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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1375831</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1375831</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Methods</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Experimental study of ultra-low IFT foam flooding for low permeability reservoirs</article-title>
<alt-title alt-title-type="left-running-head">Lang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1375831">10.3389/fenrg.2024.1375831</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lang</surname>
<given-names>Liyuan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2639098/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Shuang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Lu</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff>
<institution>SINOPEC Southwest Oil and Gas Company</institution>, <institution>Exploration and Development Research Institute</institution>, <addr-line>Chengdu</addr-line>, <addr-line>Sichuan</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/765898/overview">Fei Wang</ext-link>, Qingdao University of Science and Technology, 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/1514472/overview">Roshan Raman</ext-link>, The Northcap University, India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1397591/overview">Xiukun Wang</ext-link>, China University of Petroleum, Beijing, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Shuang Zhao, <email>zhao163shuang@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1375831</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lang, Zhao and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lang, Zhao and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Foam flooding is an effective oil displacement technique to improve fluid sweep efficiency and increase oil recovery. The objective of this paper is to investigate the applicability of ultra-low IFT foam flooding for low permeability oil recovery under the conditions of WX reservoir block in Tuha oilfield (84&#xb0;C, 86,072&#xa0;mg/L). A modified amphoteric hydroxy sulfobetaine surfactant (Cn-HSB) was formulated as a foaming agent based on the principle of compatibility with crude oil that could achieve the ultra-low interfacial tension (IFT) and strong foamability simultaneously. This is shown to reduce the oil/water dynamic IFT (DIFT) to an ultra-low value of the order of 10<sup>&#x2212;5</sup>&#xa0;mN/m (0.10<italic>wt</italic>%), as well as produce a foam volume and half-life of 448&#xa0;mL and 2567&#xa0;s, respectively. In addition, results of IFT and foam quality tests indicate that the modified Cn-HSB has good thermal stability and excellent salinity-resistance. Moreover, the ultra-low IFT foam flooding has an ideal injectivity and oil displacement efficiency in low permeability porous media that can mobilize the trapped oil in k &#x3d; 1.50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup> with a threshold pressure gradient of 0.115&#xa0;MPa/m. This improves oil displacement efficiency about 15%OOIP. Fundamental knowledge gained from this research gives insight into the application of ultra-low IFT foam flooding in low-permeability reservoirs under a combination of specific reservoir conditions.</p>
</abstract>
<kwd-group>
<kwd>foam flooding</kwd>
<kwd>surfactant</kwd>
<kwd>low permeability</kwd>
<kwd>interfacial tension</kwd>
<kwd>enhance oil recovery</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Advanced Clean Fuel Technologies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>In 2021, the oil production of China was 1.99 &#xd7; 10<sup>8</sup>t, while the net oil import volume was 5.13 &#xd7; 10<sup>8</sup>t. It demonstrates that a total of over 70% of China&#x2019;s oil usage is dependent on imported oil. It is urgent to speed up the oil exploration and development to meet growing demands. According to the fourth Evaluation of Petroleum Reserves and Resources in 2016, low permeability oil reserves accounted for 78% as of 2011, that percentage increased to 94% in 2017 with the discovery of additional oil deposits. As of the end of 2020, the cumulative proven oil reserves in China is estimated to be 422 &#xd7; 10<sup>8</sup>t, and above 60% of that oil is in low permeability reservoirs that are the widely distributed across twenty-one oil fields in China (<xref ref-type="bibr" rid="B4">Li et al., 2020</xref>). It is clear that the low permeability resources have played a significant role in exploration and development of Chinese oilfield in recent years, making the efficient exploitation of low permeability resources a vital strategic goal for sustainable petroleum development.</p>
<p>The low-permeability reservoirs generally demonstrate the following poor physical properties:serious heterogeneity, high capillary pressure, the large resistance of Jamin effect, etc., resulting in insufficient water-injection, which greatly restricts the efficiency of conventional water flooding technology to 15%&#x223c;25% (<xref ref-type="bibr" rid="B10">Yu et al., 2015</xref>). Meanwhile, gas flooding is a widely used EOR technique because of its ideal injection properties, but gas breakthrough results in unfavorable mobility control in serious heterogeneity reservoirs, contributing to the poor sweep efficiency. So large amount of oil remains trapped underground after primary and secondary recovery process.</p>
<p>In addition, the application of chemical EOR methods (e.g.,.ASP or SP) was proven to be successful in medium and high permeability reservoir (k &#x2265; 50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>)in the early 1990s in China, which based on the mechanisms of reducing IFT and improving sweep efficiency. However, for the low permeability reservoirs, the addition of polymer face three main issues: difficulty in injection, chemical degradation, especially in harsh conditions, and higher chemical adsorption due to the larger specific surface area of low permeability reservoirs. Moreover, although the IFT can fall to the order of 10<sup>&#x2212;3&#xa0;</sup>mN/m (<xref ref-type="bibr" rid="B9">Wang and Cheng, 2001</xref>), the capillary trapped residual oil in low permeability reservoirs cannot be extracted that the displacement efficiency cannot be improved. Due to the need to mobilize the capillary trapped residual oil, it is necessary to integrate <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> &#x2265; <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> into the theoretical calculation of the minimum IFT as demonstrated by the following Eqs <xref ref-type="disp-formula" rid="e1">1</xref>&#x2013;<xref ref-type="disp-formula" rid="e4">4</xref>, the results of this integration are listed in <xref ref-type="table" rid="T1">Table 1</xref>.<disp-formula id="e1">
<mml:math id="m3">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
<mml:mi>r</mml:mi>
</mml:mfrac>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m4">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
<disp-formula id="e3">
<mml:math id="m5">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2264;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mi>r</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
<disp-formula id="e4">
<mml:math id="m6">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mfrac>
<mml:mi>&#x3d5;</mml:mi>
<mml:mrow>
<mml:mn>8</mml:mn>
<mml:msup>
<mml:mi>&#x3c4;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where <inline-formula id="inf3">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is capillary pressure, MPa; <inline-formula id="inf4">
<mml:math id="m8">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is driving force, MPa; <inline-formula id="inf5">
<mml:math id="m9">
