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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1605416</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2025.1605416</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Study on multi-scale oil displacement mechanism polymer/nanoparticle composite flooding</article-title>
<alt-title alt-title-type="left-running-head">Wei et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fchem.2025.1605416">10.3389/fchem.2025.1605416</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Bei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Ningyu</given-names>
</name>
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<sup>1</sup>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Xue</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hou</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yongsheng</given-names>
</name>
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<sup>1</sup>
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<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Zhixin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Qin</surname>
<given-names>Xuwen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Qingjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="aff" rid="aff2">
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Deep Oil and Gas</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Petroleum Engineering</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <addr-line>Shandong</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2950039/overview">Junwei Su</ext-link>, Xi&#x2019;an Jiaotong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1031043/overview">Tianyi Liu</ext-link>, Brewer Science, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3035319/overview">Jianguang Wei</ext-link>, Northeast Petroleum University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jian Hou, <email>sllx_upc@126.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1605416</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wei, Zheng, Xue, Hou, Liu, Guo, Qin and Du.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wei, Zheng, Xue, Hou, Liu, Guo, Qin and Du</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Polymer flooding is a popular enhanced oil recovery (EOR) technique; however, conventional polymers face challenges such as large dosages and limited shear resistance. To address these issues, we proposed a polymer/nanoparticle composite flooding method and investigated its feasibility through laboratory experiments. We first characterized the rheological properties and interfacial tension of various polymer/nano-SiO<sub>2</sub> composite systems and examined their microscopic morphology using scanning electron microscopy (SEM). Subsequently, we conducted two-dimensional microscopic flooding experiments to evaluate sweep efficiency and analyze residual oil distribution patterns. Finally, we performed core flooding experiments to compare injection pressure and recovery efficiency among different flooding systems. Results indicate that the presence of nano-SiO<sub>2</sub> effectively enhanced the viscosity of the polymer system. The viscosity-increasing mechanism is nanoparticles adsorbing onto polymer molecular chains to form network structures. The polymer/nano-SiO<sub>2</sub> composite system significantly increased sweep efficiency and promoted the transformation of residual oil from reticulated patterns to cluster, membrane, and punctiform patterns. Compared to polymer flooding, the polymer/nano-SiO<sub>2</sub> composite system required a smaller amount of usage, effectively avoids environmental pollution, and showed better injectivity, achieving a 6% higher recovery while reducing injection pressure by up to 14%.</p>
</abstract>
<kwd-group>
<kwd>polymer flooding</kwd>
<kwd>nano-SiO<sub>2</sub>
</kwd>
<kwd>enhanced oil recovery</kwd>
<kwd>microscopic flooding experiments</kwd>
<kwd>core displacement experiment</kwd>
</kwd-group>
<contract-num rid="cn001">52004319 52374061</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Polymer Chemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Polymer flooding is a widely adopted enhanced oil recovery (EOR) technique, which involves the injection of polymer solutions into hydrocarbon reservoirs to improve recovery. The displacement fluid systems viscosity increases by adding polymers, which will help inhibit the viscous fingering and enhance the sweep coefficient (<xref ref-type="bibr" rid="B27">Mohsenatabar Firozjaii and Saghafi, 2020</xref>; <xref ref-type="bibr" rid="B31">Rellegadla et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Abidin et al., 2012</xref>), and then improve oil recovery significantly. In addition, recent viscoelastic theories have demonstrated that polymer viscoelasticity can enhance microscopic displacement efficiency by dragging the remaining oil out in the blind end of pores (<xref ref-type="bibr" rid="B33">Sandiford, 1964</xref>; <xref ref-type="bibr" rid="B43">Wever et al., 2011</xref>; <xref ref-type="bibr" rid="B20">Jacobsen, 2017</xref>; <xref ref-type="bibr" rid="B39">Song and Hatzignatiou, 2022</xref>; <xref ref-type="bibr" rid="B25">Mirzaie Yegane et al., 2022</xref>; <xref ref-type="bibr" rid="B24">Mahajan et al., 2021</xref>; <xref ref-type="bibr" rid="B30">Raffa and Druetta, 2019</xref>). Ensuring high viscosity of polymer solutions is a prerequisite and guarantee for improving oil recovery in polymer flooding (<xref ref-type="bibr" rid="B36">Sheng, 