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  <front>
    <journal-meta>
      <journal-id journal-id-type="pmc">FDMP</journal-id>
      <journal-id journal-id-type="nlm-ta">FDMP</journal-id>
      <journal-id journal-id-type="publisher-id">FDMP</journal-id>
      <journal-title-group>
        <journal-title>Fluid Dynamics &amp; Materials Processing</journal-title>
      </journal-title-group>
      <issn pub-type="epub">1555-2578</issn>
      <issn pub-type="ppub">1555-256X</issn>
      <publisher>
        <publisher-name>Tech Science Press</publisher-name>
        <publisher-loc>USA</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">73775</article-id>
      <article-id pub-id-type="doi">10.32604/fdmp.2025.073775</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Article</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Effect of Salinity on Imbibition-Based Oil Production</article-title>
        <alt-title alt-title-type="left-running-head">Effect of Salinity on Imbibition-Based Oil Production</alt-title>
        <alt-title alt-title-type="right-running-head">Effect of Salinity on Imbibition-Based Oil Production</alt-title>
      </title-group>
      <contrib-group>
        <contrib id="author-1" contrib-type="author">
          <name name-style="western">
            <surname>Liu</surname>
            <given-names>Xiong</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
        </contrib>
        <contrib id="author-2" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Cui</surname>
            <given-names>Yueqi</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
          <email>23212010078@stumail.xsyu.edu.cn</email>
        </contrib>
        <contrib id="author-3" contrib-type="author">
          <name name-style="western">
            <surname>Ren</surname>
            <given-names>Yirui</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
        </contrib>
        <contrib id="author-4" contrib-type="author">
          <name name-style="western">
            <surname>Peng</surname>
            <given-names>Lingxuan</given-names>
          </name>
          <xref ref-type="aff" rid="aff-2">2</xref>
        </contrib>
        <contrib id="author-5" contrib-type="author">
          <name name-style="western">
            <surname>Cheng</surname>
            <given-names>Yuchan</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
        </contrib>
        <contrib id="author-6" contrib-type="author">
          <name name-style="western">
            <surname>Du</surname>
            <given-names>Zhiyuan</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
        </contrib>
        <contrib id="author-7" contrib-type="author">
          <name name-style="western">
            <surname>Chen</surname>
            <given-names>Yu</given-names>
          </name>
          <xref ref-type="aff" rid="aff-1">1</xref>
        </contrib>
        <contrib id="author-8" contrib-type="author">
          <name name-style="western">
            <surname>Cao</surname>
            <given-names>Lishan</given-names>
          </name>
          <xref ref-type="aff" rid="aff-3">3</xref>
        </contrib>
        <aff id="aff-1"><label>1</label><institution>School of Petroleum Engineering, Xi&#x2019;an Shiyou University</institution>, <addr-line>Xi&#x2019;an, 710065</addr-line>, <country>China</country></aff>
        <aff id="aff-2"><label>2</label><institution>College of Carbon Neutrality Future Technology, China University of Petroleum</institution>, <addr-line>Beijing, 102249</addr-line>, <country>China</country></aff>
        <aff id="aff-3"><label>3</label><institution>The Third Gas Production Plant of PetroChina Changqing Oilfield Branch, Wushenqi</institution>, <addr-line>Ordos, 017000</addr-line>, <country>China</country></aff>
      </contrib-group>
      <author-notes>
        <corresp id="cor1"><label>*</label>Corresponding Author: Yueqi Cui. Email: <email>23212010078@stumail.xsyu.edu.cn</email></corresp>
      </author-notes>
      <pub-date date-type="collection" publication-format="electronic">
        <year>2025</year>
      </pub-date>
      <pub-date date-type="pub" publication-format="electronic">
        <day>01</day>
        <month>12</month>
        <year>2025</year>
      </pub-date>
      <volume>21</volume>
      <issue>11</issue>
      <fpage>2815</fpage>
      <lpage>2828</lpage>
      <history>
        <date date-type="received">
          <day>25</day>
          <month>9</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>06</day>
          <month>11</month>
          <year>2025</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>&#xA9; 2025 The Authors.</copyright-statement>
        <copyright-year>2025</copyright-year>
        <copyright-holder>Published by Tech Science Press.</copyright-holder>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
        </license>
      </permissions>
      <self-uri content-type="pdf" xlink:href="TSP_FDMP_73775.pdf"/>
      <abstract>
        <p>This study explores the impact of salinity on fluid replacement during imbibition-driven oil recovery through a series of core self-imbibition experiments. By integrating key parameters such as interfacial tension, contact angle, and oil displacement efficiency, we systematically examine how variations in salinity level, ion type, and ion concentration affect the imbibition process. The results demonstrate that the salinity of the injected fluid exerts a strong influence on the rate and extent of oil recovery. Compared with high-salinity conditions, low-salinity injection, particularly below 5000 mg&#xB7;L<sup>&#x2212;1</sup>, induces pronounced fluctuations in the replacement rate, achieving the highest recovery at approximately 1000 mg&#xB7;L<sup>&#x2212;1</sup>. The interplay between interfacial tension and displacement efficiency is jointly governed by both ion type and concentration. Moreover, changes in ionic composition can alter rock wettability from oil-wet toward water-wet states, thereby enhancing imbibition efficiency. Among the tested ions, Mg<sup>2+</sup> and SO<sub>4</sub><sup>2&#x2212;</sup> at low concentrations were found to be especially effective in promoting oil displacement.</p>
      </abstract>
      <kwd-group kwd-group-type="author">
        <kwd>Salinity</kwd>
        <kwd>imbibition-enhanced oil recovery</kwd>
        <kwd>ion concentration</kwd>
        <kwd>ion composition</kwd>
        <kwd>imbibition experiment</kwd>
      </kwd-group>
      <funding-group>
        <award-group id="awg1">
          <funding-source>National Natural Science Foundation of China</funding-source>
          <award-id>52374038</award-id>
		  <award-id>U23B2089</award-id>
        </award-group>
		<award-group id="awg2">
          <funding-source>Innovation Capability Support Program of Shaanxi</funding-source>
          <award-id>2024ZC-KJXX-064</award-id>
        </award-group>
      </funding-group>
    </article-meta>
  </front>
  <body>
    <sec id="s1">
      <label>1</label>
      <title>Introduction</title>
      <p>With the increasing depletion of conventional oil and gas resources, the efficient development of unconventional reservoirs such as low-permeability and tight reservoirs has become a major challenge facing the global oil and gas industry [<xref ref-type="bibr" rid="ref-1">1</xref>,<xref ref-type="bibr" rid="ref-2">2</xref>,<xref ref-type="bibr" rid="ref-3">3</xref>,<xref ref-type="bibr" rid="ref-4">4</xref>]. Unconventional reservoirs are characterized by low permeability, complex geological structures, and high development costs, making the development of efficient, economical, and environmentally friendly enhanced recovery technologies particularly crucial [<xref ref-type="bibr" rid="ref-5">5</xref>,<xref ref-type="bibr" rid="ref-6">6</xref>]. Low-salinity water flooding technology has garnered widespread attention as an economical and efficient method for enhancing recovery [<xref ref-type="bibr" rid="ref-7">7</xref>,<xref ref-type="bibr" rid="ref-8">8</xref>,<xref ref-type="bibr" rid="ref-9">9</xref>]. Low-salinity water flooding technology has garnered significant attention as a cost-effective method for enhancing oil recovery. Compared to traditional high-salinity brine, extensive core displacement and imbibition experiments demonstrate that injecting low-salinity water can substantially improve crude oil recovery rates through complex mechanisms. These include altering rock surface properties and reversing wettability (shifting from oil-wet to water-wet conditions) [<xref ref-type="bibr" rid="ref-10">10</xref>,<xref ref-type="bibr" rid="ref-11">11</xref>,<xref ref-type="bibr" rid="ref-12">12</xref>,<xref ref-type="bibr" rid="ref-13">13</xref>]. Al-Saedi et al. [<xref ref-type="bibr" rid="ref-14">14</xref>] investigated the mechanism of enhanced oil recovery in sandstone reservoirs using low-salinity water flooding through laboratory experiments. Their analysis indicates that low-salinity water flooding can achieve higher recovery rates even in the absence of clay; Xu et al. [<xref ref-type="bibr" rid="ref-15">15</xref>] investigated the effect of low-salinity water on recovery in low-permeability cores through core displacement experiments and contact angle measurements. Results indicate that reducing injection water salinity from 10,000 mg&#xB7;L<sup>&#x2212;1</sup> to 5000 mg&#xB7;L<sup>&#x2212;1</sup> enhances recovery and transforms the reservoir into a hydrophilic state; Bijani et al. [<xref ref-type="bibr" rid="ref-16">16</xref>] by varying the dilution levels of seawater concentration, the study examined the impact of key factors on the performance and efficiency of low-salinity water systems; Saeedi Dehaghani et al. [<xref ref-type="bibr" rid="ref-17">17</xref>]; Kakati et al. [<xref ref-type="bibr" rid="ref-18">18</xref>]; Hou et al. [<xref ref-type="bibr" rid="ref-19">19</xref>]; Saw et al. [<xref ref-type="bibr" rid="ref-20">20</xref>] analyzed the effect of key ionic components in injection water on rock surface wettability. The results indicate that different ion types and ion concentration exert varying influences on rock wettability; Meng et al. [<xref ref-type="bibr" rid="ref-21">21</xref>]; Shahrabadi et al. [<xref ref-type="bibr" rid="ref-22">22</xref>] conducted tests on enhanced recovery through imbibition using nuclear magnetic resonance technology, contributing to research on enhancing recovery rates by understanding the imbibition behavior in unconventional reservoirs; Takeda et al. [<xref ref-type="bibr" rid="ref-23">23</xref>]; Yan et al. [<xref ref-type="bibr" rid="ref-24">24</xref>] demonstrated through experiments that the potential semipermeability of reservoir rocks containing crude oil and saline water can cause chemical osmosis upon exposure to the change in salinity difference; Rold&#xE1;n-Carrillo et al. [<xref ref-type="bibr" rid="ref-25">25</xref>]; Dabiri et al. [<xref ref-type="bibr" rid="ref-26">26</xref>]; Shi et al. [<xref ref-type="bibr" rid="ref-27">27</xref>] investigated the synergistic effect of low-salinity water and surfactant mixtures on enhancing oil recovery by injecting low-salinity water. The results demonstrated that the low-salinity water-surfactant mixture system significantly improves heavy oil recovery. Low-salinity waterflooding relies on specific ion types, ion concentrations, and their synergistic effects within the water. Currently, there remains no consensus on which ion combinations at what ion concentrations can most effectively optimize interfacial tension and wettability to achieve the highest recovery. This study focuses on low-permeability sandstone reservoirs. Building upon existing comparative research under high-and low-salinity conditions, it further refines the continuous impact of salinity reduction from 50,000 mg&#xB7;L<sup>&#x2212;1</sup> to 1000 mg&#xB7;L<sup>&#x2212;1</sup> on oil recovery efficiency. The research independently analyzes the influence of each key ion type and ion concentration, laying a theoretical foundation for the practical application of low-salinity waterflooding technology.</p>
