerals showed that the purity of the minerals was essentially greater than&#x20;97%.</p>
<p>Regarding the shale oil composition, several common compounds were selected for this study, respectively: n-hexane, n-dodecane, and n-octadecane for the <bold>
<italic>saturated hydrocarbon component</italic>
</bold>; benzene&#x20;for&#x20;the <bold>
<italic>aromatic component</italic>
</bold>; and 3-dodecylthiophene and N,N-dimethyldodecylamine for the <bold>
<italic>non-hydrocarbon component</italic>
</bold>. The compounds purchased were Dr. Germany brand products, whose chemical parameters and specifications are shown in <xref ref-type="sec" rid="s11">Supplementary Table S2</xref>. Crude oil samples and kerosene were also used in the experiments. Kerosene was used to represent the low carbon number mixture of hydrocarbons in crude oil, whose main components are alkanes of n-C<sub>12</sub> &#x223c; n-C<sub>14</sub> and contain small amounts of aromatic hydrocarbons, unsaturated hydrocarbons, cyclic hydrocarbons, and other impurities such as sulfides and&#x20;gums.</p>
</sec>
<sec id="s3-2">
<title>Liquid-Liquid Extraction</title>
<p>Liquid-Liquid Extraction (LLE) qualitatively evaluates the affinity of shale particles for two liquid phases (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). Samples were crushed to 160 mesh to reduce the effect of buoyancy on results. 0.6&#xa0;g of rock powder, water, and kerosene is mixed together, stirred thoroughly and shaken for 5&#xa0;min, and then left for a while. Different particles have different hydrophilic or oleophilic properties on the surface, which determines whether they sink in water or are suspended in the oil phase. The distribution of the particles is used to qualitatively determine the affinity of the rock particles for water or&#x20;oil.</p>
</sec>
<sec id="s3-3">
<title>Pre-treatment of Samples for Contact Angle</title>
<p>It was not known what the ideal level of polishing required for the sample was. To solve this problem, uartz and calcite chips were polished separately using different grit sizes (80, 160, 400, 1,200, 2,000, 6,000, 8,000, 10,000 grit and mirror polish). The &#x201c;oil-water-rock&#x201d; contact angle of calcite with different roughness was compared to determine the grinding method required for this study surface.</p>
<p>The roughness of a surface can be expressed in terms of <bold>
<italic>R</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub>
<bold>,</bold> which is the arithmetic mean of the absolute values of the distances from the points on the measured profile to the reference line within the sampling length <bold>
<italic>L</italic>
</bold>. The roughness <bold>
<italic>R</italic>
</bold>
<sub>
<bold>
<italic>a</italic>
</bold>
</sub> of different surfaces was measured using the stylus method with a Hommel-Etamic T8000 roughness profiler from Suzhou Winters Measurement Technology&#x20;Co.</p>
<p>As shown in <xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>, as the grit of the sandpaper is increased, the Ra value decreases, which means a smoother surface. The mirror-polished surface has a meager Ra value of only 20&#xa0;nm, so the surface can be considered smooth. The contact angle results for different roughness are shown in <xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>. As predicted by the Cassie-Baxter model, the contact angle decreases to a specific value and then remains constant as the surface roughness decreases. For highly rough surfaces (Ra &#x3e; 0.8&#xa0;&#x3bc;m), the contact angle is almost constant but considerably different from Young&#x2019;s contact angle. However, for relatively smooth surfaces (Ra &#x3c; 0.8&#xa0;&#x3bc;m), the contact angle varies significantly. Therefore, there is a solid need to mirror polish the surfaces.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Roughness and contact angle after polishing with different meshes of sandpaper. <bold>(A)</bold> Sandpaper mesh vs. R<sub>a</sub>, <bold>(B)</bold> R<sub>a</sub> vs. contact&#x20;angle.</p>
</caption>
<graphic xlink:href="feart-09-736938-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Contact Angle Experiments</title>
<sec id="s3-4-1">
<title>&#x201c;Oil-Water Rock&#x201d; Contact Angle Prediction Model for Shale</title>