2013</xref>). However, polymer structures are susceptible to mechanical, chemical, thermal, and biological degradation, resulting in viscosity reduction (<xref ref-type="bibr" rid="B38">Song et al., 2018</xref>). Mechanical degradation occurs at all stages of the injection-reservoir production process and is mainly influenced by shear stress (<xref ref-type="bibr" rid="B18">Gumpenberger et al., 2012</xref>; <xref ref-type="bibr" rid="B29">Puls et al., 2016</xref>; <xref ref-type="bibr" rid="B48">Zechner et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Ghoniem et al., 1981</xref>; <xref ref-type="bibr" rid="B34">Seright, 1983</xref>). Reservoir conditions (temperature and salinity) also affect polymer performance by altering molecular chain conformations (<xref ref-type="bibr" rid="B2">Aliabadian et al., 2019</xref>). Previous studies have demonstrated that the mechanical degradation of polymers is enhanced under high-salinity conditions. (<xref ref-type="bibr" rid="B22">Karami et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Chen et al., 2012</xref>). The high temperature induces multiple effects on the system, including the reduction of solvent viscosity, which consequently shortens the molecular relaxation time of polymers, the weakening of physical interactions such as hydrogen bonding and chain entanglements, and the contraction of isolated polymer chains (<xref ref-type="bibr" rid="B19">Hu et al., 1995</xref>; <xref ref-type="bibr" rid="B26">Modig et al., 2003</xref>). Biodegradation results from microbial enzymatic activity that degrade the polymeric chains, reducing their efficiency (<xref ref-type="bibr" rid="B44">Wu et al., 2024</xref>)<sup>.</sup> Undoubtedly, ensuring the injectivity of polymers is another key factor in polymer flooding. Polymers are high-molecular materials with a certain radius of gyration. When injected into reservoirs with small pore throats, high-concentration polymers will generate additional flow resistance, resulting in excessively high injection pressure (<xref ref-type="bibr" rid="B21">Kang et al., 2022</xref>). Due to limitations in oilfield injection equipment, excessive pressure will result in the inability to inject polymers.</p>
<p>As mentioned above, to improve polymer flooding performance, there are two directions for improvement, i.e., improving the shear resistance, temperature resistance, and salinity resistance of the polymer, and reducing the injection pressure of reservoir. A method is polymer/nanoparticle composite flooding, in which the polymer is a hydrophobically associative water-soluble polymer (HAWP) that has good temperature resistance and salinity resistance, and the nanoparticles can adsorb onto the rock surface and decrease the injection pressure. In the following, we will focus on the literature related to nanoparticles and look for whether there are some other interactions between polymers and nanoparticles in such a composite system.</p>
<p>Nanoparticles possess unique properties, including high specific surface area, unique chemical reactivity, and active surfaces. These characteristics enable them to adsorb onto reservoir surfaces, alter wettability, and reduce flow resistance of injection water, thereby enhancing waterflooding efficiency (<xref ref-type="bibr" rid="B41">Tafur et al., 2022</xref>). Currently, the most widely used nanoparticles in petroleum exploitation include metal oxide and inorganic nanoparticles, such as Al<sub>2</sub>O<sub>3</sub>, MgO, ZrO<sub>2</sub>, and Fe<sub>2</sub>O<sub>3</sub> (<xref ref-type="bibr" rid="B40">Sun et al., 2023</xref>). Although they have excellent mechanical properties, temperature tolerance and salt resistance, their high cost and retention in the formation are still significant limiting factors. In contrast, SiO<sub>2</sub> nanoparticles have attracted much attention due to their excellent performance and good chemical compatibility with sandstone formations (<xref ref-type="bibr" rid="B3">Alnarabiji and Husein, 2020</xref>).The nanoscale dimensions of these particles result in enhanced surface activity and specific surface area, leading to significant reductions in interfacial tension (IFT) (<xref ref-type="bibr" rid="B14">Eker et al., 2024</xref>; <xref ref-type="bibr" rid="B12">Cutroneo et al., 2021</xref>; <xref ref-type="bibr" rid="B4">Alvarez et al., 2013</xref>; <xref ref-type="bibr" rid="B47">Yekeen et al., 2020</xref>). Studies have confirmed that nanoparticles can alter or reverse rock surface wettability, increase oil contact angles, enhance oil displacement efficiency, and stabilize oil-water emulsions through interfacial adsorption (<xref ref-type="bibr" rid="B5">Bergfreund et al., 2019</xref>; <xref ref-type="bibr" rid="B35">Sharma et al., 2015</xref>). Further studies have revealed that under injection pressure, nanoparticles self-assemble into ordered microscopic layered structures within pore spaces, generating wedge-film structures at rock surface-oil droplet interfaces. The formation of this wedge-film structure increases the separation force, making it easier for the oil droplets to be detached (<xref ref-type="bibr" rid="B42">Trokhymchuk et al., 2001</xref>). Nanoparticles can effectively mitigate the challenges associated with high injection pressure and poor injectability in low-permeability reservoirs. (<xref ref-type="bibr" rid="B49">Zhao et al., 2024</xref>; <xref ref-type="bibr" rid="B13">Dai et al., 2015</xref>). Recent investigations have demonstrated synergistic effects between nanoparticles and chemical flooding