    </sec>
    <sec id="s2">
      <label>2</label>
      <title>Experimental Materials and Methods</title>
      <sec id="s2_1">
        <label>2.1</label>
        <title>Experimental Apparatus and Materials</title>
        <p>Materials: &#x2460; Sandstone core. Sandstone cores were used for self-imbibition experiments, with dimensions of approximately 4.80 cm in length and 2.50 cm in diameter. &#x2461; Crude oil. All cores utilized the same crude oil with a density of 0.8 g&#xB7;cm<sup>&#x2212;3</sup> and viscosity of 1.87 mPa&#xB7;s. &#x2462; Simulated formation water. Distilled water was used to prepare experimental brines of varying salinity levels as the aqueous phase for core imbibition experiments.</p>
        <p>Equipment: Core Evacuation and Pressure Saturation Apparatus; QTS-2 Gas Permeability Tester; KXD-2 Gas Porosity Tester; SDT-KRUSS Rotating Drop Interfacial Tension Tester; JC2000D Contact Angle Tester; Drying Oven; High-Precision Electronic Balance; Beaker.</p>
      </sec>
      <sec id="s2_2">
        <label>2.2</label>
        <title>Experimental Lithological Analysis</title>
        <p>The results of gas measurement for porosity and permeability of the core samples are shown in <xref ref-type="table" rid="table-1">Table 1</xref>. Analysis of the data reveals: the maximum porosity was 11.35%, the minimum porosity was 5.030%, and the average porosity was 8.19%; The maximum permeability was 0.61 mD, the minimum was 0.10 mD, and the average permeability was 0.22 mD, classifying it as a medium-pore, very low to ultra-low permeability reservoir (<xref ref-type="table" rid="table-1">Table 1</xref>).</p>
        <table-wrap id="table-1">
          <label>Table 1</label>
          <caption>
            <p>Porosity and permeability test results.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Core Number</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Dry Weight/g</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Saturated Oil Weight/g</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Length/cm</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Diameter/cm</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Gas Porosity (%)</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Gas Permeability/(mD)</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td align="center" valign="middle">1</td>
                <td align="center" valign="middle">62.01</td>
                <td align="center" valign="middle">63.51</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">7.99</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">2</td>
                <td align="center" valign="middle">59.73</td>
                <td align="center" valign="middle">61.53</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">9.55</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">3</td>
                <td align="center" valign="middle">61.09</td>
                <td align="center" valign="middle">62.69</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">8.48</td>
                <td align="center" valign="middle">0.16</td>
              </tr>
              <tr>
                <td align="center" valign="middle">4</td>
                <td align="center" valign="middle">59.82</td>
                <td align="center" valign="middle">61.94</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">8.62</td>
                <td align="center" valign="middle">0.17</td>
              </tr>
              <tr>
                <td align="center" valign="middle">5</td>
                <td align="center" valign="middle">64.64</td>
                <td align="center" valign="middle">65.72</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">9.57</td>
                <td align="center" valign="middle">0.49</td>
              </tr>
              <tr>
                <td align="center" valign="middle">6</td>
                <td align="center" valign="middle">58.25</td>
                <td align="center" valign="middle">60.06</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">9.60</td>
                <td align="center" valign="middle">0.21</td>
              </tr>
              <tr>
                <td align="center" valign="middle">7</td>
                <td align="center" valign="middle">58.96</td>
                <td align="center" valign="middle">61.14</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">10.20</td>
                <td align="center" valign="middle">0.41</td>
              </tr>
              <tr>
                <td align="center" valign="middle">8</td>
                <td align="center" valign="middle">58.07</td>
                <td align="center" valign="middle">60.22</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">7.49</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">9</td>
                <td align="center" valign="middle">59.53</td>
                <td align="center" valign="middle">61.68</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">7.58</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">10</td>
                <td align="center" valign="middle">61.69</td>
                <td align="center" valign="middle">63.13</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">7.66</td>
                <td align="center" valign="middle">0.25</td>
              </tr>
              <tr>
                <td align="center" valign="middle">11</td>
                <td align="center" valign="middle">58.76</td>
                <td align="center" valign="middle">60.36</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">8.48</td>
                <td align="center" valign="middle">0.16</td>
              </tr>
              <tr>
                <td align="center" valign="middle">12</td>
                <td align="center" valign="middle">61.63</td>
                <td align="center" valign="middle">62.94</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">6.96</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">13</td>
                <td align="center" valign="middle">63.77</td>
                <td align="center" valign="middle">64.71</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">5.03</td>
                <td align="center" valign="middle">0.12</td>
              </tr>
              <tr>
                <td align="center" valign="middle">14</td>
                <td align="center" valign="middle">54.22</td>
                <td align="center" valign="middle">54.72</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">6.74</td>
                <td align="center" valign="middle">0.10</td>
              </tr>
              <tr>
                <td align="center" valign="middle">15</td>
                <td align="center" valign="middle">60.95</td>
                <td align="center" valign="middle">62.19</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">6.56</td>
                <td align="center" valign="middle">0.10</td>
              </tr>
              <tr>
                <td align="center" valign="middle">16</td>
                <td align="center" valign="middle">61.56</td>
                <td align="center" valign="middle">62.73</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">6.21</td>
                <td align="center" valign="middle">0.10</td>
              </tr>
              <tr>
                <td align="center" valign="middle">17</td>
                <td align="center" valign="middle">57.80</td>
                <td align="center" valign="middle">59.42</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">8.56</td>
                <td align="center" valign="middle">0.16</td>
              </tr>
              <tr>
                <td align="center" valign="middle">18</td>
                <td align="center" valign="middle">60.99</td>
                <td align="center" valign="middle">62.81</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">8.03</td>
                <td align="center" valign="middle">0.14</td>
              </tr>
              <tr>
                <td align="center" valign="middle">19</td>
                <td align="center" valign="middle">58.86</td>
                <td align="center" valign="middle">60.21</td>
                <td align="center" valign="middle">4.8</td>
                <td align="center" valign="middle">2.50</td>
                <td align="center" valign="middle">11.35</td>
                <td align="center" valign="middle">0.59</td>
              </tr>
              <tr>
                <td align="center" valign="middle" style="border-bottom:solid thin">20</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">63.68</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">64.55</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">4.8</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">2.50</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">9.12</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">0.61</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Correlation Analysis: The correlation coefficient between porosity and permeability is 0.5946, indicating that there is a moderate positive correlation between them. Porosity and permeability exhibit an exponential relationship: &#x3C6; = 0.0206ln(K) + 0.1159 (<xref ref-type="fig" rid="fig-1">Fig. 1</xref>).</p>