<mml:mrow>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the oil/water IFT, mN/m; <inline-formula id="inf6">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>o</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the contact angle of oil phase, &#xb0;; <italic>r</italic> is the radius of pore throat, &#x3bc;m; <inline-formula id="inf7">
<mml:math id="m11">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is porosity, %; k is the permeability, &#xd7;10<sup>&#x2212;3</sup>&#xb5;m<sup>2</sup>; <italic>&#x3c4;</italic> is the tortuosity; <italic>L</italic> is the length of an oil droplet, cm.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Theoretic calculation of the minimum IFT for mobilizing the capillary trapped residual oil.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">
<italic>r</italic> (&#x3bc;m)</th>
<th rowspan="2" align="center">
<italic>k</italic> (&#xd7;10<sup>&#x2212;</sup>
<sup>3</sup>&#xb5;m<sup>2</sup>)</th>
<th rowspan="2" align="center">
<italic>L</italic> (cm)</th>
<th colspan="4" align="center">IFT (mN/m)</th>
</tr>
<tr>
<th align="center">
<inline-formula id="inf8">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>O</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 17&#xb0;</th>
<th align="center">
<inline-formula id="inf9">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>O</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 41&#xb0;</th>
<th align="center">
<inline-formula id="inf10">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>O</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 78&#xb0;</th>
<th align="center">
<inline-formula id="inf11">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mi>O</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> &#x3d; 85&#xb0;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0.05</td>
<td align="center">0.005</td>
<td align="center">0.002</td>
<td align="center">2.09 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">2.65 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">9.62 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">2.29 &#xd7; 10<sup>&#x2212;4</sup>
</td>
</tr>
<tr>
<td align="center">0.10</td>
<td align="center">0.02</td>
<td align="center">0.002</td>
<td align="center">4.18 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">5.30 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center">1.92 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">4.59 &#xd7; 10<sup>&#x2212;4</sup>
</td>
</tr>
<tr>
<td align="center">0.25</td>
<td align="center">0.125</td>
<td align="center">0.002</td>
<td align="center">1.05 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">1.33 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">4.81 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">1.15 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="center">0.50</td>
<td align="center">0.5</td>
<td align="center">0.002</td>
<td align="center">2.09 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">2.65 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">9.62 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">2.30 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="center">1.0</td>
<td align="center">2</td>
<td align="center">0.002</td>
<td align="center">4.18 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">5.30 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">1.92 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">4.59 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="center">2.0</td>
<td align="center">8</td>
<td align="center">0.002</td>
<td align="center">8.37 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center">1.06 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">3.85 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">9.18 &#xd7; 10<sup>&#x2212;3</sup>
</td>
</tr>
<tr>
<td align="center">3.0</td>
<td align="center">18</td>
<td align="center">0.002</td>
<td align="center">1.26 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">1.59 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">5.77 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">1.38 &#xd7; 10<sup>&#x2212;2</sup>
</td>
</tr>
<tr>
<td align="center">5.0</td>
<td align="center">50</td>
<td align="center">0.002</td>
<td align="center">2.09 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">2.65 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">9.62 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">2.29 &#xd7; 10<sup>&#x2212;2</sup>
</td>
</tr>
<tr>
<td align="center">7.0</td>
<td align="center">98</td>
<td align="center">0.002</td>
<td align="center">2.93 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">3.71 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">1.35 &#xd7; 10<sup>&#x2212;2</sup>
</td>
<td align="center">3.21 &#xd7; 10<sup>&#x2212;2</sup>
</td>
</tr>
<tr>
<td align="center">9.0</td>
<td align="center">162</td>
<td align="center">0.002</td>
<td align="center">3.77 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">4.77 &#xd7; 10<sup>&#x2212;3</sup>
</td>
<td align="center">1.73 &#xd7; 10<sup>&#x2212;2</sup>
</td>
<td align="center">4.13 &#xd7; 10<sup>&#x2212;2</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As we can see from <xref ref-type="table" rid="T1">Table 1</xref>, the more the reservoir&#xa0;rock trends to water wettability and the lower the permeability, the lower the theoretical calculation&#xa0;of the IFT minima necessary for mobilizing the capillary trapped residual oil it is necessary. When <italic>k</italic> &#x2264; 50 &#xd7; 10<sup>-3</sup>&#xa0;m<sup>2</sup>, mobilizing this oil is achieved by reducing the oil/water IFT to an ultra-low level (10<sup>&#x2212;3&#xa0;</sup>mN/m to 10<sup>&#x2212;5&#xa0;</sup>mN/m). It must be said that it is very difficult to get a surfactant with ultra-low equilibrium IFT (EIFT) of the order of 10<sup>&#x2212;3&#xa0;</sup>mN/m to 10<sup>&#x2212;5&#xa0;</sup>mN/m. However, it is easier to achieve such ultra-low value with DIFT.</p>
<p>The main benefits and detriments of different oil recovery methods are listed in <xref ref-type="table" rid="T2">Table 2</xref>. These issues have made the exploration of low permeability oil reservoirs technically challenging. Therefore, ultra-low IFT foaming agent of the injected gas (N<sub>2</sub>, CO<sub>2</sub>, air, ect.) is regarded as a feasible technique for low-permeability reservoirs development. Nevertheless, it is crucial to formulate an effective foaming agent that can both improve oil displacement efficiency and the sweep efficiency by achieving the ultra-low IFT and strong foamability simultaneously. Reaching this goal has been challenging.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The pros and cons of main recovery methods in low permeability reservoirs.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Method</th>
<th align="center">Benefits</th>
<th align="center">Key issues</th>
<th align="center">EOR (%OOIP)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Water Flooding</td>
<td align="center">economical</td>
<td align="left">difficulty in injection (because of low permeability, water-sensitive, etc.)</td>
<td align="center">5&#x223c;20</td>
</tr>
<tr>
<td rowspan="2" align="center">Gas Injection</td>
<td rowspan="2" align="center">ideal injectivity</td>
<td align="left">&#x2460;lack of gas source</td>
<td rowspan="2" align="center">3&#x223c;10</td>
</tr>
<tr>
<td align="left">&#x2461;gas breakthrough (poor sweep <ext-link ext-link-type="uri" xlink:href="https://www.sciencedirect.com/topics/engineering/areal-sweep-efficiency">efficiency</ext-link>)</td>
</tr>
<tr>
<td rowspan="3" align="center">Chemical EOR (e.g.,.ASP or SP)</td>
<td rowspan="3" align="left">been successfully used in medium and high permeability reservoir (k &#x2265; 50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>)</td>
<td align="left">&#x2460;difficulty in injection (due to the flooding system contain polymer)</td>
<td rowspan="3" align="center">about 20</td>
</tr>
<tr>
<td align="left">&#x2461;chemical degradation</td>
</tr>
<tr>