in enhancing oil recovery. Adding nanoparticles into polymer flooding systems increased injection fluid viscosity, improved mobility ratio, and enhanced sweep efficiency (<xref ref-type="bibr" rid="B9">Cheraghian, 2015</xref>; <xref ref-type="bibr" rid="B10">Cheraghian and Hendraningrat, 2016</xref>; <xref ref-type="bibr" rid="B32">Rueda et al., 2020</xref>). Nanoparticle-polymer solutions demonstrate superior resistance to temperature and salinity effects compared to conventional polymer solutions (<xref ref-type="bibr" rid="B15">Elhaei et al., 2021</xref>; <xref ref-type="bibr" rid="B11">Corredor et al., 2019</xref>). <xref ref-type="bibr" rid="B16">Gbadamosi et al. (2019)</xref> found that the use of a combined system of HPAM and Al<sub>2</sub>O<sub>3</sub> nanoparticles can further increase oil recovery by an additional 11.3% compared to using polyacrylamide (PAM). Overall, the nanoparticle-assisted polymer flooding technique exhibits superior performance compared to polymer flooding.</p>
<p>While extensive research has focused on nanoparticle modification, characterization, nanofluids stability, and macroscopic displacement efficiency, limited attention has been paid to microscopic residual oil mobilization in polymer/nanoparticle composite flooding systems. In this study, we optimized the formulation and characterized the performance of a hydrophobically associative water-soluble polymer (HAWP)/SiO<sub>2</sub>-nanoparticles composite system. Displacement experiments at the microscopic and core scales were carried out to study the microscopic oil displacement mechanisms of the composite system and improve the efficiency of oil recovery.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Material and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<sec id="s2-1-1">
<title>2.1.1 Simulated formation water and crude oil</title>
<p>We prepared simulated formation water based on the reservoir conditions of Shengli Oilfield. The mineralization degree reached 19,334&#xa0;mg/L, with calcium and magnesium ions constituting 514&#xa0;mg/L. Composition of chemical agents in simulated formation water: 17.786&#xa0;g/L NaCl, 1.14&#xa0;g/L CaCl<sub>2</sub>, 0.86&#xa0;g/L MgCl<sub>2</sub>&#xb7;6H<sub>2</sub>O. We obtained all analytical grade chemical reagents from Sinopharm Chemical Reagent Co., Ltd. (Shanghai, China). To prepare the experimental crude oil, we diluted dehydrated crude oil with kerosene until its viscosity reached 42&#xa0;mPa&#xb7;s at ambient temperature (25&#xb0;C).</p>
</sec>
<sec id="s2-1-2">
<title>2.1.2 Polymer and nano-SiO<sub>2</sub>
</title>
<p>Shandong Noel Biotechnology Co., Ltd. (Shandong, China) provided the hydrophobically associating water-soluble polymer (HAWP) for this study. To achieve stable dispersion of SiO<sub>2</sub>-nanoparticles in the composite system, SiO<sub>2</sub>-nanoparticles modified by surface silanization were selected (later referred to as SiO<sub>2</sub>), with particle sizes ranging from 20 to 30&#xa0;nm.</p>
</sec>
</sec>
<sec id="s2-2">
<title>2.2 Experimental methods</title>
<sec id="s2-2-1">
<title>2.2.1 Compounding of polymer/nano-SiO<sub>2</sub> particle composite fluid</title>
<p>To obtain the polymer stock solution, we dissolved HAWP powder in the simulated formation water to achieve a mass concentration of 5,000&#xa0;ppm and allowed the solution to age for 24&#xa0;h. By diluting the stock solution, we prepared HAWP solutions at 1,000&#xa0;ppm, 1,500&#xa0;ppm, and 2,000&#xa0;ppm. The addition of varying amounts of SiO<sub>2</sub> to these solutions got composite systems containing 0.05&#xa0;wt%, 0.1&#xa0;wt%, 0.3&#xa0;wt%, 0.5&#xa0;wt%, and 1.0&#xa0;wt% SiO<sub>2</sub> at each HAWP concentration.</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Surface microstructure morphology observation</title>
<p>To observe microscopic morphology more clearly, we prepared two additional composite systems by diluting 5,000&#xa0;ppm HAWP solution to 3,000&#xa0;ppm(0.3&#xa0;wt%) with simulated formation water and adding SiO<sub>2</sub> to achieve concentrations of 0.5&#xa0;wt% and 1.0&#xa0;wt%, that is, the ratios of HAWP to SiO<sub>2</sub> were 3:10 (0.3&#xa0;wt%:1&#xa0;wt%) and 3:5 (0.3&#xa0;wt%:0.5&#xa0;wt%) respectively. Then we examined the surface microstructure of the HAWP solution, SiO<sub>2</sub>, and the composite systems using scanning electron microscopy.</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Interfacial tension measurement</title>
<p>We selected four composite systems to test the interfacial tension: 2,000&#xa0;ppm HAWP with SiO<sub>2</sub> concentrations of 0.05&#xa0;wt%, 0.1&#xa0;wt%, 0.3&#xa0;wt%, and 0.5&#xa0;wt%. Before measurement, the composite systems underwent ultrasonic dispersion. Then we measured their interfacial tension with oil using an interfacial tensiometer at reservoir temperature (75&#xb0;C) with a rotation speed of 6,000&#xa0;r&#xb7;min<sup>&#x2212;1</sup>.</p>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Rheological testing</title>
<p>We measured the viscosity, temperature-viscosity relationships, and rheological behavior of different systems using an Anton Paar M302 high-temperature and high-pressure rheometer. To accurately simulate reservoir conditions, the following tests were conducted: The influence of different formulations on composite system viscosity was tested at reservoir temperature (75&#xb0;C) and wellbore shear rate (7.34&#xa0;s<sup>&#x2212;1</sup>); The effect of temperature on composite system viscosity was investigated from 25&#xb0;C&#x2013;90&#xb0;C at wellbore shear rate (7.34&#xa0;s<sup>&#x2212;1</sup>); The impact of shear rate on composite system viscosity was examined at shear rates of 3.5&#x2013;100&#xa0;s<sup>-1</sup> at reservoir temperature (75&#xb0;C).</p>