        <fig id="fig-1">
          <label>Figure 1</label>
          <caption>
            <p>Correlation between permeability and porosity.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-1.tif"/>
        </fig>
      </sec>
      <sec id="s2_3">
        <label>2.3</label>
        <title>Evaluation of Lithological Analysis Results</title>
        <p>Porosity and permeability are two key parameters for evaluating the reservoir capacity of rock and the fluid mobility within it. Porosity represents the proportion of space in reservoir rock not occupied by solid particles, influencing seepage characteristics; while permeability serves as an indicator of a reservoir rock&#x2019;s ability to allow fluid passage, making it crucial for assessing reservoir fluidity. Based on the aforementioned lithological analysis, the core samples used in this experiment are low-permeability cores, which are highly significant for simulating actual low-permeability reservoir conditions.</p>
      </sec>
      <sec id="s2_4">
        <label>2.4</label>
        <title>Experimental Procedure</title>
        <p>The experimental flowchart is shown in <xref ref-type="fig" rid="fig-2">Fig. 2</xref>. When investigating key ion interactions, the total salinity of the salt solution is fixed at 1000 mg&#xB7;L<sup>&#x2212;1</sup>. The ion concentration of key ions (using K<sup>+</sup> as an example) is controlled by adjusting the mass ratio of KCl to NaCl. For instance, 0.2 KCl indicates that 20% of the solute is KCl, while 0.4 KCl indicates 40% KCl and 60% NaCl in the solute.</p>
        <fig id="fig-2">
          <label>Figure 2</label>
          <caption>
            <p>Experimental flowchart.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-2.tif"/>
        </fig>
        <sec id="s2_4_1">
          <label>2.4.1</label>
          <title>Imbibition Experiment</title>
          <p>Rock cores were saturated by vacuum-pressurization using 99.99% pure nitrogen as the working medium. Gas permeability and porosity values were measured using a QTS-2 gas permeability tester and a KXD-2 gas porosity tester.</p>
          <p>Natural reservoir cores were degreased, dried, and evacuated. Saturated standard cores were suspended beneath a high-precision electronic balance, fully immersed in aqueous solutions of varying salinity levels, ion compositions, and ion concentration without contacting the beaker base (<xref ref-type="fig" rid="fig-3">Fig. 3</xref>). The spontaneous water absorption process was continuously recorded by monitoring real-time mass changes on the balance. To systematically investigate the continuous influence of injected water salinity on imbibition behavior, the salinity levels of the injected water in this study were set at 50,000 mg&#xB7;L<sup>&#x2212;1</sup>, 30,000 mg&#xB7;L<sup>&#x2212;1</sup>, 10,000 mg&#xB7;L<sup>&#x2212;1</sup>, 7000 mg&#xB7;L<sup>&#x2212;1</sup>, 5000 mg&#xB7;L<sup>&#x2212;1</sup>, 3000 mg&#xB7;L<sup>&#x2212;1</sup>, and 1000 mg&#xB7;L<sup>&#x2212;1</sup> were used for rock core imbibition experiments, with each group replicated twice, and the final results were averaged to minimize error. During the experiments, a thermostatically controlled sealed container maintained ambient temperature, and an anti-evaporation oil layer was applied to minimize interference. The crude oil replacement rate from the self-permeation imbibition tests was analyzed using replacement rate versus time curves.</p>
          <fig id="fig-3">
            <label>Figure 3</label>
            <caption>
              <p>Physical experiment diagram of core imbibition experiment.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-3.tif"/>
          </fig>
        </sec>
        <sec id="s2_4_2">
          <label>2.4.2</label>
          <title>Interfacial Tension Experiment</title>
          <p>At room temperature, the interfacial tension between aqueous solutions of varying salinity levels and ion concentration and reservoir crude oil was measured using an SDT-KRUSS rotary drop interfacial tension tester (<xref ref-type="fig" rid="fig-4">Fig. 4</xref>). The density difference between the oil and water phases was 0.2 g&#xB7;cm<sup>&#x2212;3</sup>. Using a micro syringe, 1&#x2013;2 &#x3BC;L of oil was drawn and injected into the center of the capillary tube. The tube was placed in the instrument, and the sample chamber temperature was stabilized at 30&#xB0;C. Activate the temperature control system to ensure constant temperature throughout the experiment, eliminating the influence of temperature fluctuations. Set the rotation speed to 5000 r/min. Record data at 3-min intervals. Each experimental run lasted 30 min. At least three measurements were taken for each sample group, and the average value was recorded.</p>
          <fig id="fig-4">
            <label>Figure 4</label>
            <caption>
              <p>Interfacial tension tester.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-4.tif"/>
          </fig>
        </sec>
        <sec id="s2_4_3">
          <label>2.4.3</label>
          <title>Contact Angle Experiment</title>
          <p>Contact angle measurements were performed using a contact angle measuring instrument with the static sessile drop method (<xref ref-type="fig" rid="fig-5">Fig. 5</xref>). Glass slides were cut to appropriate dimensions, immersed in crude oil containers, and placed in a 70&#xB0;C water bath for aging. After 5 days of aging, the initial contact angle was measured. Subsequently, the slides were immersed in each solution for 50 h, and the contact angle was measured. Each experimental group underwent repeated measurements, and the average value was calculated to ensure the accuracy of the experimental results.</p>
          <fig id="fig-5">
            <label>Figure 5</label>
            <caption>
              <p>Contact angle measuring instrument.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-5.tif"/>
          </fig>
        </sec>
      </sec>
    </sec>
    <sec id="s3">
      <label>3</label>
      <title>Effect of Salinity on Wettability</title>
      <sec id="s3_1">
        <label>3.1</label>
        <title>Effect of Salinity on Imbibition Oil Recovery</title>
        <sec id="s3_1_1">
          <label>3.1.1</label>
          <title>Effect of Salinity</title>
          <p>Under identical conditions, cores that have undergone vacuum treatment and reached a saturated oil state serve as experimental specimens. The objective is to minimize any physical property changes or chemical composition alterations that could potentially affect the final experimental results due to external factors throughout the entire experimental process. This ensures that the experimental outcomes accurately and reliably reflect the actual effectiveness of low-salinity brine in enhancing fluid replacement rates.</p>
          <p>In the experimental design, formation water with varying degrees of salinity was selected as the experimental medium. Specifically, concentrations of 50,000 mg&#xB7;L<sup>&#x2212;1</sup>, 30,000 mg&#xB7;L<sup>&#x2212;1</sup>, 10,000 mg&#xB7;L<sup>&#x2212;1</sup>, 7000 mg&#xB7;L<sup>&#x2212;1</sup>, 5000 mg&#xB7;L<sup>&#x2212;1</sup>, 3000 mg&#xB7;L<sup>&#x2212;1</sup>, and 1000 mg&#xB7;L<sup>&#x2212;1</sup>. Seven water samples were used for the core&#x2019;s imbibition experiment. This series of salinities was selected to comprehensively cover potential geological conditions, enabling more accurate assessment of low-salinity brine efficacy under varying scenarios. To further enhance the accuracy and reliability of the experimental results, a replication strategy was adopted. For each experimental condition, two independent experimental runs were conducted. In the final data analysis, the average of these two sets of results was taken as the definitive data for that condition. This approach effectively minimized the impact of random errors on the experimental outcomes. Through the aforementioned experimental process, curves depicting the evolution of fluid replacement rates over time under varying salinity conditions were successfully obtained (<xref ref-type="fig" rid="fig-6">Fig. 6</xref>).</p>
          <fig id="fig-6">
            <label>Figure 6</label>
            <caption>
              <p>Comparison of fluid replacement rates under different salinity conditions.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-6.tif"/>
          </fig>
          <p>By comparing fluid replacement rates under different salinity levels, the following conclusions were drawn: Low salinity significantly enhances fluid replacement in imbibition-driven oil recovery, with core imbibition completing its reaction around day 4. Low-salinity system (&lt;5000 ppm): The rate surged sharply within the initial 5&#x2013;10 h of reaction, exhibiting a significantly steeper slope than the high-salinity group. This phase was dominated by ion exchange, where low-salinity water replaced high-valent cations adsorbed on the rock surface, triggering expansion of the double electric layer thickness and enhancing the negative charge on the rock surface. This led to rapid contraction of the three-phase contact line between crude oil, water, and rock. High-salinity systems (&gt;10,000 ppm): The rate increases gradually and then exhibits exponential decay, indicating that the compressive effect of high-valent cations on the double electric layer suppresses wettability reversal. Under conditions of 50,000, 30,000, 10,000, 7000, 5000, 3000, and 1000 mg&#xB7;L<sup>&#x2212;1</sup>, crude oil fluid replacement rates were 21.62%, 36.62%, 42.59%, 41.22%, 41.47%, 48.64%, and 52.66%, respectively. The fluid replacement rate at 1000 mg&#xB7;L<sup>&#x2212;1</sup> was significantly higher than that at 50,000 mg&#xB7;L<sup>&#x2212;1</sup>, indicating that as the salinity of the brine further decreased, the core fluid replacement rate increased. When the salinity was reduced to 1000 mg&#xB7;L<sup>&#x2212;1</sup>, the final core fluid replacement rate reached 52.66%. The experimental results above demonstrate that low-salinity injection water holds potential for enhancing fluid replacement rates. Specifically, adjusting formation water salinity can significantly improve crude oil replacement efficiency.</p>
        </sec>
        <sec id="s3_1_2">
          <label>3.1.2</label>
          <title>Effects of Key Ion</title>