<td align="left">&#x2462;higher chemical adsorption</td>
</tr>
<tr>
<td rowspan="4" align="center">Foam Flooding (general)</td>
<td align="left">foaming agent</td>
<td rowspan="4" align="left">cannot improve the displacement efficiency in low permeability reservoir (the order of IFT from 10<sup>&#x2212;1&#xa0;</sup>mN/m to 10<sup>&#x2212;3&#xa0;</sup>mN/m)</td>
<td rowspan="4" align="center">about 15</td>
</tr>
<tr>
<td align="left">&#x2460;high apparent viscosity (improve the sweep efficiency)</td>
</tr>
<tr>
<td align="left">&#x2461;favorable mobility control</td>
</tr>
<tr>
<td align="left">&#x2462;injectability</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The possibility of dynamic IFT minima was first put forward by Wilson and Ries (<xref ref-type="bibr" rid="B5">Rubin and Radke, 1980</xref>) in 1923. Later, Ward and Tordai gave a quantitative description of the diffusion effect on dynamic IFT behavior in 1944. After that, some scholars (<xref ref-type="bibr" rid="B5">Rubin and Radke, 1980</xref>; <xref ref-type="bibr" rid="B8">Trujillo, 1983</xref>; <xref ref-type="bibr" rid="B1">Cambridge et al., 1989</xref>; <xref ref-type="bibr" rid="B6">Sharma et al., 1989</xref>), started to research on the dynamic IFT behavior in chemical flooding experiments. In some of the previous studies the variation characteristics of oil/water DIFT can be&#xa0;classified into three features, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. <xref ref-type="bibr" rid="B7">Taylor and Schramm, (1990)</xref> reported the effect of dynamic IFT minimum is responsible for improving the displacement efficiency. More recently, some Chinese researchers studied the improvement of oil displacement efficiency based on the same order of magnitude of equilibrium and dynamic IFT in ASP flooding by core flooding tests under the reservoir conditions of Daqing oilfield (<italic>k</italic> &#x2265; 50 &#xd7; 10<sup>-3</sup>&#xa0;m<sup>2</sup>). The results demonstrated that DIFT minimum was the key to mobilizing trapped oil in porous media which showed an improvement of 20%OOIP after water flooding. A possible theoretical explanation is that the ultra-low oil/water DIFT may develop in a short time, after which the residual oil was displaced to form a continuous &#x201c;oil bank,&#x201d; creating a snowball effect of growth which gathers more residual oil as it advances.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The variation characteristics of oil/water DIFT.</p>
</caption>
<graphic xlink:href="fenrg-12-1375831-g001.tif"/>
</fig>
<p>In this study, we selected the WX reservoir block (temperature 84&#xb0;C, brine salinity 86,072&#xa0;mg/L, average permeability <italic>k</italic> &#x3d; 27.6 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>) in Tuha oilfield as an example. Firstly, based on the principle of compatibility with crude oil, the novel temperature-resistant, salinity-resistant, ultra-low IFT foaming agent was formulated with specific focus on the design of molecular structure. Meanwhile, experiments under the reservoir conditions were carried out to evaluate its properties, including IFT and foam property. Following that, a series of core flooding experiments were carried out to investigate the injection capacity and displacement efficiency of ultra-low IFT foam flooding for low permeability oil recovery.</p>
</sec>
<sec id="s2">
<title>2 Experimental section</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<sec id="s2-1-1">
<title>2.1.1 Crude oil</title>
<p>The crude oil sample was obtained from an oil block of the WX well area in the Tuha oilfield (Xinjiang, China). The viscosity of the oil sample is 4.9&#xa0;mPa&#xa0;s and the oil density is 0.626&#xa0;g/cm<sup>3</sup> at 84&#xb0;C. The crude oil was filtered through a 5&#xa0;&#xb5;m filter to remove solids and contaminants before all tests.</p>
</sec>
<sec id="s2-1-2">
<title>2.1.2 Brines</title>
<p>Synthetic formation brine was prepared in this study. The composition of the synthetic brine is listed in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Composition of the synthetic formation brine.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Ions</th>
<th align="center">Na<sup>&#x2b;</sup>
</th>
<th align="center">Ca<sup>2&#x2b;</sup>
</th>
<th align="center">Mg<sup>2&#x2b;</sup>
</th>
<th align="center">Cl<sup>&#x2212;</sup>
</th>
<th align="center">SO<sub>4</sub>
<sup>2-</sup>
</th>
<th align="center">HCO<sub>3</sub>
<sup>&#x2212;</sup>
</th>
<th align="center">TDS</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">concentration (mg/L)</td>
<td align="center">23,374</td>
<td align="center">7548</td>
<td align="center">1300</td>
<td align="center">51,165</td>
<td align="center">2568</td>
<td align="center">117</td>
<td align="center">86,072</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Where TDS, is Total Dissolved Solids which means the salinity of the formation water.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>All tests were performed at 84&#xb0;C to simulate the temperature of the applicable reservoir and distilled water was used for the preparation of all aqueous solutions.</p>
</sec>
<sec id="s2-1-3">
<title>2.1.3 Chemical agent</title>
<p>The modified betaine-type amphoteric surfactant (Cn-HSB) was formulated on the basis of the designing of molecular structure according to the principle of compatibility with crude oil, with the cooperation of Huayangxinghua Chemical Industry Co., Ltd. (Chengdu, China).</p>
</sec>
<sec id="s2-1-4">
<title>2.1.4 Core sample</title>
<p>For the core flooding tests, the natural sandstone core samples are taken from WX reservoir block, with its characteristic permeability is from 0.1 &#xd7; 10<sup>-3</sup>&#x3bc;m<sup>2</sup>to 50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>. The artificial core samples are purchased from Northeast Petroleum University.</p>
</sec>
</sec>
<sec id="s2-2">
<title>2.2 Experiment procedure</title>
<sec id="s2-2-1">
<title>2.2.1 Synthesis of Cn-HSB</title>
<p>The synthesis of the modified Cn-HSB is outlined below in <xref ref-type="scheme" rid="sch1">Scheme 1</xref>. The 3-chloro-2-hydroxypropanesulfonic acid sodium and isopropyl alcohol were successively injected into a three-necked flask, using sodium hydroxide (NaOH) as catalyst, and subsequently heated in a water bath at 80&#xb0;C for 2&#xa0;h, maintain pH within 7 &#x223c;8. When it began to reflux, alkyl amido propyl dimethylamine was slowly added into the system. After 8<italic>&#xa0;</italic>h of reaction, the results of the reaction were determined by the percentage of conversion of alkyl amido propyl dimethylamine to above 90%, the product was obtained when the solvent (isopropyl alcohol) was removed using rotary evaporation. Further purification with anhydrous ethanol through washing and drying were repeated three times.</p>
<fig id="sch1" position="float">
<label>SCHEME 1</label>
<caption>
<p>Route of synthesizing the modified Cn-HSB (<italic>n</italic> &#x3d; 12&#x223c;18) by quaternarization.</p>
</caption>
<graphic xlink:href="FENRG_fenrg-2024-1375831_wc_sch1.tif"/>
</fig>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Structural characterization of crude oil and foaming agent</title>
<p>The distribution of hydrocarbon composition in crude oil was tested by Gas Chromatography-Mass Spectrometer (GC-MS). Accordingly, GC-MS spectra was recorded with TSQ Quantum.</p>
<p>The molecule was structurally characterized by Fourier Transform Infrared Spectroscopy (FT-IR) and Nuclear Magnetic Resonance Spectroscopy (<sup>1</sup>H NMR). The FT-IR spectra were analyzed using a Thermo Scientific&#x2122; Nicolet&#x2122; iS&#x2122;10 FTIR Spectrometer. 1H NMR spectra were recorded with a BRUKER UltrShieldAVANCE 300&#xa0;MHz spectrometer, using D2O as solvent. The thermogravimetry was measured by <ext-link ext-link-type="uri" xlink:href="https://www.mt.com/int/en/home.html">METTLER TOLEDO</ext-link>TGA/DSC2/1100LF and conducted under <ext-link ext-link-type="uri" xlink:href="http://www.youdao.com/w/nitrogen/">nitrogen</ext-link> (N2) atmosphere at a heating rate of 10.00K/min.</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Foamability and foam-stability tests</title>