</sec>
<sec id="s2-2-5">
<title>2.2.5 Investigation of microscopic oil displacement mechanism</title>
<p>The microscopic oil displacement experiments utilized a microfluidic device comprising a microinjection pump, microfluidic chip, microscope, and computer (<xref ref-type="fig" rid="F1">Figure 1</xref>). The microfluidic chip (45&#xa0;mm &#xd7; 45&#xa0;mm) with pore diameters ranging from 20&#x2013;80&#xa0;&#x3bc;m. We investigated four displacement systems: formation water, 0.1&#xa0;wt% SiO<sub>2</sub>, 2,000&#xa0;ppm HAWP, and 2,000&#xa0;ppm HAWP &#x2b;0.1&#xa0;wt% SiO<sub>2</sub>, each stained with eosin.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Microfluidic experimental device.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g001.tif"/>
</fig>
<p>The experimental oil was injected into the microfluidic chip at an injection rate of 0.5&#xa0;mL/min until saturation was achieved. Subsequently, a displacement agent was injected at a rate of 0.5&#xa0;mL/min to perform displacement until the water cut reached 98%, at which point injection was stopped. The process was repeated four times using different oil displacement systems to observe the displacement effects.</p>
</sec>
<sec id="s2-2-6">
<title>2.2.6 Core flooding experiments</title>
<p>Core flooding experiments employed the same displacement systems as the microscopic studies. The experimental setup (<xref ref-type="fig" rid="F2">Figure 2</xref>) incorporated an ISCO pump (Teledyne ISCO, United States), three containers, a core holder, a six-way valve, a pressure transducer, and a hand pump.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Core flooding experimental apparatus.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g002.tif"/>
</fig>
<p>This system is mainly targeted at medium-high permeability and high water-cut oil reservoirs. We conducted experiments using standard sandstone cores (permeability: 400 mD, diameter: 25&#xa0;mm, length: 100&#xa0;mm). After the core was saturated with crude oil, water flooding was carried out. Water flooding was carried out until the water content reached 98%, and the corresponding chemical flooding was carried out until the water content reached 98% for subsequent water flooding. Following the completion of each experimental run, the oil displacement systems were replaced, and the aforementioned procedures were repeated. Throughout the flooding process, injection pressure variations were continuously monitored, and effluent samples were collected every 3&#xa0;min for oil recovery and water content analysis.</p>
</sec>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Characterization of basic properties of the composite system</title>
<sec id="s3-1-1">
<title>3.1.1 Microscopic morphology analysis</title>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows scanning electron microscopy (SEM) images of (a) HAWP, (b) SiO<sub>2</sub>, (c) 3,000&#xa0;ppm HAWP &#x2b;1.0&#xa0;wt% SiO<sub>2</sub> (3:10), and (d) 3,000&#xa0;ppm HAWP &#x2b;0.5&#xa0;wt% SiO<sub>2</sub> (3:5) systems.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>SEM micrographs of <bold>(A)</bold> 3000&#xa0;ppm HAWP, <bold>(B)</bold> SiO<sub>2</sub>, <bold>(C)</bold> 3000&#xa0;ppm HAWP &#x2b;1.0&#xa0;wt% SiO<sub>2</sub> composite system, and <bold>(D)</bold> 3000&#xa0;ppm HAWP &#x2b;0.5&#xa0;wt% SiO<sub>2</sub> composite system.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g003.tif"/>
</fig>
<p>SEM image observations revealed the microstructural morphology of the polymer solutions and the SiO<sub>2</sub> surface. The polymer molecules formed network structures. The SiO<sub>2</sub> particles showed a spherical shape with diameters ranging from 20&#x2013;30&#xa0;nm and maintained a specific surface area of &#x2265;120&#xa0;m<sup>2</sup>/g.</p>
<p>Furthermore, SiO<sub>2</sub> combined with HAWP to form stable composite systems, which increased the system viscosity through adsorption and bridging effects. As shown in <xref ref-type="fig" rid="F3">Figure 3C</xref>, When the ratio of HAWP to SiO<sub>2</sub> is 3:10, SiO<sub>2</sub> aggregates were distributed throughout the polymer network structure, showing aggregate sizes between 2&#x2013;3&#xa0;&#x3bc;m, with a few aggregates reaching 4&#x2013;5&#xa0;&#x3bc;m. In comparison, when the ratio of HAWP to SiO<sub>2</sub> is 3:5, SiO<sub>2</sub> particles formed smaller aggregates of approximately 1&#x2013;2&#xa0;&#x3bc;m and displayed a more uniform distribution within the polymer network structure, indicating better compatibility between the nanoparticles and polymer.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Interfacial tension analysis</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> shows the dynamic interfacial tension curves of HAWP/SiO<sub>2</sub> composite systems at different SiO<sub>2</sub> concentrations. The addition of nano-SiO<sub>2</sub> reduced the interfacial tension between the HAWP solution and crude oil. The polymer chains adsorbed onto the nano-SiO<sub>2</sub> surface through hydrogen bonding. The nano-SiO<sub>2</sub> particles became encapsulated within the free polymer chains. Both components adsorbed at the oil-water interface, leading to lower interfacial tension.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Dynamic interfacial tension profiles of 2000&#xa0;ppm HAWP solutions with varying nano-SiO<sub>2</sub> concentrations.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g004.tif"/>