          <p>The salinityof brine by imbibition for core samples was uniformly set at 1000 mg&#xB7;L<sup>&#x2212;1</sup>, ensuring consistent experimental salinity levels. A 1000 mg&#xB7;L<sup>&#x2212;1</sup> NaCl solution was also prepared as a control group. Comparisons were made between solutions with identical salinity but differing ionic compositions (K<sup>+</sup>, Ca<sup>2+</sup>, Mg<sup>2+</sup>, HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, SO<sub>4</sub><sup>2&#x2212;</sup>) and between solutions sharing the same salinity but varying ion concentrations. The resulting fluid replacement rate versus time curves for each ion type and concentration at the same salinity are shown in the figure. Significant differences in the final fluid replacement rate were observed during the core&#x2019;s imbibition process.</p>
          <p>Compared to a 1000 mg&#xB7;L<sup>&#x2212;1</sup> NaCl solution, adding 0.2 mol K<sup>+</sup>, 0.2 mol Ca<sup>2+</sup>, 0.2 mol Mg<sup>2+</sup>, 0.2 mol HCO<sub>3</sub><sup>&#x2212;</sup>, 0.2 mol CO<sub>3</sub><sup>2&#x2212;</sup>, and 0.2 mol SO<sub>4</sub><sup>2&#x2212;</sup> at the same salinity significantly increased the core self-percolation fluid displacement rate significantly increased the fluid replacement rate in the core. When 0.2 mol K<sup>+</sup> was added to the imbibition solution, the final fluid replacement rate in the core reached 42.66%. When 0.2 mol Mg<sup>2+</sup> was added to the imbibition solution, the final fluid replacement rate in the core reached 68.38%. When 0.2 mol Ca<sup>2+</sup> was added to the imbibition solution, the final fluid replacement rate of the core was 40.71% (<xref ref-type="fig" rid="fig-7">Fig. 7</xref>).</p>
          <fig id="fig-7">
            <label>Figure 7</label>
            <caption>
              <p>Comparison of fluid replacement rates for different cations.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-7.tif"/>
          </fig>
          <p>As the concentrations of K<sup>+</sup>, Ca<sup>2+</sup>, and Mg<sup>2+</sup> in the brine decreased, a distinct upward trend in the core&#x2019;s imbibition fluid replacement rate was observed. Specifically, when the K<sup>+</sup> concentration in the brine decreased from 0.4 mol/L to 0.2 mol/L, the core&#x2019;s imbibition fluid replacement rate increased significantly from 37.45% to 42.66%. When the Ca<sup>2+</sup> concentration in the brine decreased from 0.4 mol/L to 0.2 mol/L, the imbibition fluid replacement rate of the core also increased from 36.44% to 40.71%. More notably, reducing the Mg<sup>2+</sup> concentration in the brine from 0.4 mol/L to 0.2 mol/L substantially increased the core&#x2019;s imbibition fluid replacement rate from 51.47% to 68.38%. Lower ion concentrations in brine are not necessarily better, as the imbibition fluid replacement rate in the core was lower at only 37.37% in a 1000 ppm NaCl solution without any additional ions added (<xref ref-type="fig" rid="fig-8">Fig. 8</xref>).</p>
          <fig id="fig-8">
            <label>Figure 8</label>
            <caption>
              <p>Comparison of fluid replacement rates at different cation concentrations.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-8.tif"/>
          </fig>
          <p>When 0.2 mol HCO<sub>3</sub><sup>&#x2212;</sup>, 0.2 mol CO<sub>3</sub><sup>2&#x2212;</sup>, and 0.2 mol SO<sub>4</sub><sup>2&#x2212;</sup> were added to the imbibition solution, the final fluid replacement rates of the core were 51.60%, 41.98%, and 79.44%, respectively. It can be concluded that adding cations and anions of different valences at the same concentration can enhance the self-imbibition fluid replacement rate of the core. Among these, Mg<sup>2+</sup> and SO<sub>4</sub><sup>2&#x2212;</sup> have a particularly pronounced effect on the self-imbibition fluid replacement rate of low-salinity cores (<xref ref-type="fig" rid="fig-9">Fig. 9</xref>).</p>
          <fig id="fig-9">
            <label>Figure 9</label>
            <caption>
              <p>Comparison of fluid replacement rates for different anions.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-9.tif"/>
          </fig>
          <p>Regarding anions, changes in the concentrations of HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, and SO<sub>4</sub><sup>2&#x2212;</sup> also influenced the core&#x2019;s imbibition fluid replacement rate. When the concentrations of these anions decreased from 0.4 mol/L to 0.2 mol/L, the core&#x2019;s imbibition fluid replacement rate increased to varying degrees. Specifically, a decrease in HCO<sub>3</sub><sup>&#x2212;</sup> concentration resulted in a 15.77% increase in core imbibition fluid replacement rate, a reduction in CO<sub>3</sub><sup>2&#x2212;</sup> concentration led to a 1.18% increase, and a decrease in SO<sub>4</sub><sup>2&#x2212;</sup> concentration caused a 15.32% increase in the core&#x2019;s imbibition fluid replacement rate. The results indicate that changes in ion concentration in brine significantly affect the fluid replacement rate during core imbibition (<xref ref-type="fig" rid="fig-10">Fig. 10</xref>).</p>
          <fig id="fig-10">
            <label>Figure 10</label>
            <caption>
              <p>Comparison of fluid replacement rates at different anion concentrations.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-10.tif"/>
          </fig>
          <p>During the experiment, the variation of imbibition fluid replacement rate in the core over time was meticulously recorded and analyzed under different brine ion compositions. These curves clearly reveal that the rate of increase in fluid replacement within the core exhibits an initial rapid phase followed by a gradual slowdown, ultimately stabilizing at a steady state. Specifically, during the initial imbibition phase, the sorption fluid replacement rate increases rapidly due to the strong interaction between brine ions and the rock surface, driven by significant differences in surface wettability. However, as time progresses, this interaction gradually weakens, causing the sorption fluid replacement rate to slow down until it reaches a relatively stable level.</p>
          <p>With the gradual decrease in the ion concentration in the brine, including K<sup>+</sup>, Ca<sup>2+</sup>, Mg<sup>2+</sup>, and anions HCO<sub>3</sub><sup>&#x2212;</sup>, CO<sub>3</sub><sup>2&#x2212;</sup>, and SO<sub>4</sub><sup>2&#x2212;</sup>, the imbibition fluid replacement rate in the core samples exhibits a distinct upward trend (<xref ref-type="fig" rid="fig-11">Fig. 11</xref>).</p>
          <fig id="fig-11">
            <label>Figure 11</label>
            <caption>
              <p>Bar chart of fluid replacement rates under different ion type conditions.</p>
            </caption>
            <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-11.tif"/>
          </fig>
        </sec>
      </sec>
      <sec id="s3_2">
        <label>3.2</label>
        <title>Effect of Ions on Interfacial Tension</title>
        <p>Salt ions enhance the polarity of water, reducing the affinity between oil molecules and water, thereby increasing the intermolecular interaction energy at the interface. This mechanism primarily stems from the ion polarization effect and the strengthening of the aqueous phase structure. The introduction of salt ions enhances the polarity of the aqueous phase while weakening the affinity between molecules at the oil-water interface. This leads to tighter molecular packing at the interface and increased interaction energy. Specifically, low concentrations of salt ions slightly reduce water&#x2019;s dielectric constant while promoting the formation of locally ordered water molecule structures through hydration, further intensifying the tendency for phase separation. Interfacial tension and fluid displacement rate under different experimental conditions are shown in the tables (<xref ref-type="table" rid="table-2">Table 2</xref> and <xref ref-type="table" rid="table-3">Table 3</xref>). Comparing data at 1000, 3000, 5000, 7000, 10,000, 30,000, and 500,000 mg&#xB7;L<sup>&#x2212;1</sup> concentrations, interfacial tension exhibits a nonlinear trend of first decreasing and then increasing with decreasing salinity. Specifically: Low salinity range (1000&#x2013;7000 mg&#xB7;L<sup>&#x2212;1</sup>): Interfacial tension significantly decreased from 17.78 mN/m to 6.65 mN/m (<xref ref-type="fig" rid="fig-12">Fig. 12</xref>). Here, increased ion concentration in the solution weakens the double layer compression effect, reducing electrostatic repulsion at the oil-water interface. This promotes tighter molecular packing at the interface, lowering interfacial energy.</p>
        <p>High salinity range (10,000&#x2013;30,000 mg&#xB7;L<sup>&#x2212;1</sup>): Tension further increases from 15.91 mN/m to 28.47 mN/m. Excessively high ion concentration causes excessive compression of the double layer, enhancing interfacial rigidity. Concurrently, the hydration effect and increased polarity of ions structure the aqueous phase, hindering oil phase dispersion. Additionally, highly charged ions reorganize the interface through strong adsorption and ion bridging, ultimately elevating interfacial tension.</p>
        <table-wrap id="table-2">
          <label>Table 2</label>
          <caption>
            <p>Interfacial tension values at different salinity degrees and fluid replacement rates.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Core Number</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Porosity/%</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Permeability/mD</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Experimental Project</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Interfacial Tension (mN/m)</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Fluid Replacement Rate/%</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td align="center" valign="middle">1</td>
                <td align="center" valign="middle">7.99</td>
                <td align="center" valign="middle">0.14</td>
                <td align="center" valign="middle">50,000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">17.04</td>
                <td align="center" valign="middle">21.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle">2</td>
                <td align="center" valign="middle">9.55</td>
                <td align="center" valign="middle">0.14</td>
                <td align="center" valign="middle">30,000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">28.47</td>