<p>The Waring Blender method is commonly used to evaluate the foamability. The experimental procedure is as follows (<xref ref-type="fig" rid="F2">Figure 2</xref>): firstly, 100&#xa0;mL of different concentrations of foaming agent solution were prepared and the oven was preheated to the 84&#xb0;C. Then the solution was poured into the blender, stirring for 60&#xa0;s at a rotating speed of 8,000&#xa0;r/min. The bulk foam was put into a 1,000&#xa0;mL graduated measuring cylinder that should be sealed with plastic wrap rapidly and then placed into a visual thermostatic oven. Finally, the decay of foam was observed over time, recording the foam volume and half-life duration, the foam composite index (<italic>FCI</italic>) was used as well to determine the stability of the generated foam, it is defined as Eq. <xref ref-type="disp-formula" rid="e5">5</xref>:<disp-formula id="e5">
<mml:math id="m16">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:mfrac>
<mml:msub>
<mml:mrow>
<mml:mo>&#x2219;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mfrac bevelled="true">
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msub>
<mml:mo>&#x2219;</mml:mo>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The procedure of foamability test.</p>
</caption>
<graphic xlink:href="fenrg-12-1375831-g002.tif"/>
</fig>
<p>where <italic>V</italic>
<sub>max</sub> is the maximum foam volume, mL; <italic>t</italic>
<sub>
<italic>1/2</italic>
</sub> is half-life of foam, s;</p>
<p>Meanwhile, the high-temperature and high-pressure foam evaluation device (Halan oil scientific instrument CO., LTD) was used.</p>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Measurement of interfacial tension</title>
<p>The IFT between the surfactants solutions and crude oil were measured by TX500C interfacial tensiometer (Shanghai Zhongchen Instrument Company, China) using the spinning drop method at 84&#xb0;C. The rotating speed was fixed at 6,000&#xa0;r/min.</p>
</sec>
<sec id="s2-2-5">
<title>2.2.5 Oil displacement performance</title>
<p>The experimental setup is presented schematically in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic core flooding apparatus.</p>
</caption>
<graphic xlink:href="fenrg-12-1375831-g003.tif"/>
</fig>
<p>A series of core flooding experiments were carried out at 84&#xb0;C by an oil displacement physical simulation device by following the steps:<list list-type="simple">
<list-item>
<p>(1) The properties of low permeability cores were measured.</p>
</list-item>
<list-item>
<p>(2) The cores were saturated with synthetic formation brine under vacuum, and the pore volume, porosity, and permeability of the core samples were determined.</p>
</list-item>
<list-item>
<p>(3) The cores were saturated with crude oil at a constant flow rate of 0.01&#xa0;mL/min until no water was observed and the oil saturation was calculated.</p>
</list-item>
<list-item>
<p>(4) The water flooding was conducted until negligible amounts of oil were produced.</p>
</list-item>
<list-item>
<p>(5) 0.3 pore volume (PV) of displacement slug was used to flood the residual oil. Then the subsequent water flooding was followed until the water cut was above 98%.</p>
</list-item>
</list>
</p>
</sec>
</sec>
</sec>
<sec id="s3">
<title>3 Principle of molecular designing</title>
<p>Based on the principle of compatibility with crude oil, the foaming agent was formulated that could achieve the ultra-low IFT and strong foamability simultaneously, so the betaine-type amphoteric surfactant is considered.</p>
<p>Firstly, to attain the ultra-low oil/water IFT, two key factors are necessary to be considered, firstly, the lipophilic groups of surfactant molecules should match the distribution of hydrocarbon composition in crude oil. Secondly, surfactant molecules are tightly arrayed and collected on the two-phase interface.</p>
<p>Therefore, analysis of crude oil from WX reservoir was carried out. The structural characterization of oil by FI-IR and <sup>1</sup>H NMR are shown in <xref ref-type="sec" rid="s11">Supplementary Figures S1, S2</xref>, respectively. And the analysis of the hydrocarbon fraction of WX oil is investigated using GC-MS, as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>.</p>
<p>According to the results of FI-IR spectroscopy of WX oil (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>), it is obvious that stretching vibrations and bending vibration of -CH<sub>2</sub>- are exhibited at region ranges of 2,854&#x223c;2,925&#xa0;cm<sup>&#x2212;1</sup> and 1,557&#xa0;cm<sup>&#x2212;1</sup>, respectively. The bending vibration of N-H bond and stretching vibration of C-N bond are found in 1,652&#xa0;cm<sup>&#x2212;1</sup> and 1,040&#xa0;cm<sup>&#x2212;1</sup>, respectively, it indicates that amidogen and acylamino linkage. In addition, the <sup>1</sup>H NMR spectra can be used to analyze the composition of the functional chemical groups. In <xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>, the characteristic signals at &#x3b4; 0.97&#xa0;ppm are attributed to the group of methyl (-CH3), while &#x3b4; from 1.10 to 1.91&#xa0;ppm are assigned to aliphatic methylene (-CH2-) and methine (-CH-). Besides, &#x3b4; from 2.91&#xa0;ppm to 3.50&#xa0;ppm are indicative of aliphatic hydroxyl. &#x3b4; from 3.24 to 3.57&#xa0;ppm are assigned to hydroxyl group (-OH). The signals at &#x3b4; 4.79&#xa0;ppm are originated from the presence of D2O. Thus, the component of WX oil is mainly saturated hydrocarbon.</p>
<p>Moreover, in <xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>, it can be seen that WX oil was composed of straight and branched chain saturated hydrocarbons with carbon atoms ranging from C<sub>7</sub> to C<sub>36</sub>, while it is mainly composed of straight chain hydrocarbons (C<sub>12</sub>&#x223c;C<sub>18</sub>) with 61.32% normal paraffin contents.</p>
<p>As a result, the lipophilic group of surfactant molecule should be linear and branched aliphatic or alkyl chain that preferably having from 12 to 18 carbon atoms.</p>
<p>Secondly, to achieve a strong foamability, the hydrophilic group should include a sulfonic acid group (-SO<sub>3</sub>
<sup>&#x2212;</sup>) which have an excellent ability of hydration and anti-divalent ion (<xref ref-type="bibr" rid="B3">Hu et al., 2020</xref>). Doing so can efficiently improve the temperature-resistance and salinity-resistance that is appropriate for application in high temperature and high salinity reservoirs.</p>
<p>In addition, the foamability and compatibility of betaine-type amphoteric surfactants can be further enhanced by introducing the amide group (-CONH-) and quaternary ammonium cationic group (-N<sup>&#x2b;</sup>-(CH<sub>3</sub>)<sub>2</sub>) (Fang, 1996). This is because the intermolecular hydrogen bond or dipole interaction between amide groups improves the molecular adsorption and arrangement on the surface, thus increasing the viscosity and elasticity of the adsorption layer and enhancing the stability of the adsorption film.</p>
<p>It has been reported in previous research that the best number of -CH<sub>2</sub>- used to connect N and S is 3 in the chemical structure of sulphobetaine, in regard to the water solubility and LSDP (Lime Soap Dispersing Capability). Also, a modified sulphobetaine, exemplified by alkyl amide-hydroxysulfobetaine, has a good wettability, strong foamability and excellent anti-hard water performance.</p>
