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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">764052</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.764052</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>Response to the Variation of Clay Minerals During ASP Flooding in the Saertu Oilfield in the Songliao Basin</article-title>
<alt-title alt-title-type="left-running-head">Yingjie et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Variation of Clay in Flooding</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yingjie</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1451385/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wenfu</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>He</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zian</surname>
<given-names>Li</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Lab of Mineral and Mineralization, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Graduate Education, University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Second Oil Production Plant, Daqing Oilfield Company Limited</institution>, <addr-line>Daqing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Marine Sciences, Sun Yat-sen University</institution>, <addr-line>Guangzhou</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/1182407/overview">Qiangtai Huang</ext-link>, Sun Yat-sen University, 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/1288379/overview">Pingping Li</ext-link>, China University of Petroleum, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1447721/overview">Hongjian Zhu</ext-link>, Yanshan University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Liang Wenfu, <email>liangwf2049@163.com</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>22</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>764052</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Yingjie, Wenfu, Wang and Zian.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Yingjie, Wenfu, Wang and Zian</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>In this paper, the variation of clay minerals and their influence on reservoir physical properties and residual oil before and after ASP flooding are analyzed. The results show that the total amount of clay minerals in reservoirs decreases after ASP flooding in the ultra-high-water-cut-stage reservoirs of the Naner Zone in the Saertu Oilfield, Songliao Basin. Therein, the illite content reduces, while the content of illite smectite mixed-layer and chlorite increases. The content of kaolinite varies greatly. The content of kaolinite decreases in some samples, while it increases in other samples. The clay minerals block the pore throat after ASP flooding. As a result, the pore structure coefficient and the seepage tortuosity increase, the primary intergranular pore throat shrinks, and the pore&#x2013;throat coordination number decreases. Nevertheless, the dissolution of clay minerals reduces the pore&#x2013;throat ratio and increases porosity and permeability. The variation of clay minerals after ASP flooding not only intensifies the reservoir heterogeneity but also affects the formation and distribution of residual oil. The residual oil of the oil&#x2013;clay mixed adsorption state is a newly formed residual oil type related to clay, which accounts for 44.2% of the total residual oil reserves, so it is the main occurrence form of the oil in reservoirs after ASP flooding. Therefore, the exploitation of this type of residual oil has great significance to enhance the oil recovery in ultra-high-water-cut-stage reservoirs.</p>
</abstract>
<kwd-group>
<kwd>ASP flooding</kwd>
<kwd>clay minerals</kwd>
<kwd>pore structure and physical properties</kwd>
<kwd>residual oil</kwd>
<kwd>ultra-high water cut stage</kwd>
<kwd>the Songliao basin</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>ASP flooding refers to a chemical flooding method that utilizes a composite system of alkali, surfactant, and polymer for petroleum exploitation. It is one of the enhanced oil recovery (EOR) technologies used in many ultra-high-water-cut-stage reservoirs (<xref ref-type="bibr" rid="B37">Zhang et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B3">Cheng et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B2">Cheng et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Wu et&#x20;al., 2015a</xref>; <xref ref-type="bibr" rid="B33">Xv et&#x20;al., 2015</xref>). A large amount of studies indicates that the composition, distribution, and content of clay minerals in the reservoirs have a great influence on the pore structure and physical properties (e.g., porosity and permeability), which will directly affect the oil production efficiency (<xref ref-type="bibr" rid="B1">Chen et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B40">Zhao et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Zhu et&#x20;al., 