                <td align="center" valign="middle">36.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle">3</td>
                <td align="center" valign="middle">8.48</td>
                <td align="center" valign="middle">0.16</td>
                <td align="center" valign="middle">10,000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">15.91</td>
                <td align="center" valign="middle">42.5</td>
              </tr>
              <tr>
                <td align="center" valign="middle">4</td>
                <td align="center" valign="middle">11.27</td>
                <td align="center" valign="middle">0.17</td>
                <td align="center" valign="middle">7000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">6.65</td>
                <td align="center" valign="middle">41.2</td>
              </tr>
              <tr>
                <td align="center" valign="middle">5</td>
                <td align="center" valign="middle">9.57</td>
                <td align="center" valign="middle">0.49</td>
                <td align="center" valign="middle">5000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">10.56</td>
                <td align="center" valign="middle">41.4</td>
              </tr>
              <tr>
                <td align="center" valign="middle">6</td>
                <td align="center" valign="middle">9.60</td>
                <td align="center" valign="middle">0.21</td>
                <td align="center" valign="middle">3000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">17.78</td>
                <td align="center" valign="middle">48.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle">7</td>
                <td align="center" valign="middle">11.59</td>
                <td align="center" valign="middle">0.41</td>
                <td align="center" valign="middle">1000 mg&#xB7;L<sup>&#x2212;1</sup></td>
                <td align="center" valign="middle">14.61</td>
                <td align="center" valign="middle">52.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle" style="border-bottom:solid thin">8</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">11.38</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">0.14</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">1000NaCl</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">5.00</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">37.3</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap id="table-3">
          <label>Table 3</label>
          <caption>
            <p>Interfacial tension values and fluid replacement rates for different ion types and concentrations.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Core Number</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Porosity/%</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Permeability/mD</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Experimental Project</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Interfacial Tension (mN/m)</th>
                <th align="center" valign="middle" style="border-bottom:solid thin;border-top:solid thin">Fluid Replacement Rate/%</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td align="center" valign="middle">9</td>
                <td align="center" valign="middle">11.42</td>
                <td align="center" valign="middle">0.14</td>
                <td align="center" valign="middle">0.2K<sup>+</sup></td>
                <td align="center" valign="middle">23.73</td>
                <td align="center" valign="middle">42.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle">10</td>
                <td align="center" valign="middle">7.66</td>
                <td align="center" valign="middle">0.25</td>
                <td align="center" valign="middle">0.4K<sup>+</sup></td>
                <td align="center" valign="middle">18.84</td>
                <td align="center" valign="middle">37.4</td>
              </tr>
              <tr>
                <td align="center" valign="middle">11</td>
                <td align="center" valign="middle">8.48</td>
                <td align="center" valign="middle">0.16</td>
                <td align="center" valign="middle">0.2Ca<sup>2+</sup></td>
                <td align="center" valign="middle">25.34</td>
                <td align="center" valign="middle">40.7</td>
              </tr>
              <tr>
                <td align="center" valign="middle">12</td>
                <td align="center" valign="middle">6.96</td>
                <td align="center" valign="middle">0.14</td>
                <td align="center" valign="middle">0.4Ca<sup>2+</sup></td>
                <td align="center" valign="middle">13.9</td>
                <td align="center" valign="middle">36.4</td>
              </tr>
              <tr>
                <td align="center" valign="middle">13</td>
                <td align="center" valign="middle">5.03</td>
                <td align="center" valign="middle">0.12</td>
                <td align="center" valign="middle">0.2Mg<sup>2+</sup></td>
                <td align="center" valign="middle">14.96</td>
                <td align="center" valign="middle">68.3</td>
              </tr>
              <tr>
                <td align="center" valign="middle">14</td>
                <td align="center" valign="middle">2.7</td>
                <td align="center" valign="middle">0.10</td>
                <td align="center" valign="middle">0.4Mg<sup>2+</sup></td>
                <td align="center" valign="middle">23.46</td>
                <td align="center" valign="middle">51.4</td>
              </tr>
              <tr>
                <td align="center" valign="middle">15</td>
                <td align="center" valign="middle">6.56</td>
                <td align="center" valign="middle">0.10</td>
                <td align="center" valign="middle">0.2HCO<sub>3</sub><sup>&#x2212;</sup></td>
                <td align="center" valign="middle">16.51</td>
                <td align="center" valign="middle">51.6</td>
              </tr>
              <tr>
                <td align="center" valign="middle">16</td>
                <td align="center" valign="middle">6.21</td>
                <td align="center" valign="middle">0.10</td>
                <td align="center" valign="middle">0.4HCO<sub>3</sub><sup>&#x2212;</sup></td>
                <td align="center" valign="middle">15.94</td>
                <td align="center" valign="middle">35.8</td>
              </tr>
              <tr>
                <td align="center" valign="middle">17</td>
                <td align="center" valign="middle">8.56</td>
                <td align="center" valign="middle">0.16</td>
                <td align="center" valign="middle">0.2CO<sub>3</sub><sup>2&#x2212;</sup></td>
                <td align="center" valign="middle">17.87</td>
                <td align="center" valign="middle">41.9</td>
              </tr>
              <tr>
                <td align="center" valign="middle">18</td>
                <td align="center" valign="middle">9.67</td>
                <td align="center" valign="middle">0.14</td>
                <td align="center" valign="middle">0.4CO<sub>3</sub><sup>2&#x2212;</sup></td>
                <td align="center" valign="middle">13.98</td>
                <td align="center" valign="middle">40.8</td>
              </tr>
              <tr>
                <td align="center" valign="middle">19</td>
                <td align="center" valign="middle">7.14</td>
                <td align="center" valign="middle">0.59</td>
                <td align="center" valign="middle">0.2SO<sub>4</sub><sup>2&#x2212;</sup></td>
                <td align="center" valign="middle">12.14</td>
                <td align="center" valign="middle">79.4</td>
              </tr>
              <tr>
                <td align="center" valign="middle" style="border-bottom:solid thin">20</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">9.12</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">0.61</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">0.4SO<sub>4</sub><sup>2&#x2212;</sup></td>
                <td align="center" valign="middle" style="border-bottom:solid thin">17.39</td>
                <td align="center" valign="middle" style="border-bottom:solid thin">64.1</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <fig id="fig-12">
          <label>Figure 12</label>
          <caption>
            <p>Interfacial tension at different salinities.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-12.tif"/>
        </fig>
        <p>By comparing the interfacial tension-fluid replacement rate curves at different salinities (<xref ref-type="fig" rid="fig-13">Fig. 13</xref>), the cation type and concentration-fluid replacement rate curves and the anion-fluid replacement rate curves (<xref ref-type="fig" rid="fig-14">Fig. 14</xref>), it can be concluded that interfacial tension is only one of the key parameters controlling the fluid replacement rate. The relationship between interfacial tension and fluid replacement rate is multi-factorially regulated by ion type and concentration: specifically, in systems with varying salinity levels containing only Cl<sup>&#x2212;</sup> anions alongside both monovalent and divalent cations, solutions with salinity corresponding to an interfacial tension of 15&#x2013;20 mN/m exhibit higher fluid replacement rates. When comparing monovalent and divalent anions and their concentrations in isolation, the anion system aligns more closely with traditional theories that reducing interfacial tension effectively enhances fluid replacement rates. However, when comparing interfacial tension values across different ion types and concentrations, no clear traditional positive correlation with replacement rates emerges. This indicates that cations and complex salinity systems exhibit complex nonlinearity due to wetting interference.</p>
        <fig id="fig-13">
          <label>Figure 13</label>
          <caption>
            <p>Relationship between interfacial tension and fluid replacement rate under different salinity conditions.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-13.tif"/>
        </fig>
        <fig id="fig-14">
          <label>Figure 14</label>
          <caption>
            <p>Relationship between interfacial tension and fluid replacement rate under different ion concentration conditions.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-14.tif"/>
        </fig>
      </sec>
      <sec id="s3_3">
        <label>3.3</label>
        <title>Effect of Ionic Pairs on Contact Angle</title>