<p>As mentioned above, achieving the ultra-low IFT and strong foamability simultaneously allows the chemical flooding agent to be applicable to low permeability reservoirs, especially at high-temperature and high-sanity. The structural characteristic of molecular designing is given in <xref ref-type="table" rid="T4">Table 4</xref>. And the molecular structure of the amphoteric surfactant is shown in <xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Summary of principle of molecule designing.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Key factors</th>
<th align="center">Structure characteristics</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">attain the ultra-low IFT</td>
<td align="left">&#x2460;based on the principle of compatibility with crude oil, the lipophilic groups of surfactant molecules should match the distribution of hydrocarbon composition in crude oil</td>
</tr>
<tr>
<td align="left">&#x2461; appropriately add the branched chain</td>
</tr>
<tr>
<td rowspan="3" align="center">excellent anti-hard water and temperature-resistant ability</td>
<td align="left">structural formula: RO (R&#x2032;O)<sub>x</sub>R&#x2033;SO<sub>3</sub>-M<sup>&#x2b;</sup> (<xref ref-type="bibr" rid="B2">Shupe and Maddox, 1981</xref>)</td>
</tr>
<tr>
<td align="left">-N<sup>&#x2b;</sup>-(CH<sub>3</sub>)<sub>2</sub>; avoid the group of -COOCH2- and -O-</td>
</tr>
<tr>
<td align="left">long- chain is mainly based on -C-C- or -C-N-<font color="#333333">bonds present</font>
</td>
</tr>
<tr>
<td rowspan="3" align="center">strong foamability</td>
<td align="left">-SO<sub>3</sub>
<sup>-</sup>
</td>
</tr>
<tr>
<td align="left">-CONH-</td>
</tr>
<tr>
<td align="left">(R-<sup>&#x2b;</sup>N(CH<sub>3</sub>)<sub>2</sub>-(CH<sub>2</sub>)<sub>n</sub> SO<sub>3</sub>
<sup>&#x2212;</sup>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4">
<title>4 Results and analysis</title>
<sec id="s4-1">
<title>4.1 The IFT and foam quality of different alkyl chain lengths of the Cn-HSB</title>
<p>The surface tension (SFT) of different alkyl chain lengths of the C<sub>n</sub>-HSB (n &#x3d; 12, 14, 16, 18) were measured by using the Du No&#xfc;y ring method. The plot of surface tension (<italic>&#x3b3;</italic>) <italic>versus</italic> the logarithm of mass concentration (<inline-formula id="inf12">
<mml:math id="m17">
<mml:mrow>
<mml:mi>lg</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>), is derived from <italic>&#x3b3;-</italic>
<inline-formula id="inf13">
<mml:math id="m18">
<mml:mrow>
<mml:mi>lg</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
<italic>,</italic> which is shown in <xref ref-type="sec" rid="s11">Supplementary Figure S5</xref>. It is observed that the <italic>&#x3b3;</italic> is linearly correlated to <inline-formula id="inf14">
<mml:math id="m19">
<mml:mrow>
<mml:mi>lg</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> over a wide range, and the transition concentration is described as the CMC (critical micelle concentration). The CMC is an essential characteristic for <ext-link ext-link-type="uri" xlink:href="https://www.kruss-scientific.com/en/know-how/glossary/surfactant">surfactants</ext-link>, above which aggregates of surfactant molecules, so-called <ext-link ext-link-type="uri" xlink:href="https://www.kruss-scientific.com/en/know-how/glossary/micelle">micelles</ext-link>, start to form. The value of CMC for C<sub>n</sub>-HSB (n is from 12 to 18) solutions are 1.01 &#xd7; 10<sup>&#x2212;4</sup>&#xa0;mol/L, 7.08 &#xd7; 10<sup>&#x2212;5</sup>&#xa0;mol/L, 6.59 &#xd7; 10<sup>&#x2212;5</sup>&#xa0;mol/L and 4.24 &#xd7; 10<sup>&#x2212;5</sup>&#xa0;mol/L, respectively. Note that the value of CMC for C<sub>n</sub>-HSB (<italic>n</italic> &#x3d; 14&#x223c;18) is one order of magnitude lower than that of C<sub>12</sub>-HSB. Moreover, the C<sub>18</sub>-HSB can be effectively decreased to 25.36&#xa0;mN/m, which is lower compared to that of 35.36&#xa0;mN/m, 31.94&#xa0;mN/m and 29.76&#xa0;mN/m for C<sub>n</sub>-HSB (n is from 12 to 16). The longer the alkyl chain length of surfactant molecules, the lower the CMC value and the less effective the surface tension reduction. In general, repulsive electrostatic and van der Waals forces act as the two main interactive forces between surfactant molecules on the basis of DLVO theory. The increase in alkyl chain length enhances the interactive force between surfactant molecules, as well reduces the electrostatic repulsion between the hydrophilic headgroups of surfactant molecules, thereby leading to a denser monomolecular adsorption layer at the air/water interface and causing a higher surface concentration.</p>
<p>Also, to further investigate the electrostatic attraction, the maximum surface adsorption capacity (<italic>&#x393;</italic>
<sub>CMC</sub>) is calculated using Gibbs adsorption isothermal (Eq. <xref ref-type="disp-formula" rid="e6">6</xref>) and the minimum area (<italic>A</italic>
<sub>CMC</sub>) occupied by per molecule at the water surface were obtained (Eq. <xref ref-type="disp-formula" rid="e7">7</xref>). These results are shown in <xref ref-type="sec" rid="s11">Supplementary Figure S6</xref> and <xref ref-type="table" rid="T5">Table 5</xref>. It can be observed that with the increase of the chain length, the value of <italic>&#x393;</italic>
<sub>CMC</sub> decreases, which indicates that the adsorption efficiency of surfactant molecules at the gas/liquid interface decreases. The surfactant molecules are arranged and collected more tightly on the two-phase interface, which leads to the increase of <italic>A</italic>
<sub>CMC</sub>.<disp-formula id="e6">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mn>2.303</mml:mn>
<mml:mi>n</mml:mi>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xd7;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>y</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>lg</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>A</mml:mi>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Parameters of surface properties of C<sub>n</sub>-HSB (<italic>n</italic> &#x3d; 12&#x223c;18) at 25&#xb0;C.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Cn-HSB</th>
<th align="center">CMC (mol/L)</th>
<th align="center">&#x3b3;CMC (mN/m)</th>
<th align="center">&#x393;CMC (&#x3bc;mol/m<sup>2</sup>)</th>
<th align="center">ACMC (nm<sup>2</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center" style="color:#333333">C12</td>
<td align="center">1.01 &#xd7; 10<sup>&#x2212;4</sup>
</td>
<td align="center" style="color:#333333">35.36</td>
<td align="center" style="color:#333333">5.16</td>
<td align="center" style="color:#333333">0.322</td>
</tr>
<tr>
<td align="center" style="color:#333333">C14</td>
<td align="center">7.08 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center" style="color:#333333">31.94</td>
<td align="center" style="color:#333333">4.88</td>
<td align="center" style="color:#333333">0.340</td>
</tr>
<tr>
<td align="center" style="color:#333333">C16</td>
<td align="center">6.59 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center" style="color:#333333">29.76</td>
<td align="center" style="color:#333333">4.72</td>
<td align="center" style="color:#333333">0.352</td>
</tr>
<tr>
<td align="center" style="color:#333333">C18</td>
<td align="center">4.24 &#xd7; 10<sup>&#x2212;5</sup>
</td>
<td align="center" style="color:#333333">25.36</td>
<td align="center" style="color:#333333">4.22</td>
<td align="center" style="color:#333333">0.393</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Where <italic>C</italic> is the concentration of surfactant, mol/L;<italic>R</italic> is the gas equilibrium constant, <italic>R &#x3d;</italic> 8.314J/(mol&#xb7;K);<italic>T</italic> is absolute temperature, <italic>T &#x3d; t&#x2b;</italic>273.15&#xb0;C, K;<italic>n</italic> is a constant, the value of which related to the number of solute species at the surface, herein, the value of n is taken as 2; <italic>N</italic>
<sub>
<italic>A</italic>
</sub> is Avogadro&#x2019;s constant, <italic>N</italic>
<sub>
<italic>A</italic>
</sub> &#x3d; 6.023&#xd7;10<sup>23</sup>mol<sup>-1</sup>;</p>