<p>The &#x201c;oil-water-rock&#x201d; contact angle (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>) from the captive bubble method appears to be more consistent with geological conditions than the sessile drop method (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). However, when the &#x201c;oil-water-rock&#x201d; contact angle of shale is measured using the captive bubble drop method, some samples are found to break up due to the high clay content when immersed in water. Some samples have a very stable water film on the surface, making it difficult for oil droplets to reach the shale surface (<xref ref-type="fig" rid="F5">Figures 5C,D</xref>). Such samples cannot be subjected to the captive bubble method.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> Schematic of sessile drop methods for contact angle measurements; <bold>(B)</bold> captive bubble methods; <bold>(C,D)</bold> illustrating the failure of oil droplets to contact the shale surface due to the water&#x20;film.</p>
</caption>
<graphic xlink:href="feart-09-736938-g005.tif"/>
</fig>
<p>Comparison of the &#x201c;gas-water-rock&#x201d; and &#x201c;gas-oil-rock&#x201d; contact angles for the sessile drop method does not allow for a determination of whether the test sample is more hydrophilic or more lipophilic. To illustrate this point, separate &#x201c;gas-water-rock&#x201d; (<xref ref-type="fig" rid="F6">Figure&#x20;6B</xref>), &#x201c;gas-oil-rock&#x201d; (<xref ref-type="fig" rid="F6">Figure&#x20;6A</xref>), and &#x201c;oil-water-rock&#x201d; (<xref ref-type="fig" rid="F6">Figures 6C,D</xref>) contact angle experiments were carried out to compare the oil-wetness and water-wetness of quartz surfaces (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>). The results of the &#x201c;gas-oil-rock&#x201d; experiment showed that the contact angle of hexane on the quartz surface was 0&#xb0; and the quartz was completely oil-wet; the contact angle of DI water on the quartz surface was 28.41&#xb0;, and the quartz was not completely water-wet. From the experimental assessment of the relative lipophilicity and hydrophilicity of the quartz surface by the sessile drop method, it can be concluded that the surface of quartz is lipophilic. However, the results of the &#x201c;oil-water-rock&#x201d; experiments by the captive bubble method show an oil contact angle of 157&#xb0; compared to a water contact angle of 23&#xb0;. Quartz is hydrophilic. This contradicts the conclusions obtained by the sessile drop method. It is clear that the results of the suspended-drop method are accurate for an oil-water environment and that the seated-drop method is not sufficient to determine whether the surface is more lipophilic or hydrophilic.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Spreading phenomenon of oil on the quartz surface, <bold>(B)</bold> Contact angle of DI water on the quartz surface, <bold>(C,D)</bold> illustrating the hydrophilic nature of quartz.</p>
</caption>
<graphic xlink:href="feart-09-736938-g006.tif"/>
</fig>
<p>Siddiqui (2018) proposed <xref ref-type="disp-formula" rid="e1">Eq. 1</xref> to achieve the conversion of &#x201c;gas-water-rock&#x201d; contact angles on shale surfaces to &#x201c;oil-water-rock&#x201d; contact angles.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi>cos</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>cos</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>w</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>Where oil surface tension <italic>&#x3b3;</italic>
<sub>
<italic>o-g</italic>
</sub>, mN/m; water surface tension <italic>&#x3b3;</italic>
<sub>
<italic>w-g</italic>
</sub>, mN/m; oil-water interfacial tension <italic>&#x3b3;</italic>
<sub>
<italic>o-w</italic>
</sub>, mN/m; &#x201c;gas-oil-rock&#x201d; contact angle <italic>&#x3b8;</italic>
<sub>
<italic>o-g</italic>
</sub>; &#x201c;gas-water-rock&#x201d; contact angle <italic>&#x3b8;</italic>
<sub>
<italic>w-g</italic>
</sub>; &#x201c;oil-water-rock&#x201d; contact angle <italic>&#x3b8;</italic>
<sub>
<italic>o-w</italic>
</sub>.</p>
<p>To verify the accuracy of <xref ref-type="disp-formula" rid="e1">Eq. 1</xref>, 10 samples were selected to carry out &#x201c;gas-oil-rock&#x201d;, &#x201c;gas-water-rock&#x201d; and &#x201c;oil-water-rock&#x201d; contact angle experiments. The water samples were ionized water, and the oil samples were kerosene. The parameters and the calculated &#x201c;oil-water-rock&#x201d; contact angles are shown in <xref ref-type="sec" rid="s11">Supplementary Table&#x20;S3</xref>.</p>
<p>The excellent correlation between measured and calculated contact angles (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>) demonstrates that this formula can be applied to calculate the &#x201c;oil-water-rock&#x201d; contact angle for shales. However, the measured values are always less than the theoretical oil-water contact angle, which means that the measured results are more hydrophilic than the theoretical ones, probably because the rock sheet is preferentially wholly immersed in water and a film is formed on the surface, which increases the hydrophilicity of the rock&#x20;sheet.</p>