</fig>
<p>The oil-water interfacial tension continuously decreases as SiO<sub>2</sub> mass concentration increases, exhibiting the most significant reduction at lower SiO<sub>2</sub> concentrations. The interfacial tension drops to its minimum value at a SiO<sub>2</sub> concentration of 0.3&#xa0;wt%. The system maintains good stability when the SiO<sub>2</sub> mass fraction remains below 0.3&#xa0;wt%, and increasing the SiO<sub>2</sub> mass fraction enhances its interfacial tension reduction capability. However, when the SiO<sub>2</sub> mass fraction exceeds 0.3&#xa0;wt%, the system stability declines, causing partial aggregation and failure of SiO<sub>2</sub> particles, which weakens their ability to reduce interfacial tension. However, compared with surfactants, the magnitude of its interfacial tension reduction is relatively small, only decreasing by 2&#x2013;3&#xa0;mN m<sup>&#x2212;1</sup>. While surfactants can reduce the interfacial tension to 10<sup>&#x2013;2</sup> &#x2013; 10<sup>&#x2013;3</sup>&#xa0;mN m<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B28">Negin et al., 2017</xref>). Therefore, reducing the interfacial tension is not the main mechanism for the composite system to improve the oil recovery rate. Considering factors such as cost comprehensively, a lower SiO<sub>2</sub> concentration should be chosen.</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Rheological analysis</title>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> shows the viscosity of HAWP at 75&#xb0;C under a shear rate of 7.43&#xa0;s<sup>&#x2212;1</sup>. The viscosity increased with higher polymer concentration. This increase occurred because polymer molecules formed network structures. At higher concentrations, polymer chains became more entangled, resulting in more stable network structures. Therefore, polymer viscosity increased with concentration at the same shear rate.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Viscosity of HAWP solutions as a function of concentration at 75&#xb0;C.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g005.tif"/>
</fig>
<p>When the HAWP concentration increased from 1,000&#xa0;ppm to 1,500&#xa0;ppm, the viscosity increased by 191.7%; however, as the concentration increased from 1,500&#xa0;ppm to 2,000&#xa0;ppm, the viscosity increment was only 5.7%. These results suggest that the polymer viscosity is more sensitive to concentration changes at lower concentrations, whereas the viscosity increment becomes less significant above a certain concentration threshold. This is mainly because the high-valence ions (such as Ca<sup>2&#x2b;</sup> and Mg<sup>2&#x2b;</sup>) in high salinity water compress the electric double layer through the charge screening effect, causing the molecular chains to curl up prematurely. The hydrophobic groups preferentially undergo intramolecular association (rather than intermolecular association). At low concentrations, the molecular chains form a dynamic intramolecular association-dissociation cycle through instantaneous contact, and a slight change in concentration can significantly affect the viscosity. High salinity enhances the polarity of the solution and weakens the ability of the molecular chains to stretch, resulting in a significant increase in the critical association concentration. Even if the concentration increases, the intermolecular association network is difficult to form due to salt inhibition, and the viscosity cannot show the conventional exponential growth.</p>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> shows the viscosity variations of composite systems at 75&#xb0;C, where we added different mass fractions of SiO<sub>2</sub> into HAWP solutions at various concentrations. The results demonstrate that the viscosity of the composite systems increases with rising SiO<sub>2</sub> content. This increasing trend is more pronounced at higher polymer concentrations. The figure shows that in the 2,000&#xa0;ppm HAWP &#x2b; SiO<sub>2</sub> composite system, the maximum slope occurs at 0.1&#xa0;wt% SiO<sub>2</sub> concentration. This indicates that SiO<sub>2</sub> nanoparticles at 0.1&#xa0;wt% demonstrate the most significant tackifying effect on 2,000&#xa0;ppm HAWP. In practical applications, considering that nanoparticles may still be adsorbed in the formation, a higher concentration can be selected.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Effect of SiO<sub>2</sub> concentration on the viscosity of composite systems with different HAWP concentrations.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows the viscosity variations of composite systems with different HAWP-to-SiO<sub>2</sub> ratios as a function of temperature (25&#xb0;C&#x2013;90&#xb0;C) at a constant wellbore shear rate of 7.34&#xa0;s<sup>&#x2212;1</sup>. The experimental results demonstrated that the viscosity of all composite systems exhibits a consistent declining trend with increasing temperature.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Temperature-viscosity curves of SiO<sub>2</sub>-HAWP composite systems at varying HAWP concentrations: <bold>(A)</bold> 1000&#xa0;ppm HAWP, <bold>(B)</bold> 1500&#xa0;ppm HAWP, and <bold>(C)</bold> 2000&#xa0;ppm HAWP.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g007.tif"/>
</fig>