2021</xref>). There are many physical and chemical reactions between pore fluids and rock components in the formation during ASP flooding (<xref ref-type="bibr" rid="B25">Song et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Wu et&#x20;al., 2015a</xref>; <xref ref-type="bibr" rid="B24">Song et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B23">Sheng., 2016</xref>), especially the strong water&#x2013;rock reaction of clay minerals. Pore structure and physical properties in reservoirs change under the chemical dissolution of rock minerals and the precipitation and agglomeration of clay mineral particles in the pore fluid because of the adsorption-flocculation of the polymer (<xref ref-type="bibr" rid="B11">Kazempour et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B8">Huang et&#x20;al., 2020</xref>). Ultimately, all these changes of the pore structure and physical properties of reservoirs will affect the formation and distribution of residual oil (<xref ref-type="bibr" rid="B13">Liu et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B35">Liu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B14">Liu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B18">Mansa et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B30">Wu et&#x20;al., 2015b</xref>). Therefore, it is significant for the effective development of residual oil to investigate the variation of clay minerals after ASP flooding in ultra-high-water-cut-stage reservoirs. In the paper, the response to the variation of clay minerals in reservoirs during ASP flooding is studied for the ultra-high-water-cut-stage reservoirs of the Naner Zone in the Saertu Oilfield, Songliao Basin. Besides, the effect of these variations on pore structure, physical properties, and residual oil distribution are also investigated. The results of this study provide technical support for the effective development of residual oil after ASP flooding.</p>
</sec>
<sec id="s2">
<title>Geological Setting</title>
<p>The Naner Zone (research zone) of the Saertu Oilfield is located in the northern part of Daqing Placanticline from the Songliao Basin (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>) (<xref ref-type="bibr" rid="B7">Hu et&#x20;al., 2005</xref>). Three sets of oil reservoirs (Saertu, Putaohua, and Gaotaizi) are developed in the Naner Zone (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>). These reservoirs belong to the fluern part of the daqivial-delta deposition, and their burial depth is about 827&#x2013;1,200&#xa0;m (<xref ref-type="bibr" rid="B26">Sui et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B39">Zhao et&#x20;al., 2000</xref>). In this study, the second segment of the Saertu reservoir (member Sa II) is selected as the target&#x20;layer.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Location of the Naner Zone in the Saertu Oilfield (A: Location of the Songliao Basin).</p>
</caption>
<graphic xlink:href="feart-09-764052-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Profile map of the different reservoirs in the Naner Zone.</p>
</caption>
<graphic xlink:href="feart-09-764052-g002.tif"/>
</fig>
<p>Member Sa II is a sandstone reservoir with good permeability, and its thickness is about 52&#x2013;56&#xa0;m. The sandstone type is arkose, and a small part is hard sandy arkose with a fine sand-like structure. The detrital minerals are mainly composed of feldspar and quartz. Feldspar accounts for 43%&#x2013;54% of the total content, consisting of a large amount of orthoclase and a small amount of plagioclase and microcline. In addition, quartz accounts for 30%&#x2013;43% of the total content. The cement is mainly composed of argilla, and the argillaceous content is more than 3%. The clay mineral composition of cement is mainly kaolinite, followed by chlorite, illite, and illite smectite mixed layers. The cementation type is pore-contact, and the intergranular pore is the main type of pores (<xref ref-type="bibr" rid="B32">Xing and Jiang, 1993</xref>; <xref ref-type="bibr" rid="B5">Gao, et&#x20;al., 2015</xref>).</p>
<p>At present, ASP flooding has been conducted on the Sa II reservoir, that is, injection of an alkali (sodium hydroxide)&#x2013;surfactant (petroleum sulfonate)&#x2013;polymer (polyacrylamide) system to the Sa II reservoir for oil displacement. The injection concentrations of the ASP system of alkali, surfactant, and polymer are 1.2, 0.3, and 0.18&#xa0;wt%, respectively. The molecular weight of the polymer is 25&#xa0;million. The salinities of formation water before and after ASP flooding are 7,178 and 7,463&#xa0;mg/L, respectively, and the type of formation water is sodium bicarbonate (NaHCO).</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Materials and Methods</title>
<sec id="s3-1">
<title>Materials</title>