        <p>The experiment analyzed the influence of various factors on the interaction between crude oil and water by measuring the contact angle between slides treated with solution aging and crude oil. Experimental results (<xref ref-type="fig" rid="fig-15">Fig. 15</xref>) show that as the solution&#x2019;s salinity decreases, the wetting angle significantly reduces. This phenomenon indicates that when low-salinity water is absorbed, low-valent ions in the solution exchange with high-valent ions originally present in the reservoir. This enhances the negative charge at the interfaces between the core and water, as well as between crude oil and water. Organic polar substances originally adsorbed onto rock surfaces via physical or chemical interactions, along with organometallic complexes tightly bound to high-valent cations, gradually detach from the rock surface. This ultimately triggers a reversal in rock wettability, shifting from oil-wetting to water-wetting.</p>
        <fig id="fig-15">
          <label>Figure 15</label>
          <caption>
            <p>Relationship between parameters under different salinity conditions.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-15.tif"/>
        </fig>
        <p>Different ionic compositions and concentrations reveal that in low-concentration anionic solutions (<xref ref-type="fig" rid="fig-16">Fig. 16</xref>), 0.2SO<sub>4</sub><sup>2&#x2212;</sup> exhibits optimal performance with the lowest contact angle of 60&#xB0; and the highest fluid replacement rate reaching 79.44%. HCO<sub>3</sub><sup>&#x2212;</sup> and CO<sub>3</sub><sup>2&#x2212;</sup> exhibit lower contact angles of 58&#xB0; and 60&#xB0; at low concentrations, but these angles rebound to 63&#xB0; and 68&#xB0; at high concentrations. This increase in pH at high concentrations inhibits hydrophilicity improvement. Among low-concentration cation solutions, Mg<sup>2+</sup> performs best, achieving the lowest contact angle of 65&#xB0; and a fluid replacement rate of 68.38%. Generally, as the ion concentration of a specific ion gradually increases, a corresponding decrease in contact angle is observed. This change subsequently affects the fluid replacement rate, which progressively decreases as the contact angle diminishes. When measuring surface contact angles by immersing glass slides in saline solutions with varying ionic compositions while maintaining constant salinity, significant differences in the obtained data are evident. Notably, under conditions where the saltwater salinity was set at 1000 mg&#xB7;L<sup>&#x2212;1</sup>, the contact angle measured after adding Mg<sup>2+</sup> to the saltwater reached its minimum value. Adding NaCl to the saltwater resulted in a contact angle of 75&#xB0;, which was at a relatively moderate level. Adding K<sup>+</sup> solution yielded the maximum contact angle measured, clearly revealing the specific influence of different ions on the contact angle.</p>
        <fig id="fig-16">
          <label>Figure 16</label>
          <caption>
            <p>Relationship between parameters under different ion concentrations.</p>
          </caption>
          <graphic mimetype="image" mime-subtype="tif" xlink:href="TSP_FDMP_73775-fig-16.tif"/>
        </fig>
      </sec>
    </sec>
    <sec id="s4">
      <label>4</label>
      <title>Conclusion</title>
      <p>
<list list-type="order">
<list-item>
<label>(1)</label>
  <p>Imbibition experiments on rock cores indicate that the salinity of injected water significantly affects fluid replacement rates. When the injected water salinity decreased from 50,000 mg&#xB7;L<sup>&#x2212;1</sup> to 1000 mg&#xB7;L<sup>&#x2212;1</sup>, the fluid replacement rate exhibited notable changes compared to higher salinity water, particularly when the injected water salinity was below 5000 mg&#xB7;L<sup>&#x2212;1</sup>. Therefore, adjusting the salinity of injection water can enhance fluid replacement rates in practical reservoir operations.</p>
</list-item>
<list-item>
<label>(2)</label>
  <p>The relationship between interfacial tension and fluid replacement rate is multi-regulated by ion type and concentration. When the total salinity of the injected water is below 5000 mg&#xB7;L<sup>&#x2212;1</sup>, interfacial tension decreases nonlinearly with decreasing salinity, significantly improving imbibition efficiency. The anionic system better aligns with traditional theories that reducing interfacial tension effectively enhances fluid replacement rate. In contrast, cationic and composite salinity systems exhibit complex nonlinearity due to wetting interference.</p>
</list-item>
<list-item>
<label>(3)</label>
  <p>Compared to other ions, Mg<sup>2+</sup> exhibits particularly outstanding exchange capacity, more effectively replacing crude oil components from rock surfaces to exfoliate the oil. SO<sub>4</sub><sup>2&#x2212;</sup> enhances fluid replacement by increasing interfacial negative charge. However, neither Mg<sup>2+</sup> among cations nor SO<sub>4</sub><sup>2&#x2212;</sup> among anions guarantees better oil replacement with higher ion concentration.</p>
</list-item>
</list></p>
    </sec>
    <sec id="s5">
      <label>5</label>
      <title>Future Research Directions</title>
      <p>Although this study has made some progress in investigating waterflood efficiency in low-permeability reservoirs, several issues warrant further exploration in future research:
<list list-type="order">
<list-item>
<label>1.</label>
  <p>Investigate the influence of low-salinity water (LSW) from a molecular modeling perspective to provide a microscopic explanation for the mechanism by which LSW enhances recovery rates.</p>
</list-item>
<list-item>
<label>2.</label>
  <p>Reservoir damage under waterflooding conditions cannot be overlooked; consider employing artificial intelligence for evaluating reservoir damage [<xref ref-type="bibr" rid="ref-28">28</xref>].</p>
</list-item>
</list></p>
    </sec>
  </body>
  <back>
    <ack>
      <p>Authors gratefully acknowledge the support from the National Natural Science Foundation of China (Grant No. 52374038 and U23B2089) and the Innovation Capability Support Program of Shaanxi (Program No. 2024ZC-KJXX-064).</p>
    </ack>
    <sec>
      <title>Funding Statement</title>
      <p>This work was supported by the National Natural Science Foundation of China (Grant Nos. 52374038 and U23B2089) and Innovation Capability Support Program of Shaanxi (Program No. 2024ZC-KJXX-064).</p>
    </sec>
    <sec>
      <title>Author Contributions</title>
      <p>Xiong Liu: Writing&#x2014;review &amp; editing, Writing&#x2014;original draft, Supervision, Investigation, Funding acquisition. Yueqi Cui: Writing&#x2014;original draft. Yirui Ren: Writing&#x2014;data curation. Lingxuan Peng: Supervision. Yuchan Cheng, Zhiyuan Du: Methodology. Yu Chen: Formal analysis. Lishan Cao: Visualization. All authors reviewed the results and approved the final version of the manuscript.</p>
    </sec>
    <sec sec-type="data-availability">
      <title>Availability of Data and Materials</title>
      <p>The data and materials used in this study are available from the corresponding author upon reasonable request.</p>
    </sec>
    <sec>
      <title>Ethics Approval</title>
      <p>All experimental procedures in this study adhered to safety protocols, and the research strictly complied with environmental protection guidelines.</p>
    </sec>
    <sec sec-type="COI-statement">
      <title>Conflicts of Interest</title>
      <p>The authors declare no conflicts of interest to report regarding the present study.</p>
    </sec>
    <ref-list content-type="authoryear">
      <title>References</title>
      <ref id="ref-1">
        <label>1.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Radwan</surname> 
<given-names>AE</given-names>
</string-name>, 
<string-name>
<surname>Yin</surname> 
<given-names>S</given-names>
</string-name>, 
<string-name>
<surname>Hakimi</surname> 
<given-names>MH</given-names>
</string-name>, 
<string-name>
<surname>Li</surname> 
<given-names>H</given-names>
</string-name></person-group>. 
<article-title>Petroleum geology of conventional and unconventional resources: introduction</article-title>. 
<source>Geol J</source>. 
<year>2023</year>;
<volume>58</volume>(
<issue>11</issue>):
<fpage>3965</fpage>&#x2013;
<lpage>9</lpage>. 
doi:<pub-id pub-id-type="doi">10.1002/gj.4898</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-2">
        <label>2.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Tao</surname> 
<given-names>S</given-names>
</string-name></person-group>. 
<article-title>Exploration and development of unconventional oil and gas resources: latest advances and prospects</article-title>. 
<source>Energies</source>. 
<year>2025</year>;
<volume>18</volume>(
<issue>15</issue>):
<fpage>3933</fpage>. 
doi:<pub-id pub-id-type="doi">10.3390/en18153933</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-3">
        <label>3.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Gharavi</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Abbas</surname> 
<given-names>KA</given-names>
</string-name>, 
<string-name>
<surname>Hassan</surname> 
<given-names>MG</given-names>
</string-name>, 
<string-name>
<surname>Haddad</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Ghoochaninejad</surname> 
<given-names>H</given-names>
</string-name>, 
<string-name>
<surname>Alasmar</surname> 
<given-names>R</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Unconventional reservoir characterization and formation evaluation: a case study of a tight sandstone reservoir in west Africa</article-title>. 
<source>Energies</source>. 
<year>2023</year>;
<volume>16</volume>(
<issue>22</issue>):
<fpage>7572</fpage>. 
doi:<pub-id pub-id-type="doi">10.3390/en16227572</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-4">
        <label>4.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Hu</surname> 
<given-names>Q</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>BJ</given-names>
</string-name>, 
<string-name>
<surname>Chen</surname> 
<given-names>C</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Wang</surname> 
<given-names>X</given-names>
</string-name>, 
<string-name>
<surname>Qu</surname> 
<given-names>DB</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Research and application of economic evaluation methods for unconventional oil and gas development</article-title>. 
<source>China Petrol Explor</source>. 
<year>2025</year>;
<volume>30</volume>(
<issue>1</issue>):
<fpage>180</fpage>&#x2013;
<lpage>92</lpage>. 
<comment>(In Chinese)</comment>. 