<p>However, the viscosity of the HAWP/SiO<sub>2</sub> composite system remained higher than that of HAWP. Furthermore, the viscosity increased with increasing SiO<sub>2</sub> concentration. This phenomenon occurred because SiO<sub>2</sub> could form a stable composite system with HAWP, enhancing the polymer chain network structure through adsorption and bridging effects, thereby increasing its viscosity. As shown in <xref ref-type="fig" rid="F7">Figure 7C</xref>, when the HAWP concentration was 2,000&#xa0;ppm, the temperature-viscosity curves of systems containing 0.8wt% and 1.0wt% SiO<sub>2</sub> nearly overlapped. This indicated that beyond a certain threshold of SiO<sub>2</sub> concentration, the viscosity-enhancing effect became insignificant, accompanied by decreased system stability, and SiO<sub>2</sub> nanoparticles aggregated and lost their effectiveness.</p>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> shows the viscosity variations of composite systems with different ratios as a function of shear rate (3.5&#x2013;100&#xa0;s<sup>&#x2212;1</sup>) at reservoir temperature (75&#xb0;C). The experimental results demonstrated that all composite systems exhibited a decreasing trend in viscosity with increasing shear rate. Systems containing SiO<sub>2</sub> show higher viscosity compared to HAWP solutions of the same concentration, and the viscosity increased with increasing SiO<sub>2</sub> concentration.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Shear rate-viscosity profiles of SiO<sub>2</sub>-HAWP composite systems at varying HAWP concentrations: <bold>(A)</bold> 1000&#xa0;ppm HAWP, <bold>(B)</bold> 1500&#xa0;ppm HAWP, and <bold>(C)</bold> 2000&#xa0;ppm HAWP.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g008.tif"/>
</fig>
<p>However, the thickening effect of SiO<sub>2</sub> varies across different HAWP concentrations. As shown in <xref ref-type="fig" rid="F8">Figures 8A,</xref> <xref ref-type="fig" rid="F8">B</xref>, the viscosity-shear rate curves of composite systems with 1,000&#xa0;ppm and 1,500&#xa0;ppm HAWP demonstrate uniform distribution with increasing SiO<sub>2</sub> mass concentrations. <xref ref-type="fig" rid="F8">Figure 8C</xref> reveals that in the 2,000&#xa0;ppm HAWP composite system, the addition of 0.1&#xa0;wt% SiO<sub>2</sub> leads to a rapid increase in the viscosity-shear rate curve. Further increases in SiO<sub>2</sub> concentration result in the rising speed of the viscosity slows down. This indicates that SiO<sub>2</sub> at 0.1&#xa0;wt% concentration exhibits the most pronounced tackifying effect on 2,000&#xa0;ppm HAWP.</p>
<p>While the addition of SiO<sub>2</sub> did not fully address the viscosity reduction of HAWP solutions at high temperatures and shear rates, it significantly enhanced the overall viscosity of the composite systems. The viscosity increased with rising SiO<sub>2</sub> concentrations, with 0.1&#xa0;wt% SiO<sub>2</sub> showing the most significant thickening effect on 2,000&#xa0;ppm HAWP. Considering cost-effectiveness and performance, the 0.1&#xa0;wt% SiO<sub>2</sub> &#x2b; 2,000&#xa0;ppm HAWP composite system was selected as the optimal flooding system.The viscosity of this system at 75&#xb0;C under a shear rate of 7.43&#xa0;s<sup>&#x2212;1</sup> is 1.73 times that of the polymer with the same concentration under the same conditions, which can effectively reduce the usage amount of the polymer.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Microscopic oil displacement mechanism analysis</title>
<p>We conducted oil displacement experiments using various displacing systems after saturating the microfluidic chip with oil. Digital processing of the microscopic images enabled the segmentation of oil and water phases, allowing us to analyze residual oil distribution patterns and flow characteristics.</p>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> shows the sweep areas of different displacing fluids, where the red color denotes the displacing phase and black indicates the oil phase. Water flooding, SiO<sub>2</sub> flooding, HAWP flooding, and HAWP &#x2b; SiO<sub>2</sub> flooding achieved sweep coefficients of 12%, 41%, 63%, and 91%, respectively. The results showed that water flooding exhibited channeling and failed to effectively sweep residual oil, while SiO<sub>2</sub> flooding showed some improvement over water flooding. HAWP flooding achieved a higher sweep coefficient than water flooding due to its higher viscosity, which improved the water-oil mobility ratio. When HAWP was combined with SiO<sub>2</sub>, the viscosity increased, and SiO<sub>2</sub> enhanced the displacement efficiency of HAWP.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Microscopic images at breakthrough for different flooding systems: <bold>(A)</bold> water flooding, <bold>(B)</bold> SiO<sub>2</sub> flooding, <bold>(C)</bold> HAWP flooding, and <bold>(D)</bold> HAWP &#x2b; SiO<sub>2</sub> flooding.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g009.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> shows the relationship between residual oil saturation and injection volume for different oil displacement systems. During the early stage of displacement (before 0.3&#xa0;PV), water flooding showed a slow change in residual oil saturation, while the other three displacement methods showed similar residual oil saturation levels. As injection volume increased, the residual oil saturation ranked from highest to lowest in the following order: water flooding, SiO<sub>2</sub> flooding, HAWP flooding, and HAWP &#x2b; SiO<sub>2</sub> flooding. In the later stages of displacement, the residual oil saturation curves for water flooding and SiO<sub>2</sub> flooding became relatively stable, while HAWP flooding and HAWP &#x2b; SiO<sub>2</sub> flooding showed a steady declining trend.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Relationship between residual oil saturation and injection volume for different flooding solutions.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g010.tif"/>