<p>The core samples required for this study were collected from the Sa II reservoir of the Saertu Formation in the Naner Zone of the Saertu Oilfield, and the core depth is 930&#x2013;943&#xa0;m. A total of 10 core samples were taken, including five ASP flooding samples with an average air permeability of 0.638&#xa0;&#x3bc;m<sup>2</sup> and an average porosity of 27.9% and five water flooding samples (before ASP flooding) with an average air permeability of 0.443&#xa0;&#x3bc;m<sup>2</sup> and an average porosity of 26.9%. The lithologies are all oil-bearing siltstones with good reservoir properties.</p>
</sec>
<sec id="s3-2">
<title>Methods</title>
<p>Scanning electron microscopy (SEM) and X-ray diffraction methods were applied to the surface morphology, and whole-rock mineral and clay mineral analysis of the core samples was conducted to determine the pore structure and mineral composition of the cores and to explore the characteristics of changes in the pore structure and clay minerals of the cores before and after ASP flooding (<xref ref-type="bibr" rid="B4">Fang, et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B41">Zhu et&#x20;al., 2021</xref>).</p>
<sec id="s3-2-1">
<title>Scanning Electron Microscope Analysis Method</title>
<p>SEM was used to directly observe the morphology and pore structure of core samples, including the shape, size, and distribution characteristics of pores, inter-pore connectivity, and the distribution characteristics of solid particle skeleton and clay minerals (<xref ref-type="bibr" rid="B6">Houben et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B42">Zhu et&#x20;al., 2018</xref>). A scanning electron microscope was used to observe the samples, which were then firstly dried by the critical point drying method, i.e.,&#x20;using the property that the surface tension of a substance is equal to zero at the critical state to completely vaporize the liquid of the sample and exhaust it as a gas to achieve the purpose of complete drying. Then the sample is treated with conductive treatment to make the sample surface conductive. In this paper, the metal coating method is used, which uses a special device to cover the sample surface with metals of low resistivity, such as gold, platinum, and palladium, after evaporation.</p>
</sec>
<sec id="s3-2-2">
<title>X-Ray Diffraction Analysis Method</title>
<p>X-ray diffraction is applied to the analysis of whole-rock minerals and clay minerals in core samples (<xref ref-type="bibr" rid="B28">Wang et&#x20;al., 2019</xref>). To determine the core samples by X-ray diffraction, the natural orientation sheet (N) is firstly prepared by the extraction method; i.e.,&#x20;start the vacuum pump, put the soaked microporous filter membrane on the funnel, pour the suspension in several times, pump the suspension in 10&#xa0;min each time, remove the filter membrane when the clay membrane reaches a thickness of 30&#x2013;40&#xa0;&#x3bc;m, put the membrane on the slide backward, and put it in the culture blood to dry. Then the naturally oriented slides were thermostated with ethylene glycol vapor at 45&#xb0;C for 7&#xa0;h and cooled to room temperature to make ethylene glycol-saturated slides (EG), and the ethylene glycol-saturated slides were thermostated at (550&#xa0;&#x2b;&#xa0;10)&#xb0;C for 2&#xa0;h and cooled naturally to room temperature to make heated slides (550&#xb0;C). And the ray diffraction spectra of the naturally oriented sheet (N), glycol-treated sheet (EG), and heated sheet (550&#xb0;C) were completed under certain experimental conditions. Finally, for the specific characteristics of clay minerals in sedimentary rocks, the percentages of every single mineral in clay minerals were calculated by taking advantage of the phenomenon where swelling minerals in clay minerals are heated and dehydrated and their crystalline spacing shrinks to 1.0&#xa0;nm, and the characteristic peaks of kaolinite and chlorite overlap at 0.7&#xa0;nm in the diffractogram of natural orientation.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>Variation Characteristics of Reservoir Clay Minerals Before and After ASP Flooding</title>
<sec id="s4-1">
<title>Morphology and Distribution Characteristics of Clay Minerals</title>
<p>SEM images show that different types of clay minerals have different morphologies and distribution characteristics. Kaolinite is an alteration product of feldspar, and its morphologies are book-page-like, worm-like, and accordion-like. Kaolinite is mostly distributed in the intergranular pores in the form of pore filling (<xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>). Kaolinite is easy to move with fluids under the scouring of fluids because of the loose intracrystalline structure and then block and divide the pores and throats. Therefore, kaolinite is an important velocity-sensitive mineral. Illite is attached to the particle surface or filled in the intergranular pores in the form of leaves or silk hairs (<xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>). The leaf-like crystallites separate the pores into several fine pores, which increase the tortuosity of flow channels. The hair-like crystallites are easily washed away by water and then block pores and throats, which leads to the decrease of porosity and permeability of reservoirs. The illite smectite mixed layer is an intermediate product of montmorillonite transformed to illite, and its morphologies are burr and curl. It has three typical structures, namely, lamellar structure, honeycomb structure, and flocculent structure (<xref ref-type="fig" rid="F3">Figure&#x20;3C</xref>). Compared with other clay minerals, the illite smectite mixed layer has very strong water sensitivity. Chlorite is often symbiotic with authigenic quartz, and its morphologies are needle-like, pompon-like, and rose-like. The chlorite is distributed in pores in the form of pore filling and pore backing. Generally, the needle-like chlorite is mostly filled with pore backing on the surface of the particles, while the pompon-like and rose-like chlorites are filled in the pores (<xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>). Chlorite can be transformed from minerals such as biotite, hornblende, and montmorillonite. However, the authigenic chlorite is generally rich in high-valence iron ions, which easily react with the acid solution (e.g., HCl) in the drilling fluid to cause precipitation and reservoir damage. Therefore, chlorite is an acid-sensitive mineral.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>SEM images of clay minerals [<bold>(A)</bold> kaolinite, <bold>(B)</bold> illite, <bold>(C)</bold> illite smectite mixed layer, <bold>(D)</bold> chlorite].</p>
</caption>
<graphic xlink:href="feart-09-764052-g003.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>Variation Characteristics of the Content and Composition of Clay Minerals</title>
<p>The 10 selected core samples were extracted and dried at first, and then the X-ray diffraction method was used for the quantitative analysis of whole-rock minerals and clay minerals. The analysis results are presented in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. As shown in <xref ref-type="table" rid="T1">Table&#x20;1</xref>, the alkali in the ASP system affects the content of the rock-forming minerals and clay mineral rock. The total amount of quartz is reduced after ASP flooding, and the potassium feldspar content is also reduced, while the plagioclase (albite) content increases slightly. Furthermore, the total content of clay minerals decreases after ASP flooding; therein, the relative content of the illite decreases, but the relative content of the chlorite and illite smectite mixed layer increases. However, the variation of kaolinite content in different core samples is quite different. Kaolinite contents in some samples decrease, while they increase in others.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Variation of rock mineral composition and content before and after ASP flooding.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="left">Core number</td>
<td rowspan="2" align="center">Depth (m)</td>
<td colspan="4" align="center">Mineral composition and relative content (%)</td>
<td colspan="2" align="center">Mixed-layer ratio (%S)</td>
<td colspan="6" align="center">Type and relative content of clay mineral (%)</td>
<td rowspan="2" align="center">Total amount of clay minerals (%)</td>
<td rowspan="2" align="center">Remark</td>
</tr>
<tr>
<td align="center">Quartz</td>
<td align="center">Potassium feldspar</td>
<td align="center">Anorthose</td>
<td align="center">Calcite</td>
<td align="center">I/S<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center">C/S<xref ref-type="table-fn" rid="Tfn2">
<sup>b</sup>
</xref>
</td>
<td align="center">S<xref ref-type="table-fn" rid="Tfn3">
<sup>c</sup>
</xref>
</td>
<td align="center">I<xref ref-type="table-fn" rid="Tfn4">
<sup>d</sup>
</xref>
</td>
<td align="center">K<xref ref-type="table-fn" rid="Tfn5">
<sup>e</sup>
</xref>
</td>
<td align="center">C<xref ref-type="table-fn" rid="Tfn6">
<sup>f</sup>
</xref>
</td>
<td align="center">I/S</td>
<td align="center">C/S</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">W1</td>
<td align="char" char=".">941.42</td>
<td align="char" char=".">50.8</td>
<td align="char" char=".">20.9</td>
<td align="char" char=".">24.6</td>
<td align="center">&#x2014;</td>
<td align="center">15</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">69</td>
<td align="center">4</td>
<td align="center">7</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.7</td>
<td align="left">Water flooding</td>
</tr>
<tr>
<td align="left">W2</td>
<td align="char" char=".">941.44</td>
<td align="char" char=".">51.9</td>
<td align="char" char=".">21.7</td>
<td align="char" char=".">22.8</td>
<td align="center">&#x2014;</td>