<p>Subsequently, the EIFT, foam volume and half-life of different alkyl chain lengths of the C<sub>n</sub>-HSB (<italic>n</italic> &#x3d; 12&#x223c;18) were conducted to evaluate the ability to reduce the IFT and foamability, as shown in <xref ref-type="sec" rid="s11">Supplementary Figures S7, S8</xref>.</p>
<p>As is shown above (<xref ref-type="sec" rid="s11">Supplementary Figures S7, S8</xref>), it can be seen that the shorter the chain, the higher the foaming qualities and the longer the chain, the lower the value of EIFT. The crude oil was composed of various lengths chain of saturated hydrocarbons with carbon atom. Thereby, to get the effective foaming agent that could achieve the ultra-low IFT and strong foamability simultaneously, inspect the combination of various lengths of the alkyl chain (C<sub>n</sub>-HSB, <italic>n</italic> &#x3d; 12, 14, 16, 18) with different molar ratios, as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S9</xref>. When C14:C16:C18 at the mixing ratios of 1.5:2:6.5, the oil/water IFT can achieve the lowest value, therefore, it was regarded as the best foaming agent for use in the subsequent experiment.</p>
</sec>
<sec id="s4-2">
<title>4.2 Characterization of the modified Cn-HSB</title>
<sec id="s4-2-1">
<title>4.2.1 FI-IR</title>
<p>The FI-IR spectrum of modified C<sub>n</sub>-HSB and the analytical results of FI-IR data are shown in <xref ref-type="sec" rid="s11">Supplementary Figure S10</xref> and <xref ref-type="table" rid="T6">Table 6</xref>. It can be seen that the obvious stretching vibrations of -CH<sub>2</sub>- and -CH<sub>3</sub> are all exhibited from 2,854&#x2013;2,924&#xa0;cm<sup>&#x2212;1</sup>, while the adsorption peaks at 3,424&#xa0;cm<sup>&#x2212;1</sup> are assigned to the stretching of -OH. In fact, the movement of -OH from 3,650&#x223c;3,600&#xa0;cm<sup>&#x2212;1</sup> to a low wavenumber indicates the formation of hydrogen bonds (inter-OH group) in surfactant molecules. The stretching peaks of -CONH- and -COO- are found in 1,633 and 1,043&#xa0;cm<sup>&#x2212;1</sup>, respectively. The peak at 1,196<sup>&#x2212;1</sup> and 620&#xa0;cm<sup>&#x2212;1</sup> are also tentatively originated from the -SO<sub>3</sub>
<sup>-</sup> group. Thus, the FT-IR data confirms that the sulfonate group is successfully grafted onto the molecular chain structure of modified Cn-HSB surfactant.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Elemental analysis of FI-IR data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Trough</th>
<th align="center">Wavenumber (cm<sup>-1</sup>)</th>
<th align="center">Chemical group</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1</td>
<td align="center">3,424.88</td>
<td align="center">-OH</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">2924.80</td>
<td align="center">-<font color="#242424">CH<sub>3</sub>
</font>
</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">2854.20</td>
<td align="center">-<font color="#242424">CH<sub>2</sub>
</font>-</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">1633.57</td>
<td align="center">-CONH-</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">1463.40</td>
<td align="center">-<font color="#242424">CH<sub>2</sub>
</font>-</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">1196.37</td>
<td align="center">-SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
</tr>
<tr>
<td align="center">7</td>
<td align="center">1043.32</td>
<td align="center">-COO-</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">617.78</td>
<td align="center">-SO<sub>3</sub>
<sup>&#x2212;</sup>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-2-2">
<title>4.2.2 <sup>1</sup>H NMR</title>
<p>The molecular structure of the modified C<sub>n</sub>-HSB were further confirmed by <sup>1</sup>H NMR spectra as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S11</xref> and the analysis of <sup>1</sup>H NMR data is in <xref ref-type="table" rid="T7">Table 7</xref>. The characteristic signals at &#x3b4; 0.87&#xa0;ppm is attributed to the group of methyl (-CH<sub>3</sub>), while &#x3b4; from 1.15 to 1.31&#xa0;ppm are assigned to aliphatic methylene (-CH<sub>2</sub>-)<sub>m</sub>. In addition, &#x3b4; from 3.26 to 3.81&#xa0;ppm is indicative of (-C-N-). The signals from 2.02 to 2.58&#xa0;ppm and at 7.73&#xa0;ppm indicate the groups of (-CH2-CONH-) and -CONH-. &#x3b4; 3.77 and 4.71&#xa0;ppm are attributed to the group of (-C-O-) and (-CH2-SO3-), respectively. These peaks further confirm that modified Cn-HSB was successfully obtained.</p>
<table-wrap id="T7" position="float">
<label>TABLE 7</label>
<caption>
<p>Elemental analysis of <sup>1</sup>H NMR data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Peak</th>
<th align="center">Chemical shift (ppm)</th>
<th align="center">n</th>
<th align="center">Chemical group</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">a</td>
<td align="center">0.87</td>
<td align="center">3</td>
<td align="center">(-CH<sub>3</sub>)</td>
</tr>
<tr>
<td align="center">b</td>
<td align="center">1.15&#x223c;1.31</td>
<td align="center">24</td>
<td align="center">-(CH<sub>2</sub>)m-</td>
</tr>
<tr>
<td align="center">c</td>
<td align="center">1.56</td>
<td align="center">2</td>
<td align="center">-CH<sub>2</sub>-</td>
</tr>
<tr>
<td align="center">d</td>
<td align="center">2.02&#x223c;2.58</td>
<td align="center">2</td>
<td align="center">-CH<sub>2</sub>-CONH-</td>
</tr>
<tr>
<td align="center">l</td>
<td align="center">2.04</td>
<td align="center">1</td>
<td align="center">-OH</td>
</tr>
<tr>
<td align="center">f,h,i,j</td>
<td align="center">3.26&#x223c;3.81</td>
<td align="center">14</td>
<td align="center">-C-N-</td>
</tr>
<tr>
<td align="center">k</td>
<td align="center">3.77</td>
<td align="center">1</td>
<td align="center">-C-O-</td>
</tr>
<tr>
<td align="center">m</td>
<td align="center">4.71</td>
<td align="center">2</td>
<td align="center">-CH<sub>2</sub>-SO<sub>3</sub>-</td>
</tr>
<tr>
<td align="center">e</td>
<td align="center">7.73</td>
<td align="center">1</td>
<td align="center">-CONH-</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4-3">
<title>4.3 Foam properties</title>
<p>The foam volume, half-life and <italic>FCI</italic> are used to qualitatively discuss the effect of the concentration of the foaming agent, TDS, temperature, and pressure on the stability of the foam, as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S12</xref>. It is observed that markedly increases in foam volume and foam half-life time both correlate with the increased concentration of the foaming agent, up to a concentration of 0.10<italic>wt</italic>%, at which point the increase becomes less pronounced. The foam volume and half-life are 448&#xa0;mL and 2,567&#xa0;s, respectively, at the concentration of 0.10<italic>wt</italic>%. Meanwhile, as can be seen from <xref ref-type="sec" rid="s11">Supplementary Figures S12B, C</xref>, note that even though the values of the foam volume and half-life decrease with the TDS and temperature increase, the foam still is still maintained above 400&#xa0;mL and 2,000&#xa0;s, respectively (100&#xb0;C, 154,929&#xa0;mg/L). Therefore, the modified Cn-HSB has good thermal stability and excellent anti-hard water performance.</p>
<p>Moving on to the effects pressurization in the study, as shown in <xref ref-type="sec" rid="s11">Supplementary Figures S12, S13</xref>, the higher the pressure, the better the foam qualities. In addition, the average radius of pore throat of WX reservoir is approximately 2&#xa0;&#xb5;m and the maximum wellhead injection pressure is 18.5&#xa0;MPa. The bubble size is 1.879&#xa0;&#xb5;m under the high-pressure of 15&#xa0;MPa, which means the injectivity of ultra-low IFT foam flooding is practical.</p>
<p>In conclusion, the modified foaming agent exhibits excellent foaming properties and foam stability.</p>