</sec>
<sec id="s3-4-2">
<title>High Temperature and Pressure Contact Angle Experiments</title>
<p>A high temperature and pressure contact angle experiment was carried out to study temperature and pressure on the wettability of &#x201c;oil-water-rock&#x201d; (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>). The instrument includes a high temperature and pressure chamber, water injection pump, oil injection pump (or gas injection pump), high precision camera, and computer processing.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>Result and Discussion</title>
<sec id="s4-1">
<title>Wettability Characteristics of Shales</title>
<sec id="s4-1-1">
<title>Comparison of Different Formations</title>
<p>The &#x201c;oil-water-rock&#x201d; contact angle (<bold>
<italic>&#x3b8;</italic>
</bold>) results for the samples are shown in <xref ref-type="fig" rid="F10">Figure&#x20;10</xref>. The samples are almost all hydrophilic, with <bold>
<italic>&#x3b8;</italic>
</bold> overwhelmingly in the range of 25&#x2013;80&#xb0;. The samples can be further classified according to the differences in water-wetting properties: <bold>
<italic>strong water-wetting</italic>
</bold> (<bold>
<italic>&#x3b8;</italic>
</bold> &#x3c; 30&#xb0;), <bold>
<italic>medium water-wetting</italic>
</bold> (30&#xb0;&#x3c; <bold>
<italic>&#x3b8;</italic>
</bold> &#x3c;60&#xb0;) and <bold>
<italic>weak water-wetting</italic>
</bold> (60&#xb0;&#x3c; <bold>
<italic>&#x3b8;</italic>
</bold>&#x3c;90&#xb0;). The majority of samples were medium water-wet, with fewer samples being strong or weak water-wet. However, sample 35 is oil-wet (<italic>&#x3b8;</italic> &#x3d; 90.15&#xb0;) owing to the high TOC (6.3&#xa0;wt%) and carbonate minerals content (32.3%).</p>
<p>
<xref ref-type="fig" rid="F7">Figure&#x20;7</xref> shows that the water-wetness of the Nengjiang is significantly better than that of the Qingshankou. The two have a similar mineral composition, so minerals are not the cause of the difference in wettability. The TOC of the Qingshankou is slightly higher than that of the Nengjiang, but the maturity of organic matter is significantly higher than that of the Nengjiang. The Qingshankou Formation has completed a large amount of hydrocarbon expulsion (S<sub>1</sub> and S<sub>2</sub> are high), and the adsorption of polar oil components renders wettability towards oil wetting. The low maturity Nengjiang has not yet undergone significant hydrocarbon expulsion (S<sub>1</sub> and S<sub>2</sub> are low), and the reservoir is in primitive water-wetting. Maturity is the reason for the difference in wettability between the Qingshankou and Nengjiang.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>
<bold>(A)</bold> Wettability characteristics of the all shale oil reservoir samples, <bold>(B)</bold> Wettability characteristics of samples from the Qingshankou and Nengjiang Formations.</p>
</caption>
<graphic xlink:href="feart-09-736938-g007.tif"/>
</fig>
</sec>
<sec id="s4-1-2">
<title>Comparison of Different Lithofacies</title>
<p>
<xref ref-type="table" rid="T1">Table&#x20;1</xref> illustrates the major lithofacies in the target area. The samples can be divided into two groups according to their TOC and mineral content. The first group, 41, 91, and 80, are characterized by low TOC (&#x3c;1&#xa0;wt%), low clay mineral content (&#x2264;20.1%), and high siliceous mineral content (&#x2265;76.9%). The second group is 49, 14, and 94, which are characterized by high TOC (&#x3e;2%) and higher clay mineral (&#x2265;36.8%) content.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Samples of different lithofacies for contact angle and liquid-liquid extraction experiments.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Lithofacies</th>
<th align="center">Number of samples</th>
<th align="center">TOC(%)</th>
<th align="center">Siliceous minerals (%)</th>
<th align="center">Carbonatite minerals (%)</th>
<th align="center">Clay minerals (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Low organic matter silica-rich massive shale</td>
<td align="char" char=".">41</td>
<td align="char" char=".">0.64</td>
<td align="char" char=".">76.9</td>
<td align="char" char=".">2.5</td>
<td align="char" char=".">20.1</td>
</tr>
<tr>
<td align="left">Low organic matter laminated silica-rich shale</td>
<td align="char" char=".">91</td>
<td align="char" char=".">0.64</td>