<td align="center">15</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">18</td>
<td align="center">71</td>
<td align="center">6</td>
<td align="center">5</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.6</td>
<td align="left">Water flooding</td>
</tr>
<tr>
<td align="left">W3</td>
<td align="char" char=".">941.99</td>
<td align="char" char=".">52.5</td>
<td align="char" char=".">19.8</td>
<td align="char" char=".">23.5</td>
<td align="center">0.3</td>
<td align="center">15</td>
<td align="center">37</td>
<td align="center">&#x2014;</td>
<td align="center">8</td>
<td align="center">73</td>
<td align="center">5</td>
<td align="center">5</td>
<td align="center">9</td>
<td align="char" char=".">3.9</td>
<td align="left">Water flooding</td>
</tr>
<tr>
<td align="left">W4</td>
<td align="char" char=".">942.01</td>
<td align="char" char=".">48.4</td>
<td align="char" char=".">26.5</td>
<td align="char" char=".">21.6</td>
<td align="center">&#x2014;</td>
<td align="center">15</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">15</td>
<td align="center">76</td>
<td align="center">6</td>
<td align="center">3</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.5</td>
<td align="left">Water flooding</td>
</tr>
<tr>
<td align="left">W5</td>
<td align="char" char=".">942.03</td>
<td align="char" char=".">50.2</td>
<td align="char" char=".">21.6</td>
<td align="char" char=".">22.1</td>
<td align="center">&#x2014;</td>
<td align="center">15</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">10</td>
<td align="center">77</td>
<td align="center">8</td>
<td align="center">5</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">6.1</td>
<td align="left">Water flooding</td>
</tr>
<tr>
<td align="left">S1</td>
<td align="char" char=".">941.43</td>
<td align="char" char=".">38.9</td>
<td align="char" char=".">17.8</td>
<td align="char" char=".">39.8</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">3</td>
<td align="center">83</td>
<td align="center">8</td>
<td align="center">6</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.5</td>
<td align="left">ASP flooding</td>
</tr>
<tr>
<td align="left">S2</td>
<td align="char" char=".">942.00</td>
<td align="char" char=".">37.1</td>
<td align="char" char=".">18.2</td>
<td align="char" char=".">41.1</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">2</td>
<td align="center">85</td>
<td align="center">6</td>
<td align="center">7</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.6</td>
<td align="left">ASP flooding</td>
</tr>
<tr>
<td align="left">S3</td>
<td align="char" char=".">942.07</td>
<td align="char" char=".">36.2</td>
<td align="char" char=".">18.6</td>
<td align="char" char=".">42.8</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">8</td>
<td align="center">58</td>
<td align="center">20</td>
<td align="center">14</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">2.4</td>
<td align="left">ASP flooding</td>
</tr>
<tr>
<td align="left">S4</td>
<td align="char" char=".">942.13</td>
<td align="char" char=".">34.8</td>
<td align="char" char=".">18.9</td>
<td align="char" char=".">42.9</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">7</td>
<td align="center">56</td>
<td align="center">21</td>
<td align="center">16</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.4</td>
<td align="left">ASP flooding</td>
</tr>
<tr>
<td align="left">S5</td>
<td align="char" char=".">942.14</td>
<td align="char" char=".">44.3</td>
<td align="char" char=".">16.9</td>
<td align="char" char=".">35.7</td>
<td align="center">&#x2014;</td>
<td align="center">20</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">4</td>
<td align="center">61</td>
<td align="center">18</td>
<td align="center">17</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">3.1</td>
<td align="left">ASP flooding</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>a</label>
<p>Illite smectite mixed mineral.</p>
</fn>
<fn id="Tfn2">
<label>b</label>
<p>Chlorite smectite mixed mineral.</p>
</fn>
<fn id="Tfn3">
<label>c</label>
<p>Smectite.</p>
</fn>
<fn id="Tfn4">
<label>d</label>
<p>Illite.</p>
</fn>
<fn id="Tfn5">
<label>e</label>
<p>Kaolinite.</p>
</fn>
<fn id="Tfn6">
<label>f</label>
<p>Chlorite.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In addition, ASP flooding changes the chemical composition of the rock. The ASP system injected into the reservoir, especially the alkali, on the one hand, will dissolve the rock minerals (e.g., kaolinite and feldspar), thereby causing the elemental components (e.g., silicon and aluminum) in the rock minerals to be transferred from the solid phase to the formation water; on the other hand, the aluminum and silicon ions which are dissolved by the alkali will regenerate the crystalline precipitate of aluminosilicate in other places under certain conditions (<xref ref-type="bibr" rid="B17">Maggio et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B29">Wu et&#x20;al., 2015a</xref>; <xref ref-type="bibr" rid="B24">Song et&#x20;al., 2015</xref>).</p>