</fig>
<p>The enhanced performance of HAWP and HAWP &#x2b; SiO<sub>2</sub> flooding resulted from two factors. First, their higher viscosity led to increased sweep coefficients. Second, nano-SiO<sub>2</sub> altered the wettability, as shown in <xref ref-type="fig" rid="F11">Figure 11</xref>. The wetting angle of the oil phase has changed from 62&#xb0; to 28&#xb0;, which has improved the utilization degree of the residual oil and the displacement efficiency. improving residual oil mobilization and displacement efficiency. Moreover, the dragging effect of nanoparticles on crude oil and the reduction of interfacial tension also play a significant role.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Oil-water contact angles of different systems: <bold>(A)</bold> formation water, <bold>(B)</bold> 2000&#xa0;ppm HAWP &#x2b;0.1wt% SiO<sub>2</sub> composite system.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g011.tif"/>
</fig>
<p>Understanding residual oil flow characteristics helps elucidate flow mechanisms, quantify the production contribution from different residual oil types, and enhance recovery efficiency.</p>
<p>Based on the shape factor (<italic>G</italic>, defined as the area of a single residual oil block divided by the square of its perimeter), residual oil was classified into punctiform-like(0.56 &#x3c; <italic>G</italic> &#x3c; 1), membrane-like(0.34 &#x3c; <italic>G</italic> &#x3c; 0.56), cluster-like(0.06 &#x3c; <italic>G</italic> &#x3c; 0.34), and reticulated-like patterns(0 &#x3c; <italic>G</italic> &#x3c; 0.06).</p>
<p>
<xref ref-type="fig" rid="F12">Figure 12</xref> shows the variation trends in the proportions of different types of residual oil during the HAWP flooding process with increasing injection volume. The reticulated-like residual oil proportion demonstrates a consistent decline, whereas the cluster-like residual oil proportion shows a temporary increase followed by a decrease. Both membrane-like and punctiform-like residual oil proportions increase steadily. These trends reveal the transformation of residual oil during displacement: from reticulated-like to cluster-like patterns, and ultimately to membrane-like and punctiform-like configurations.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Proportions of different types of residual oil during the HAWP flooding process.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g012.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> shows the evolution of different residual oil types under various displacement systems. During the initial displacement stage, where web-like residual oil transforms into cluster-like residual oil, the transformation rates followed by SiO<sub>2</sub>, water, and HAWP &#x2b; SiO<sub>2</sub> in descending. As the displacement progresses, the proportions of different residual oil types remain relatively stable in water flooding and SiO<sub>2</sub> flooding systems, predominantly consisting of reticulated-like residual oil. However, in HAWP and HAWP &#x2b; SiO<sub>2</sub> flooding systems, the residual oil continues to transform into membrane-like and punctiform-like patterns.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Changes in different types of residual oil content: <bold>(A)</bold> reticulated-like residual oil, <bold>(B)</bold> cluster-like residual oil, <bold>(C)</bold> membrane-like residual oil, and <bold>(D)</bold> punctiform-like residual oil.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g013.tif"/>
</fig>
<p>After injecting 3.0&#xa0;PV of HAWP solution, reticulated-like residual oil accounts for 11.4%, while the proportions of cluster-like, membrane-like, and punctiform-like residual oil were approximately equal. The HAWP &#x2b; SiO<sub>2</sub> composite system achieves over 70% punctiform-like residual oil at the same injection volume. This indicated that the HAWP &#x2b; SiO<sub>2</sub> composite system shows a better transformation effect on residual oil, which is attributed to the nanoparticles&#x27; ability to adsorb onto the wall surface, improving the wall wettability and increasing the contact angle.</p>
</sec>
<sec id="s3-3">
<title>3.3 Analysis of oil displacement performance</title>
<p>
<xref ref-type="fig" rid="F14">Figure 14</xref> shows the variations in oil recovery and water content during the displacement process of different flooding systems.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Recovery efficiency and water content profiles for different flooding systems: <bold>(A)</bold> continuous water flooding, <bold>(B)</bold> 0.1% SiO<sub>2</sub> flooding, <bold>(C)</bold> 2000&#xa0;ppm HAWP flooding, and <bold>(D)</bold> 2000&#xa0;ppm HAWP &#x2b;0.1% SiO<sub>2</sub> flooding.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g014.tif"/>
</fig>
<p>For the continuous water flooding experiment, the water content remained near zero during the first 1.0&#xa0;PV injection, while the oil recovery curve exhibited a significant increase. After 1.0&#xa0;PV of formation water injection, water breakthrough occurred at the core outlet, resulting in the formation of high-permeability channels. Subsequently, the displacement efficiency decreased, leading to slow growth in oil recovery. As the formation water injection continued, the water content in the produced fluid increased rapidly, reaching 98% at 4.0&#xa0;PV injection.</p>