<p>Due to the long-term water flooding, the permeability of each flow unit is different, which leads to the great difference of TDS between reservoir layers. Therefore, it is necessary to investigate the influence of salinity on oil/water IFT to further explore the interfacial behavior and performance of modified Cn-HSB in reservoirs. The tests were conducted mainly under the conditions of TDS from 0&#xa0;mg/L to 86,072&#xa0;mg/L.</p>
<p>As can be seen from <xref ref-type="sec" rid="s11">Supplementary Figure S14A</xref> the EIFT values first decreased at low TDS and then increased with the increase of TDS. This is because the ionic strength of aqueous solution can be increased through the &#x201c;salt effect&#x201d;. At lower TDS, the ion hydration of the hydrophilic group of surfactant molecules decreased. As the TDS increases, the diffuse electric double layer is compressed and results in the greatly decrease of interface curvature. This subsequently causes more surfactant molecules to be collected onto the interface which has a positive impact on IFT reduction. However, at higher TDS, salts can reduce the solubility of surfactant that cause the precipitation and negative influence in IFT reduction. Nevertheless, it maintains the ultra-low value (the order of magnitude of 10<sup>&#x2212;3&#xa0;</sup>mN/m) that exhibit excellent salinity-resistance performance.</p>
<p>
<xref ref-type="sec" rid="s11">Supplementary Figure S14B</xref> shows the variant of DIFT with time. The DIFT initially dropped over time to the transient ultra-low IFT (DIFT<sub>min</sub>), then increased slowly within the time period 15&#x223c;60&#xa0;min when equilibrium was finally established. The EIFT and DIFT<sub>min</sub> are 2.78 &#xd7; 10<sup>-3</sup>&#xa0;mN/m and 9.79 &#xd7; 10<sup>-5</sup>&#xa0;mN/m, respectively, at 86,072&#xa0;mg/L concentration.</p>
<sec id="s4-3-1">
<title>4.3.1 effect of temperature on IFT</title>
<p>
<xref ref-type="sec" rid="s11">Supplementary Figure S15</xref> depicts the effect of temperature on the IFT of 0.10<italic>wt</italic>% modified C<sub>n</sub>-HSB. It observed that the EIFT does not change substantially as temperatures rise, and the ultra-low EITF (the order of 10<sup>&#x2212;3&#xa0;</sup>mN/m) can be attained over a wide range of temperatures from 25&#xb0;C to 100&#xb0;C. The solubility of ionic surfactant in solution is enhanced with rising temperatures, parts of surfactant molecules were desorbed from the interface and dissolved into the aqueous solution, and the IFT increased slightly. As the temperature increases, the thermal motion of molecules is accelerated, as a result, the interaction forces between molecules are weakened. Meanwhile, the viscosity of the system is reduced, causing more molecules to be adsorbed and arranged on the interface, so the IFT again decreases slightly.</p>
<p>Foam, as a colloidal system (i.e., a dispersion of particles in a <ext-link ext-link-type="uri" xlink:href="https://www.britannica.com/dictionary/continuous">continuous</ext-link> medium) is establish by the particles of gas bubbles in a liquid medium. There are two main mechanisms contributing to the decay of foam: film drainage and gas diffusion. The rate of foam decay varies with the temperature, as is shown in <xref ref-type="sec" rid="s11">Supplementary Figure S15A</xref> In the lower temperature range (25&#xb0;C&#x223c;45&#xb0;C), the decay is mainly caused by gas diffusion. The increase of temperature accelerates the diffusion of gas and the evaporation of the liquid on the film. The film is thinned until it reaches a certain thickness as a result of film drainage when the Van der Waals force and repulsive force reach balance, as well due to the Gibbs&#x2013;Marangoni effect, the foam is then metastable. At higher temperatures (&#x2c3;45&#xb0;C), the molecular movement is further intensified, accelerating the collision between bubbles, leading to the rupture of the liquid film and coalescence back into liquid medium, as such, the stability of the foam becomes worse. The intermolecular interaction also decreases with increased temperatures. As such, the adsorption quantity of molecules on the surface of the liquid film subsequently decreases while the <italic>A</italic>
<sub>CMC</sub> increases. In addition, as the Marangoni effect weakens, the film strength decreases.</p>
<p>The results discussed above indicated that the modified Cn-HSB can achieve the ultra-low IFT and strong foamability simultaneously.</p>
</sec>
</sec>
<sec id="s4-4">
<title>4.4 Performance of oil displacement tests</title>
<p>In this part of study, a series of core flooding were carried out to investigate the injectivity and displacement efficiency of ultra-low foam flooding, as shown in <xref ref-type="table" rid="T8">Table 8</xref>.</p>
<table-wrap id="T8" position="float">
<label>TABLE 8</label>
<caption>
<p>Properties of low permeability cores, the oil displacement efficiency and residual oil saturation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Core</th>
<th align="center">
<italic>L</italic> (cm)</th>
<th align="center">
<italic>D</italic> (cm)</th>
<th align="center">
<inline-formula id="inf15">
<mml:math id="m22">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (%)</th>
<th align="center">
<italic>k</italic> (&#xd7;10<sup>&#x2212;</sup>
<sup>3</sup>&#x3bc;m<sup>2</sup>)</th>
<th align="center">Oil saturation (%)</th>
<th align="center">Water-flooding recovery (%)</th>
<th align="center">Oil displacement efficiency (%)</th>
<th align="center">Residual oil saturation (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">F1</td>
<td align="center">5.13</td>
<td align="center">2.45</td>
<td align="center">0.79</td>
<td align="center">0.08</td>
<td align="center">45.03</td>
<td align="center">34.33</td>
<td align="center">1.79</td>
<td align="center">29.10</td>
</tr>
<tr>
<td align="center">F2</td>
<td align="center">5.52</td>
<td align="center">2.45</td>
<td align="center">1.29</td>
<td align="center">0.14</td>
<td align="center">45.97</td>
<td align="center">35.21</td>
<td align="center">2.31</td>
<td align="center">29.18</td>
</tr>
<tr>
<td align="center">F3</td>
<td align="center">5.25</td>
<td align="center">2.45</td>
<td align="center">1.89</td>
<td align="center">0.25</td>
<td align="center">46.92</td>
<td align="center">37.85</td>
<td align="center">3.94</td>
<td align="center">28.32</td>
</tr>
<tr>
<td align="center">F4</td>
<td align="center">6.03</td>
<td align="center">2.45</td>
<td align="center">2.76</td>
<td align="center">0.58</td>
<td align="center">48.78</td>
<td align="center">40.46</td>
<td align="center">7.68</td>
<td align="center">27.92</td>
</tr>
<tr>
<td align="center">F5</td>
<td align="center">6.17</td>
<td align="center">2.45</td>
<td align="center">6.55</td>
<td align="center">0.91</td>
<td align="center">47.86</td>
<td align="center">44.89</td>
<td align="center">9.63</td>
<td align="center">24.49</td>
</tr>
<tr>
<td align="center">F6</td>
<td align="center">6.25</td>
<td align="center">2.45</td>
<td align="center">12.68</td>
<td align="center">1.50</td>
<td align="center">49.91</td>
<td align="center">45.71</td>
<td align="center">12.54</td>
<td align="center">23.26</td>
</tr>
<tr>
<td align="center">F7</td>
<td align="center">6.01</td>
<td align="center">2.45</td>
<td align="center">14.36</td>
<td align="center">2.27</td>
<td align="center">50.71</td>
<td align="center">46.57</td>
<td align="center">16.16</td>
<td align="center">22.21</td>
</tr>
<tr>
<td align="center">F8</td>
<td align="center">5.35</td>
<td align="center">2.45</td>
<td align="center">14.38</td>
<td align="center">5.39</td>
<td align="center">54.17</td>
<td align="center">48.07</td>
<td align="center">16.51</td>
<td align="center">21.34</td>
</tr>
<tr>
<td align="center">F9</td>
<td align="center">5.10</td>
<td align="center">2.45</td>
<td align="center">16.44</td>
<td align="center">8.04</td>
<td align="center">57.21</td>
<td align="center">47.95</td>
<td align="center">16.93</td>
<td align="center">20.53</td>
</tr>
<tr>
<td align="center">F10</td>