<p>The feldspar of rock-forming minerals and some kaolinites are mostly eroded by alkali in the ASP flooding system. As a non-expanded clay mineral, kaolinite is one of the most common authigenic clay minerals in sandstone reservoirs, and it is also an indicator mineral for feldspar dissolution (<xref ref-type="bibr" rid="B31">Xing, 1983</xref>). The feldspar can generate kaolinite under eluviation, and its chemical reaction is as follows:<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>K</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mtext>Na</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>AlSi</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mn>8</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mtext>H</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>&#x2192;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>Al</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mtext>Si</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mn>5</mml:mn>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mtext>K</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>&#xa0;Na</mml:mtext>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>&#xa0;Si</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The reaction equation for the dissolution of kaolinite by alkali is as follows:<disp-formula id="equ2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Al</mml:mtext>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Si</mml:mtext>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>8</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>8</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mtext>Al</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2193;</mml:mo>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4</mml:mn>
<mml:msubsup>
<mml:mrow>
<mml:mtext>SiO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mtext>H</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>Kaolinite can be transformed into albite under the action of alkali, and the reaction equation is as follows:<disp-formula id="equ3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Al</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Si</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mn>5</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mtext>Na</mml:mtext>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mtext>Si</mml:mtext>
<mml:msub>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mtext>OH</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:msub>
<mml:msub>
<mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mtext>NaAlSi</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>11</mml:mn>
<mml:msub>
<mml:mtext>H</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mtext>O</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>It can be concluded that the increase of anorthose content after ASP flooding is due to the formation of albite from kaolinite under the action of alkali. The content of the illite smectite mixed layer is increased, which is the aluminosilicate scale formed by mineral recrystallization (<xref ref-type="bibr" rid="B15">Lu and Guan, 1999</xref>). There are two reasons for the increase in kaolinite content. One is the newly formed kaolinite by feldspar under eluviation, and the other is the precipitation and accumulation of kaolinite particles in formation water caused by the adsorption flocculation of the polymer in the ASP system (<xref ref-type="bibr" rid="B35">Liu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B18">Mansa et&#x20;al., 2017</xref>). The increase in chlorite content is an aluminosilicate precipitate formed by mineral recrystallization in an alkaline environment.</p>
</sec>
</sec>
<sec id="s5">
<title>Influence of Variation of Clay Minerals on Reservoir Physical Properties</title>
<sec id="s5-1">
<title>Influence on the Pore Structure of Reservoir</title>
<p>It can be seen from the SEM images of core samples before ASP flooding that the core intergranular pores include the primary intergranular pores and the secondary intergranular pores. The main cements in the core are clay minerals. Among the clay mineral cements, it can be seen from <xref ref-type="fig" rid="F4">Figure&#x20;4A</xref> that the kaolinite cements in the pores in the form of pore-filling and blocks the pore throats; parts of illite and chlorite are cemented on the surface of the particles in the form of pore-backing to decrease the pore space, and the other part is cemented in the pores in the form of pore-filling and blocks the pore throats (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Intergranular pore morphology before ASP flooding (<bold>A</bold>: surface of particles and pore throats, <bold>B</bold>: pore throats).</p>
</caption>
<graphic xlink:href="feart-09-764052-g004.tif"/>