<td align="char" char=".">86.5</td>
<td align="char" char=".">0.0</td>
<td align="char" char=".">13.5</td>
</tr>
<tr>
<td align="left">Low organic matter bedded silica-rich shale</td>
<td align="char" char=".">80</td>
<td align="char" char=".">0.97</td>
<td align="char" char=".">81.6</td>
<td align="char" char=".">0.8</td>
<td align="char" char=".">17.6</td>
</tr>
<tr>
<td align="left">High organic matter laminated siliceous shale</td>
<td align="char" char=".">49</td>
<td align="char" char=".">2.15</td>
<td align="char" char=".">51.8</td>
<td align="char" char=".">1.7</td>
<td align="char" char=".">37.5</td>
</tr>
<tr>
<td align="left">High organic matter massive siliceous shale</td>
<td align="char" char=".">14</td>
<td align="char" char=".">2.88</td>
<td align="char" char=".">48.7</td>
<td align="char" char=".">10.8</td>
<td align="char" char=".">36.8</td>
</tr>
<tr>
<td align="left">High organic matter massive clay shale</td>
<td align="char" char=".">94</td>
<td align="char" char=".">4.33</td>
<td align="char" char=".">18.1</td>
<td align="char" char=".">1.9</td>
<td align="char" char=".">80.0</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The results of the &#x201c;oil -water-rock&#x201d; contact angle measurements for the rocks are shown in <xref ref-type="fig" rid="F8">Figure&#x20;8</xref>. The first group of rock samples (41, 91, and 80) have contact angles in the range of 26&#xb0;&#x2013;31&#xb0;, which are strongly hydrophilic. The second group of rock samples (14, 94, and 49) have contact angles in the range of 58&#xb0;&#x2013;80&#xb0;, respectively, and are weak water-wetness, presumably related to their high TOC and clay mineral content.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Wettability of different lithofacies. Samples 41, 91, and 80 have high organic matter content and low siliceous mineral content; 14, 94, and 49 are the contrary.</p>
</caption>
<graphic xlink:href="feart-09-736938-g008.tif"/>
</fig>
<p>The results of the LLE are consistent with the CA (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>). The first group of rock particles is mainly distributed in the water layer, while only a few particles are distributed in the oil-water interface and kerogen. This indicates that all rock particles in the first group are hydrophilic. The second group is partly suspended at the kerosene, partly suspended in DI water. This shows that they are both hydrophilic and oleophilic. The number of oleophilic particles is related to the&#x20;TOC.</p>
</sec>
</sec>
<sec id="s4-2">
<title>Factors Influencing Shale Wettability</title>
<sec id="s4-2-1">
<title>Organic Matter and Mineral Composition Characteristics</title>
<p>The relationship between contact angle and organic characteristics is analyzed in <xref ref-type="fig" rid="F9">Figures 9A&#x2013;C</xref>. TOC, S<sub>1</sub>, and R<sub>o</sub> have a positive correlation with oil-wet. Recently, various studies have shown the lipophilic of organic matter (<xref ref-type="bibr" rid="B36">Siddiqui et&#x20;al., 2018</xref>). This means that the higher the organic matter abundance the more oil-wet the sample is, which is consistent with the conclusions obtained from <xref ref-type="fig" rid="F8">Figure&#x20;8</xref>. S<sub>1</sub> is related to the oil content. As the oil content increases, the surface gradually shifts from water-wet to oil-wet. Previous molecular dynamics results (<xref ref-type="bibr" rid="B20">Jagadisan et&#x20;al., 2019</xref>) have shown that low maturity organic matter is more hydrophilic. In addition, the low maturity means that the oil has not yet been generated in large quantities and it is difficult to shift the surface to oil-wetness.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Correlation between wettability and material composition of shale. <bold>(A)</bold> TOC, <bold>(B)</bold> S<sub>1</sub>, <bold>(C)</bold> R<sub>o</sub>, <bold>(D)</bold> Siliceous minerals, <bold>(E)</bold> Carbonate minerals, <bold>(F)</bold> Clay minerals.</p>
</caption>
<graphic xlink:href="feart-09-736938-g009.tif"/>
</fig>
<p>The relationship between contact angle and mineral composition characteristics is analyzed in <xref ref-type="fig" rid="F9">Figures 9D&#x2013;F</xref>. Siliceous minerals are positively correlated with water-wet. However, carbonate and clay minerals are negatively correlated with water-wet. The strong water-wet of siliceous minerals and the weak water-wet of carbonate minerals have been confirmed, but there is no agreed understanding of the wettability of clay minerals. Therefore, it was necessary to carry out wettability experiments with a single pure mineral to verify the conclusions of <xref ref-type="fig" rid="F9">Figures 9D&#x2013;F</xref>.</p>