<td align="center">5.25</td>
<td align="center">2.45</td>
<td align="center">17.57</td>
<td align="center">14.98</td>
<td align="center">59.75</td>
<td align="center">48.89</td>
<td align="center">17.03</td>
<td align="center">20.67</td>
</tr>
<tr>
<td align="center">F11</td>
<td align="center">5.09</td>
<td align="center">2.45</td>
<td align="center">19.35</td>
<td align="center">33.38</td>
<td align="center">59.87</td>
<td align="center">49.33</td>
<td align="center">17.10</td>
<td align="center">20.20</td>
</tr>
<tr>
<td align="center">F12</td>
<td align="center">5.44</td>
<td align="center">2.45</td>
<td align="center">20.61</td>
<td align="center">51.51</td>
<td align="center">62.16</td>
<td align="center">50.47</td>
<td align="center">17.15</td>
<td align="center">20.13</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Where <italic>L</italic> is length; <italic>D</italic> is diameter; <inline-formula id="inf16">
<mml:math id="m23">
<mml:mrow>
<mml:mi>&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is porosity; <italic>k</italic> is the permeability.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>As mentioned above, when <inline-formula id="inf17">
<mml:math id="m24">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> &#x2265; <inline-formula id="inf18">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, that is <inline-formula id="inf19">
<mml:math id="m26">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2219;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mo>&#x3e;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c3;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">cos</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>&#x3b8;</mml:mi>
</mml:mrow>
<mml:mi>r</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, the capillary trapped residual oil can be mobilized. As such, there exists a critical permeability which greatly improves the oil displacement efficiency.</p>
<p>In reference to <xref ref-type="sec" rid="s11">Supplementary Figure S16</xref>, there is an obvious S-curve for the permeability and oil displacement efficiency. Conversely, the curve of the permeability and residual oil saturation displays an inverse S-curve. Critical permeability is reached at the point when the oil displacement efficiency plateaus despite a continued increase in permeability. The critical permeability of ultra-low foam flooding is 2.27 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, at which point, the oil displacement efficiency is 16.16%.</p>
<p>The injectivity of ultra-low foam flooding is shown in <xref ref-type="sec" rid="s11">Supplementary Figure S17</xref>. The relationship between permeability and threshold pressure gradient of ultra-low foam flooding is expressed by <inline-formula id="inf20">
<mml:math id="m27">
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.202</mml:mn>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mo>&#x2010;</mml:mo>
<mml:mn>0.595</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> that the correlation coefficient is 0.977. As can be seen in <xref ref-type="sec" rid="s11">Supplementary Figure S17</xref>, when <italic>k</italic> &#x2264; 1.50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, the threshold pressure gradient rapidly increased with the decrease of permeability, which from 0.72&#xa0;MPa/m at <italic>k</italic> &#x3d; 0.143 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup> to 0.115&#xa0;MPa/m at <italic>k</italic> &#x3d; 1.50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>. Under conditions 1.50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>&#x3c;<italic>k &#x3c;</italic> 14.98 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, the threshold pressure gradient slightly decreased with the increase of permeability, from 0.115 to 0.041&#xa0;MPa/m. When conditions reached k &#x2265; 14.98 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, the threshold pressure gradient levels off.</p>
<p>Moreover, when k &#x3d; 1.0 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup> equals, the threshold pressure gradient can be calculated by <inline-formula id="inf21">
<mml:math id="m28">
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.202</mml:mn>
<mml:msup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mo>&#x2010;</mml:mo>
<mml:mn>0.595</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, it is 20.2&#xa0;MPa/100&#xa0;m. In general, the distance between wells is usually 70&#x223c;200&#xa0;m, which means the ultra-low foam flooding has ideal injectivity in low permeability reservoirs.</p>
<p>Moreover, the artificial core samples were used to research the effect of wettability on oil displacement efficiency, as shown in <xref ref-type="sec" rid="s11">Supplementary Figure S18</xref>. The tendency of the curves has the similar variation with <xref ref-type="sec" rid="s11">Supplementary Figure S16</xref>.</p>
<p>It is clearly observed in <xref ref-type="sec" rid="s11">Supplementary Figure S19</xref>, that the critical permeability increases with the increase of contact angle, the semilogarithmic coordinates express a linear distribution. When the contact angle is 18&#xb0;, 44&#xb0;, 78&#xb0; and 142&#xb0;, respectively, the corresponding critical permeability is 33.38 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, 6.13 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, 1.97 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup> and 0.15 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, respectively. Therefore, the more the reservoir rock trends to water wettability, the lower the critical permeability must be for mobilizing the capillary trapped residual oil.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>The following conclusions were drawn based on the laboratory results:<list list-type="simple">
<list-item>
<p>(1) A modified Cn-HSB as a foaming agent based on the principle of compatibility with crude oil was formulated that could achieve the ultra-low IFT and strong foamability simultaneously, which could reduce the oil/water dynastic IFT to an ultra-low value of the order of 10<sup>&#x2212;5&#xa0;</sup>mN/m (0.10<italic>wt</italic>%), as well as the foam volume and half-life are 448&#xa0;mL and 2,567&#xa0;s, respectively, under the conditions of WX reservoirs (84&#xb0;C, 86,072&#xa0;mg/L).</p>
</list-item>
<list-item>
<p>(2) The ultra-low foam flooding was shown to be successful to mobilize the trapped oil in low permeability porous media (k &#x3d; 1.50 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>) when the threshold pressure gradient is 0.115&#xa0;MPa/m, which improves oil displacement efficiency approximately15%OOIP.</p>
</list-item>
<list-item>
<p>(3) The more the reservoir rock trends to water wettability, the lower the critical permeability must be for mobilizing the capillary trapped residual oil. When the contact angle is 18&#xb0;, 44&#xb0;, 78&#xb0; and 142&#xb0;, respectively, the corresponding critical permeability are 33.38 &#xd7; 10<sup>&#x2212;3</sup>, 6.13 &#xd7; 10<sup>&#x2212;3</sup>, 1.97 &#xd7; 10<sup>&#x2212;3</sup> and 0.15 &#xd7; 10<sup>&#x2212;3</sup>&#x3bc;m<sup>2</sup>, respectively.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" 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 authors.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>LL: Writing&#x2013;review and editing, Writing&#x2013;original draft. SZ: Writing&#x2013;review and editing, Writing&#x2013;original draft. LL: Writing&#x2013;review and editing, Writing&#x2013;original draft.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors LL, SZ, and LL were employed by SINOPEC Southwest Oil and Gas Company.</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.2023.1153288/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fenrg.2024.1370970/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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