</fig>
<p>It can be seen from the SEM images of core samples after ASP flooding that the clay minerals block the pore throat, and the pore structure coefficient and the tortuosity of pore throat increase after ASP flooding. The kaolinite and illite in the clay minerals adhere to the surface of the rock particles and extend into the pore space, thereby causing the shrinkage of the primary intergranular pore throat (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). In addition, the local pore throat is enlarged due to the dissolution of clay minerals and rock particles by alkali (<xref ref-type="fig" rid="F5">Figure&#x20;5B</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Intergranular pore morphology after ASP flooding (<bold>A</bold>: primary intergranular pore throat, <bold>B</bold>: local pore throat).</p>
</caption>
<graphic xlink:href="feart-09-764052-g005.tif"/>
</fig>
<p>In addition, according to the analysis of the 3D nondestructive core sample pore structure obtained by CT scanning, the reservoir pore&#x2013;throat ratio (ratio of pore radius and throat radius) and pore throat coordination number (throat number connecting each pore) decreased significantly after ASP flooding (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref> and <xref ref-type="fig" rid="F7">Figure&#x20;7</xref>). The reason for this phenomenon is that the alkali component in the ASP system erodes the clay minerals and rock particles (feldspar) in the reservoir during ASP flooding. The clay minerals and rock particles are chemically unstable, which are then dissolved by alkali migrating with the composite system, thereby increasing the diameter of the local pore throat (<xref ref-type="bibr" rid="B43">Loucks et&#x20;al., 2012</xref>). In addition, the fine particles in reservoir fluids are easily adsorbed, trapped, and retained in the narrow throat by the polymer, causing throat blockage and reducing the effective communication in throats.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Variation characteristics of pore&#x2013;throat ratio before and after ASP flooding.</p>
</caption>
<graphic xlink:href="feart-09-764052-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Variation characteristics of pore throat coordinate number before and after ASP flooding.</p>
</caption>
<graphic xlink:href="feart-09-764052-g007.tif"/>
</fig>
</sec>
<sec id="s5-2">
<title>Influence on Porosity and Permeability of Reservoir</title>
<p>
<xref ref-type="fig" rid="F8">Figure&#x20;8</xref> and <xref ref-type="fig" rid="F9">Figure&#x20;9</xref> show the physical properties of core samples before and after ASP flooding; we can conclude that the changing trends of porosity and permeability are consistent after ASP flooding. The average porosity of the core samples increases, which is 0.97% higher than the value before ASP flooding. Sixty percent of the core porosity increases by more than 28%, and the maximum value is 28.66%. The core permeability after ASP flooding is mainly distributed between 663.19 and 882.88&#xa0;mD. Compared with that of the cores before ASP flooding, the permeability increases significantly, and the increment is 195.09&#xa0;mD. The influence of ASP flooding on the physical properties of cores is mainly caused by the dissolution of rock skeleton, clay minerals, and cuttings by alkali components in the ASP system (<xref ref-type="bibr" rid="B20">Olajire, 2014</xref>). Part of the pore throats become large because of alkali dissolution and fine particle migration; therefore, the physical properties become better. However, some parts of pore throats become smaller, and the tortuosity of the pore throat increases because of the accumulation and precipitation of fine particles in the pore fluids, thereby leading to a decrease in porosity and permeability. The porosity and permeability of the reservoir are polarized and the heterogeneity is enhanced after ASP flooding.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Variation characteristics of porosity before and after ASP flooding.</p>
</caption>
<graphic xlink:href="feart-09-764052-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Variation characteristics of permeability before and after ASP flooding.</p>
</caption>
<graphic xlink:href="feart-09-764052-g009.tif"/>
</fig>
</sec>
</sec>
<sec id="s6">
<title>Influence of Variation of Clay Minerals on Residual Oil</title>
<p>The transformation of clay minerals leads to changes in the pore structure of the reservoir, which affects the formation and distribution of residual oil. It can be seen from the fluorescence images of core samples after ASP flooding in ultra-high-water-cut-stage reservoirs that there are many isolated &#x201c;petroleum-clay mixed&#x201d; residual oil in the middle of pores after ASP flooding (<xref ref-type="fig" rid="F10">Figure&#x20;10</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Distribution of petroleum-clay mixed residual&#x20;oil.</p>