<p>
<xref ref-type="fig" rid="F10">Figure&#x20;10</xref> compares the affinity of different fresh minerals for hydrocarbons (saturated and aromatic hydrocarbons). Eight minerals exhibit hydrophilic properties (<italic>&#x3b8;</italic> &#x3c; 90&#xb0;). The order of affinity of minerals to hydrocarbons is carbonate minerals &#x3e; clay minerals &#x3e; siliceous minerals. Siliceous minerals exhibit strong water-wetting, and calcareous minerals exhibit weak water-wetting. The shale is essentially medium water-wetting. Then, an increase in siliceous/calcareous minerals will shift the shale towards strong/weak water-wetting. This is consistent with the conclusions obtained in <xref ref-type="fig" rid="F9">Figure&#x20;9</xref>. However, the wettability of the clay minerals obtained from <xref ref-type="fig" rid="F9">Figures 9F</xref>, <xref ref-type="fig" rid="F10">10</xref> is inconsistent. Considering that no experiments were carried out to remove oil from the cores after the samples were extracted <italic>in&#x20;situ</italic>, a certain amount of colloidal asphaltene is deposited on the surface of the clay minerals. It is the deposition of colloidal asphaltene that reverses the wettability, giving a seemingly unreasonable negative correlation between clay mineral content and water-wetting.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Wettability of fresh minerals. Fresh minerals are the main components of&#x20;shale.</p>
</caption>
<graphic xlink:href="feart-09-736938-g010.tif"/>
</fig>
</sec>
<sec id="s4-2-2">
<title>Oil Components</title>
<p>The physicochemical properties of shale oil are related to its composition (saturated hydrocarbons, aromatic hydrocarbons, non-hydrocarbons, asphaltenes), which varies with the maturity of the organic matter. <xref ref-type="fig" rid="F11">Figure&#x20;11</xref> shows the composition of shale oil for different maturity of organic matter. The results show that as the depth of burial increases, i.e.,&#x20;the maturity of the organic matter (Ro) increases, the saturated hydrocarbon fraction tends to grow, the aromatic and non-hydrocarbon fractions tend to decrease, the asphaltene does not change much, and the ratio of saturated to aromatic hydrocarbons tends to increase.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Characteristics of shale oil components in the target area with maturity.</p>
</caption>
<graphic xlink:href="feart-09-736938-g011.tif"/>
</fig>
<p>High carbon number alkanes show more affinity to mineral surfaces than low carbon number alkanes (<xref ref-type="fig" rid="F12">Figure&#x20;12A</xref>). Since n-octadecane is a solid at room temperature, solutions of different ratios of n-octadecane and n-octadecane have been configured to represent high carbon number alkanes. <xref ref-type="fig" rid="F12">Figure&#x20;12A</xref> shows that as the n-C<sub>18</sub>/n-C<sub>8</sub> increases, the contact angle increases and the affinity of the mineral to the oil is stronger.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>
<bold>(A)</bold> Effect of heavy hydrocarbon content on wettability, <bold>(B)</bold> Effect of aromatic content on wettability, <bold>(C)</bold> Effect of non-hydrocarbon content on wettability, <bold>(D)</bold> Effect of asphaltene deposition on wettability.</p>
</caption>
<graphic xlink:href="feart-09-736938-g012.tif"/>
</fig>
<p>For the same carbon number, aromatic hydrocarbons have a stronger affinity for minerals than alkanes (<xref ref-type="fig" rid="F12">Figure&#x20;12B</xref>). The proportion of aromatics decreases as the depth of formation increases, this reduces the affinity of the oil to the reservoir surface.</p>
<p>Polar oil components have a greater affinity for minerals than non-polar oil components (<xref ref-type="fig" rid="F12">Figure&#x20;12C</xref>). The affinity of oil components for minerals is nitrogenous compounds &#x3e; sulfurous compounds &#x3e; alkanes. Most of the mineral surfaces that exist in nature are polar, so it is not difficult to understand this. It is the extremely strong affinity of polar compounds that renders the surface to oil-wetness. The proportion of non-hydrocarbons decreases as the depth of formation increases, this reduces the affinity of the oil to the reservoir surface.</p>