        </mixed-citation>
    </ref>
      <ref id="ref-5">
        <label>5.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Lai</surname> 
<given-names>F</given-names>
</string-name>, 
<string-name>
<surname>Li</surname> 
<given-names>Z</given-names>
</string-name>, 
<string-name>
<surname>Fu</surname> 
<given-names>Y</given-names>
</string-name>, 
<string-name>
<surname>Adenutsi</surname> 
<given-names>CD</given-names>
</string-name></person-group>. 
<article-title>Investigating the effects of pore-structure characteristics on porosity and absolute permeability for unconventional reservoirs</article-title>. 
<source>Energy Fuels</source>. 
<year>2021</year>;
<volume>35</volume>(
<issue>1</issue>):
<fpage>690</fpage>&#x2013;
<lpage>701</lpage>. 
doi:<pub-id pub-id-type="doi">10.1021/acs.energyfuels.0c03152</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-6">
        <label>6.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Yang</surname> 
<given-names>J</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>J</given-names>
</string-name>, 
<string-name>
<surname>Ji</surname> 
<given-names>Y</given-names>
</string-name>, 
<string-name>
<surname>Lv</surname> 
<given-names>W</given-names>
</string-name>, 
<string-name>
<surname>Wu</surname> 
<given-names>H</given-names>
</string-name>, 
<string-name>
<surname>He</surname> 
<given-names>Z</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Pore structure characteristics and controlling factors of a tight sandstone reservoir in the Paleogene shahejie formation, nanpu sag, Bohai Bay Basin, China</article-title>. 
<source>ACS Omega</source>. 
<year>2022</year>;
<volume>7</volume>(
<issue>2</issue>):
<fpage>1740</fpage>&#x2013;
<lpage>56</lpage>. 
doi:<pub-id pub-id-type="doi">10.1021/acsomega.1c04573</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-7">
        <label>7.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Aljuboori</surname> 
<given-names>FA</given-names>
</string-name>, 
<string-name>
<surname>Lee</surname> 
<given-names>JH</given-names>
</string-name>, 
<string-name>
<surname>Elraies</surname> 
<given-names>KA</given-names>
</string-name>, 
<string-name>
<surname>Stephen</surname> 
<given-names>KD</given-names>
</string-name></person-group>. 
<article-title>Using low salinity waterflooding to improve oil recovery in naturally fractured reservoirs</article-title>. 
<source>Appl Sci</source>. 
<year>2020</year>;
<volume>10</volume>(
<issue>12</issue>):
<fpage>4211</fpage>. 
doi:<pub-id pub-id-type="doi">10.3390/app10124211</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-8">
        <label>8.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Nande</surname> 
<given-names>SB</given-names>
</string-name>, 
<string-name>
<surname>Patwardhan</surname> 
<given-names>SD</given-names>
</string-name></person-group>. 
<article-title>A review on low salinity waterflooding in carbonates: challenges and future perspective</article-title>. 
<source>J Petrol Explor Prod Technol</source>. 
<year>2022</year>;
<volume>12</volume>(
<issue>4</issue>):
<fpage>1037</fpage>&#x2013;
<lpage>55</lpage>. 
doi:<pub-id pub-id-type="doi">10.1007/s13202-021-01361-5</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-9">
        <label>9.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Gbadamosi</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Patil</surname> 
<given-names>S</given-names>
</string-name>, 
<string-name>
<surname>Al Shehri</surname> 
<given-names>D</given-names>
</string-name>, 
<string-name>
<surname>Kamal</surname> 
<given-names>MS</given-names>
</string-name>, 
<string-name>
<surname>Shakil Hussain</surname> 
<given-names>SM</given-names>
</string-name>, 
<string-name>
<surname>Al-Shalabi</surname> 
<given-names>EW</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Recent advances on the application of low salinity waterflooding and chemical enhanced oil recovery</article-title>. 
<source>Energy Rep</source>. 
<year>2022</year>;
<volume>8</volume>:
<fpage>9969</fpage>&#x2013;
<lpage>96</lpage>. 
doi:<pub-id pub-id-type="doi">10.1016/j.egyr.2022.08.001</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-10">
        <label>10.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Zekri</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Nantongo</surname> 
<given-names>H</given-names>
</string-name>, 
<string-name>
<surname>Boukadi</surname> 
<given-names>F</given-names>
</string-name></person-group>. 
<article-title>The effect of carbonate rock wettability on the performance of low salinity waterflooding: an experimental approach</article-title>. 
<source>J Petrol Explor Prod Technol</source>. 
<year>2021</year>;
<volume>11</volume>(
<issue>12</issue>):
<fpage>4325</fpage>&#x2013;
<lpage>38</lpage>. 
doi:<pub-id pub-id-type="doi">10.1007/s13202-021-01309-9</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-11">
        <label>11.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Sun</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Liu</surname> 
<given-names>Y</given-names>
</string-name></person-group>. 
<article-title>Investigation of the temperature effect on oil-water-rock interaction mechanisms during low-salinity water flooding in tight sandstone reservoirs</article-title>. 
<source>Processes</source>. 
<year>2025</year>;
<volume>13</volume>(
<issue>10</issue>):
<fpage>3135</fpage>. 
doi:<pub-id pub-id-type="doi">10.3390/pr13103135</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-12">
        <label>12.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Tetteh</surname> 
<given-names>JT</given-names>
</string-name>, 
<string-name>
<surname>Veisi</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Brady</surname> 
<given-names>PV</given-names>
</string-name>, 
<string-name>
<surname>Barati Ghahfarokhi</surname> 
<given-names>R</given-names>
</string-name></person-group>. 
<article-title>Surface reactivity analysis of the crude oil-brine-limestone interface for a comprehensive understanding of the low-salinity waterflooding mechanism</article-title>. 
<source>Energy Fuels</source>. 
<year>2020</year>;
<volume>34</volume>(
<issue>3</issue>):
<fpage>2739</fpage>&#x2013;
<lpage>56</lpage>. 
doi:<pub-id pub-id-type="doi">10.1021/acs.energyfuels.9b03664</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-13">
        <label>13.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Maya</surname> 
<given-names>G</given-names>
</string-name>, 
<string-name>
<surname>Carre&#xF1;o Otero</surname> 
<given-names>AL</given-names>
</string-name>, 
<string-name>
<surname>Monares Bueno</surname> 
<given-names>FL</given-names>
</string-name>, 
<string-name>
<surname>Romero Boh&#xF3;rquez</surname> 
<given-names>AR</given-names>
</string-name>, 
<string-name>
<surname>Cort&#xE9;s</surname> 
<given-names>FB</given-names>
</string-name>, 
<string-name>
<surname>Franco</surname> 
<given-names>CA</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Rock-oil-brine dominant mechanisms in smart water flooding</article-title>. 
<source>Energies</source>. 
<year>2023</year>;
<volume>16</volume>(
<issue>4</issue>):
<fpage>2043</fpage>. 
doi:<pub-id pub-id-type="doi">10.3390/en16042043</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-14">
        <label>14.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Al-Saedi</surname> 
<given-names>HN</given-names>
</string-name>, 
<string-name>
<surname>Flori</surname> 
<given-names>RE</given-names>
</string-name></person-group>. 
<article-title>Enhanced oil recovery of low salinity water flooding in sandstone and the role of clay</article-title>. 
<source>Petrol Explor Dev</source>. 
<year>2018</year>;
<volume>45</volume>(
<issue>5</issue>):
<fpage>927</fpage>&#x2013;
<lpage>31</lpage>. 
doi:<pub-id pub-id-type="doi">10.1016/S1876-3804(18)30096-X</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-15">
        <label>15.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Xu</surname> 
<given-names>YL</given-names>
</string-name>, 
<string-name>
<surname>Ma</surname> 
<given-names>QH</given-names>
</string-name>, 
<string-name>
<surname>Chen</surname> 
<given-names>N</given-names>
</string-name>, 
<string-name>
<surname>Liu</surname> 
<given-names>JY</given-names>
</string-name>, 
<string-name>
<surname>Ding</surname> 
<given-names>HN</given-names>
</string-name></person-group>. 
<article-title>Influences of low salinity waterflooding on oil recovery and wettability of the medium and low permeability sandstone</article-title>. 
<source>Contemp Chem Ind</source>. 
<year>2024</year>;
<volume>53</volume>(
<issue>5</issue>):
<fpage>1174</fpage>&#x2013;
<lpage>81</lpage>. 
<comment>(In Chinese)</comment>. 
doi:<pub-id pub-id-type="doi">10.13840/j.cnki.cn21-1457/tq.2024.05.010</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-16">
        <label>16.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Bijani</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Khamehchi</surname> 
<given-names>E</given-names>
</string-name>, 
<string-name>
<surname>Shabani</surname> 
<given-names>M</given-names>
</string-name></person-group>. 
<article-title>Optimization of salinity and composition of injected low salinity water into sandstone reservoirs with minimum scale deposition</article-title>. 
<source>Sci Rep</source>. 
<year>2023</year>;
<volume>13</volume>(
<issue>1</issue>):
<fpage>12991</fpage>. 
doi:<pub-id pub-id-type="doi">10.1038/s41598-023-40067-y</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-17">
        <label>17.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Saeedi Dehaghani</surname> 
<given-names>AH</given-names>
</string-name>, 
<string-name>
<surname>Badizad</surname> 
<given-names>MH</given-names>
</string-name></person-group>. 