</caption>
<graphic xlink:href="feart-09-764052-g010.tif"/>
</fig>
<p>At present, the Naner Zone in the north of Daqing placanticline in Songliao Basin has entered the stage of ultra-high water cut development. The kaolinite in the Sa II reservoir is a velocity-sensitive mineral. The kaolinite aggregation has poor adhesion to the skeleton particles, and the binding force between kaolinite wafers is also very weak. The kaolinite lamellar crystal aggregation is mechanically and chemically eroded by the injected ASP flooding solutions, causing the crystal skeleton of aggregation to be destroyed to form fine particles. In addition, the feldspar eluviation also produces new kaolinite. These tiny mineral fragments or newly formed kaolinite are driven by the injection fluid flow to produce particle migration. Then, the kaolinite particles migrating with the fluid are mixed with the microspheres of emulsified crude oil and are adsorbed and accumulated by the polymer in the local intergranular pores (<xref ref-type="bibr" rid="B38">Zhang et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Zhang et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B22">Ren et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B18">Mansa et&#x20;al., 2017</xref>). As a result, the isolated petroleum-clay mixed residual oil is formed and distributed in the intergranular pores and pore throats of the reservoir (<xref ref-type="fig" rid="F10">Figure&#x20;10</xref>). The laser confocal scanning microscopy technique was used to quantify the proportion of different types of residual oil (<xref ref-type="bibr" rid="B12">Liang et&#x20;al., 2018</xref>). The average content of petroleum-clay mixed residual oil is 4.8% (a percentage of the total volume of the sample), accounting for 44.2% of the total residual oil reserves. Compared with the core samples before the ASP flooding, the proportion of petroleum-clay mixed residual oil content in the total residual oil reserves after ASP flooding increased by 12.9%. The petroleum-clay mixed residual oil associated with clay minerals is the main occurrence state of residual oil after ASP flooding.</p>
</sec>
<sec sec-type="conclusion" id="s7">
<title>Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>1) After ASP flooding, the total amount of clay minerals decreases, and the content of illite decreases, while the contents of the illite smectite mixed layer and chlorite increase. The kaolinite content varies greatly. On the one hand, the kaolinite is dissolved by alkali, and its content decreases; on the other hand, the kaolinite particle in pore fluid precipitates and gathers under the adsorption flocculation of the polymer, and its content increases. Because kaolinite can block the reservoir pore throat, it increases the difficulty of subsequent enhanced oil recovery (EOR).</p>
</list-item>
<list-item>
<p>2) After ASP flooding, the clay minerals block the pore throat, increase the tortuosity of pore fluid flow, and shrink the original intergranular pore throats. In addition, the dissolution of the clay minerals enlarges the local pore throat, decreases the pore&#x2013;throat ratio and coordination number, and increases the porosity and permeability. Variation of clay minerals after ASP flooding not only enhances the reservoir heterogeneity but also influences the formation and distribution of residual&#x20;oil.</p>
</list-item>
<list-item>
<p>3) The petroleum-clay mixed residual oil associated with clay minerals is a new type of residual oil. It is formed by the mixed aggregation of clay minerals and oil under the action of polymer in the process of ASP flooding and is mainly distributed in the intergranular pores or the pore throats with high clay mineral content. The clay-petroleum mixed oil is the main occurrence state of residual oil after ASP flooding, and the development of this type of residual oil will greatly improve the oil recovery of ultra-high-water-cut-stage oilfields.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec id="s8">
<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="s9">
<title>Author Contributions</title>
<p>YL was responsible for the main experiment, analysis, and part of the writing work; WL was responsible for the data sorting and revision work; HW was responsible for part of the writing work and revision work. ZL was responsible for the experimental design and part of the writing work.</p>
</sec>
<sec id="s10">
<title>Funding</title>
<p>This study was supported by the National Science and Technology Major Project (Grant No. 2016ZX05054013).</p>
</sec>
<sec sec-type="COI-statement" id="s11">
<title>Conflict of Interest</title>
<p>Author WL was employed by Daqing Oilfield Co.,&#x20;Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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