<p>Asphaltene deposition converts the surface to lipophilic, especially for clay minerals (<xref ref-type="fig" rid="F12">Figure&#x20;12D</xref>). The wettability of fresh minerals is compared with that of minerals immersed in crude oil for 48&#xa0;h. The wettability of the clay minerals undergoes a dramatic shift from strongly water-wet to oil-wet. The water-wetness of the siliceous and carbonate minerals increased instead, probably due to the short immersion&#x20;time.</p>
</sec>
<sec id="s4-2-3">
<title>Brine Salinity</title>
<p>Considering that CaCl<sub>2</sub> is the main additive in fracturing fluids, this study investigates the change in wettability of different salinities of CaCl<sub>2</sub> (<xref ref-type="fig" rid="F13">Figure&#x20;13</xref>). As the brine salinity increases, the contact angle tends to rise and then fall for all four mineral types. Low salinity flooding may be the way to enhance shale oil recovery.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Variation of wettability with CaCl<sub>2</sub> concentration. <bold>(A)</bold> quartz, <bold>(B)</bold> calcite, <bold>(C)</bold> siderite, <bold>(D)</bold> illite.</p>
</caption>
<graphic xlink:href="feart-09-736938-g013.tif"/>
</fig>
</sec>
<sec id="s4-2-4">
<title>Temperature and Pressure Conditions</title>
<p>The experimental results are shown in <xref ref-type="fig" rid="F14">Figure&#x20;14</xref>. When the temperature is 50&#xb0;C or 70&#xb0;C, the contact angle does not change significantly as the pressure increases. At the same ambient pressure, as the temperature increases (by 20&#xb0;C), the contact angle value becomes larger (by approximately 5&#xb0;) and the oil wettability increases. It is worth noting that an increase in pressure can lead to a rupture of the water film on the reservoir surface and thus a decrease in water wettability.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Effect of temperature and pressure on wettability. The system is &#x201c;quartz - kerosene- distilled water&#x201d;.</p>
</caption>
<graphic xlink:href="feart-09-736938-g014.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>This manuscript characterizes the wettability of the Qingshankou and Nengjiang formations in the northern Songliao Basin by using contact angle and liquid-liquid extraction experiments. Fresh minerals, a component of oil, and different temperature/pressure conditions were set up to investigate the factors influencing the wettability of the shale oil reservoirs.<list list-type="simple">
<list-item>
<p>1) Low organic matter maturity is the main factor for the Nenjiang Formation being more hydrophilic than the Qingshankou Formation.</p>
</list-item>
<list-item>
<p>2) TOC, S<sub>1</sub>, and R<sub>o</sub> of shale have a positive correlation with oil-wet. Siliceous minerals are positively correlated with water-wet. Carbonate and clay minerals are negatively correlated with water-wet.</p>
</list-item>
<list-item>
<p>3) The mineralogical composition of the shale, the composition of the oil, the characteristics of the aqueous media, the asphaltene deposits on the surface, temperature, and pressure all have an impact on wettability. The affinity of minerals for hydrocarbons is iron minerals &#x3e; carbonate minerals &#x3e; clay minerals &#x3e; siliceous minerals. Minerals are more hydrophilic at low salinity conditions. The deposition of non-hydrocarbons and asphaltenes renders the surface oleophilic. Increasing temperatures will reduce the hydrophilicity of the &#x201c;oil-water-rock&#x201d;.(<xref ref-type="bibr" rid="B31">Lu et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B38">Wang et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B43">Zhang et&#x20;al., 2018</xref>).</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/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>HX designed the project and wrote the main manuscript. ZD and ST help to draw the figures and to draft the manuscript. SL defined the statement of the problem. CA helped to discuss the problems and revise the manuscript. YZ helped to discuss the main idea and helped to draft the manuscript. BL help to calculate the data and draw the figures. XX helped to revise the figures. All authors reviewed the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was partly funded by the National Natural Science&#x20;Foundation of China (42072160, 41922015).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The handling Editor declared a past co-authorship with the authors (ST,&#x20;SL).</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>
<sec id="s11">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2021.736938/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2021.736938/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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