<article-title>Impact of ionic composition on modulating wetting preference of calcite surface: implication for chemically tuned water flooding</article-title>. 
<source>Colloids Surf A Physicochem Eng Aspects</source>. 
<year>2019</year>;
<volume>568</volume>:
<fpage>470</fpage>&#x2013;
<lpage>80</lpage>. 
doi:<pub-id pub-id-type="doi">10.1016/j.colsurfa.2019.02.009</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-18">
        <label>18.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Kakati</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Sangwai</surname> 
<given-names>JS</given-names>
</string-name></person-group>. 
<article-title>Wettability alteration of mineral surface during low-salinity water flooding: role of salt type, pure alkanes, and model oils containing polar components</article-title>. 
<source>Energy Fuels</source>. 
<year>2018</year>;
<volume>32</volume>(
<issue>3</issue>):
<fpage>3127</fpage>&#x2013;
<lpage>37</lpage>. 
doi:<pub-id pub-id-type="doi">10.1021/acs.energyfuels.7b03727</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-19">
        <label>19.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Hou</surname> 
<given-names>J</given-names>
</string-name>, 
<string-name>
<surname>Liu</surname> 
<given-names>C</given-names>
</string-name>, 
<string-name>
<surname>Yuan</surname> 
<given-names>X</given-names>
</string-name>, 
<string-name>
<surname>Ma</surname> 
<given-names>L</given-names>
</string-name>, 
<string-name>
<surname>Yan</surname> 
<given-names>H</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>H</given-names>
</string-name>, 
<etal>et al</etal></person-group>. 
<article-title>Influence of ionic composition in aqueous solution on wettability of rock surface-experiment and economics evaluation</article-title>. 
<source>Arab J Chem</source>. 
<year>2023</year>;
<volume>16</volume>(
<issue>5</issue>):
<fpage>104632</fpage>. 
doi:<pub-id pub-id-type="doi">10.1016/j.arabjc.2023.104632</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-20">
        <label>20.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Saw</surname> 
<given-names>RK</given-names>
</string-name>, 
<string-name>
<surname>Mandal</surname> 
<given-names>A</given-names>
</string-name></person-group>. 
<article-title>A mechanistic investigation of low salinity water flooding coupled with ion tuning for enhanced oil recovery</article-title>. 
<source>RSC Adv</source>. 
<year>2020</year>;
<volume>10</volume>(
<issue>69</issue>):
<fpage>42570</fpage>&#x2013;
<lpage>83</lpage>. 
doi:<pub-id pub-id-type="doi">10.1039/d0ra08301a</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-21">
        <label>21.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Meng</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>Y</given-names>
</string-name>, 
<string-name>
<surname>Yuan</surname> 
<given-names>B</given-names>
</string-name>, 
<string-name>
<surname>Li</surname> 
<given-names>Z</given-names>
</string-name>, 
<string-name>
<surname>Zhang</surname> 
<given-names>Y</given-names>
</string-name></person-group>. 
<article-title>Imbibition behavior of oil-saturated rock: implications for enhanced oil recovery in unconventional reservoirs</article-title>. 
<source>Energy Fuels</source>. 
<year>2023</year>;
<volume>37</volume>(
<issue>18</issue>):
<fpage>13759</fpage>&#x2013;
<lpage>68</lpage>. 
doi:<pub-id pub-id-type="doi">10.1021/acs.energyfuels.3c02501</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-22">
        <label>22.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Shahrabadi</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Babakhani Dehkordi</surname> 
<given-names>P</given-names>
</string-name>, 
<string-name>
<surname>Razavirad</surname> 
<given-names>F</given-names>
</string-name>, 
<string-name>
<surname>Noorimotlagh</surname> 
<given-names>R</given-names>
</string-name>, 
<string-name>
<surname>Nasiri Zarandi</surname> 
<given-names>M</given-names>
</string-name></person-group>. 
<article-title>Enhanced oil recovery from a carbonate reservoir during low salinity water flooding: spontaneous imbibition and core-flood methods</article-title>. 
<source>Nat Resour Res</source>. 
<year>2022</year>;
<volume>31</volume>(
<issue>5</issue>):
<fpage>2995</fpage>&#x2013;
<lpage>3015</lpage>. 
doi:<pub-id pub-id-type="doi">10.1007/s11053-022-10092-1</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-23">
        <label>23.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Takeda</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Manaka</surname> 
<given-names>M</given-names>
</string-name>, 
<string-name>
<surname>Ito</surname> 
<given-names>D</given-names>
</string-name></person-group>. 
<article-title>Experimental evidence of chemical osmosis-driven improved oil recovery in low-salinity water flooding: generation of osmotic pressure via oil-saturated sandstone</article-title>. 
<source>J Petrol Sci Eng</source>. 
<year>2022</year>;
<volume>215</volume>:
<fpage>110731</fpage>. 
doi:<pub-id pub-id-type="doi">10.1016/j.petrol.2022.110731</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-24">
        <label>24.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Yan</surname> 
<given-names>L</given-names>
</string-name>, 
<string-name>
<surname>Aslannejad</surname> 
<given-names>H</given-names>
</string-name>, 
<string-name>
<surname>Hassanizadeh</surname> 
<given-names>SM</given-names>
</string-name>, 
<string-name>
<surname>Raoof</surname> 
<given-names>A</given-names>
</string-name></person-group>. 
<article-title>Impact of water salinity differential on a crude oil droplet constrained in a capillary: pore-scale mechanisms</article-title>. 
<source>Fuel</source>. 
<year>2020</year>;
<volume>274</volume>:
<fpage>117798</fpage>. 
doi:<pub-id pub-id-type="doi">10.1016/j.fuel.2020.117798</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-25">
        <label>25.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Rold&#xE1;n-Carrillo</surname> 
<given-names>T</given-names>
</string-name>, 
<string-name>
<surname>Castorena-Cortes</surname> 
<given-names>G</given-names>
</string-name>, 
<string-name>
<surname>Salazar Castillo</surname> 
<given-names>RO</given-names>
</string-name>, 
<string-name>
<surname>Hern&#xE1;ndez-Escobedo</surname> 
<given-names>L</given-names>
</string-name>, 
<string-name>
<surname>Olgu&#xED;n-Lora</surname> 
<given-names>P</given-names>
</string-name>, 
<string-name>
<surname>Gachuz-Muro</surname> 
<given-names>H</given-names>
</string-name></person-group>. 
<article-title>Hybrid low salinity water and surfactant process for enhancing heavy oil recovery</article-title>. 
<source>Petrol Explor Dev</source>. 
<year>2023</year>;
<volume>50</volume>(
<issue>6</issue>):
<fpage>1466</fpage>&#x2013;
<lpage>77</lpage>. 
doi:<pub-id pub-id-type="doi">10.1016/S1876-3804(24)60480-5</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-26">
        <label>26.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Dabiri</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Honarvar</surname> 
<given-names>B</given-names>
</string-name></person-group>. 
<article-title>Synergic impacts of two non-ionic natural surfactants and low salinity water on interfacial tension reduction, wettability alteration and oil recovery: experimental study on oil wet carbonate core samples</article-title>. 
<source>Nat Resour Res</source>. 
<year>2020</year>;
<volume>29</volume>(
<issue>6</issue>):
<fpage>4003</fpage>&#x2013;
<lpage>16</lpage>. 
doi:<pub-id pub-id-type="doi">10.1007/s11053-020-09657-9</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-27">
        <label>27.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Shi</surname> 
<given-names>Y</given-names>
</string-name>, 
<string-name>
<surname>Miller</surname> 
<given-names>C</given-names>
</string-name>, 
<string-name>
<surname>Mohanty</surname> 
<given-names>K</given-names>
</string-name></person-group>. 
<article-title>Surfactant-aided low-salinity waterflooding for low-temperature carbonate reservoirs</article-title>. 
<source>SPE J</source>. 
<year>2021</year>;
<volume>26</volume>(
<issue>4</issue>):
<fpage>2214</fpage>&#x2013;
<lpage>30</lpage>. 
doi:<pub-id pub-id-type="doi">10.2118/201754-pa</pub-id>. 

        </mixed-citation>
    </ref>
      <ref id="ref-28">
        <label>28.</label>
        <mixed-citation publication-type="journal">
<person-group person-group-type="author">
<string-name>
<surname>Khormali</surname> 
<given-names>A</given-names>
</string-name>, 
<string-name>
<surname>Ahmadi</surname> 
<given-names>S</given-names>
</string-name>, 
<string-name>
<surname>Aleksandrov</surname> 
<given-names>AN</given-names>
</string-name></person-group>. 
<article-title>Analysis of reservoir rock permeability changes due to solid precipitation during waterflooding using artificial neural network</article-title>. 
<source>J Petrol Explor Prod Technol</source>. 
<year>2025</year>;
<volume>15</volume>(
<issue>1</issue>):
<fpage>17</fpage>. 
doi:<pub-id pub-id-type="doi">10.1007/s13202-024-01898-1</pub-id>. 

        </mixed-citation>
    </ref>
    </ref-list>
  </back>
</article>