<p>In the SiO<sub>2</sub> flooding experiment, water flooding continued until the water content reached 98%. After switching to a 0.1&#xa0;wt% SiO<sub>2</sub> flooding system, the water content decreased initially but rose back to 98% after injecting 2.0&#xa0;PV. The recovery curve showed a slight increase in slope after injecting 1.0&#xa0;PV of this displacement system. This indicated that nanoparticle flooding showed moderate improvement over water flooding, though the effect was not significant. The improvement resulted from the nanoparticles&#x27; ability to reduce interfacial tension, alter wettability, and decrease crude oil viscosity.</p>
<p>In the HAWP flooding experiment, during the initial water flooding stage, the oil recovery increased rapidly while the water content remained relatively low, showing effective oil production performance. After injecting 4.0&#xa0;PV of formation water, when the oil recovery was unchanged, the flooding system was switched to a 2,000&#xa0;ppm HAWP solution. Similar to the initial water flooding stage, the early phase of HAWP flooding demonstrated a rapid increase in recovery efficiency accompanied by a significant decrease in water content. During the first 2.5&#xa0;PV of HAWP injection, both the oil recovery and water content showed favorable performance. This enhancement can be attributed to the increased viscosity of the displacement fluid, which improved the mobility ratio and enhanced the sweep coefficient. We found that the water content would decrease after injecting 8 pore volumes (8&#xa0;PV). This is mainly because the subsequent water flooding was adopted when injecting 8 pore volumes (8&#xa0;PV). Before that, the displacement was carried out with 2,000&#xa0;ppm HAWP. Due to its relatively high viscosity, its injection performance was not good. After switching to the subsequent water flooding, it was easier to inject, and there was still high-viscosity polymer remaining in the core. Subsequently, however, the water content began to increase again, leading to a gradual slowdown in recovery improvement.</p>
<p>In the combined HAWP &#x2b; SiO<sub>2</sub> flooding experiment, after 4.0&#xa0;PV of water flooding, the water content of the produced fluid reached 98%. Upon switching to the 2,000&#xa0;ppm HAWP &#x2b;0.1wt% SiO<sub>2</sub> displacement system, a rapid decrease in water content was observed, accompanied by an increased slope in the recovery efficiency curve, which was maintained for a considerable period. These results demonstrate that this composite system effectively displaced the residual oil in the core. The enhanced oil recovery performance can be attributed to two main mechanisms: firstly, the increased viscosity of the system improved the water-oil mobility ratio, thereby enhancing the macroscopic sweep coefficient; secondly, the system&#x2019;s favorable surface activity and low interfacial tension facilitated the detachment of oil droplets from the rock surface, resulting in improved microscopic displacement efficiency.</p>
<p>The results indicate that a significant amount of crude oil was displaced during the initial water flooding stage. As water flooding continued, the increment in recovery efficiency gradually decreased. After switching to chemical flooding, both 2,000&#xa0;ppm HAWP and 2,000&#xa0;ppm HAWP &#x2b;0.1wt% SiO<sub>2</sub> systems demonstrated notable enhancement in oil recovery. The composite system achieved an additional 6% increase in recovery efficiency compared to the polymer flooding system. As shown in <xref ref-type="fig" rid="F15">Figure 15</xref>, during the displacement experiments, we found that the 2000&#xa0;ppm HAWP &#x2b;0.1&#xa0;wt% SiO<sub>2</sub> systems could reduce the injection pressure by up to 14% compared with traditional polymers.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Injection pressure variation curves of different flooding systems.</p>
</caption>
<graphic xlink:href="fchem-13-1605416-g015.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>(1) We compounded an optimal polymer/nanoparticle composite flooding system through rheological testing. The system consists of 2,000&#xa0;ppm hydrophobically associating water-soluble polymer (HAWP) solution and hydrophilic SiO<sub>2</sub>-nanoparticles at a mass concentration of 0.1wt%.</p>
</list-item>
<list-item>
<p>(2) Basic performance tests demonstrate that the addition of SiO<sub>2</sub> nanoparticles increases the polymer solution viscosity by over 76%. Interfacial tension measurements show that the nanoparticles effectively reduce interfacial tension. SEM image confirms that nanoparticles adsorb onto polymer molecular chains to form network structures, which explains the microscopic mechanism behind the improved viscosity of the composite system.</p>
</list-item>
<list-item>
<p>(3) Microscopic visualization displacement experiments reveal the oil displacement mechanism of the polymer/nano-SiO<sub>2</sub> composite system. Compared to water flooding and polymer flooding, the polymer/nano-SiO<sub>2</sub> composite flooding improves the sweep coefficient by 79% and 28%, respectively. It promotes the evolution of residual oil phase structure from reticular to cluster, film, and spotted patterns, enhancing displacement efficiency and achieving effective oil recovery.</p>
</list-item>
<list-item>
<p>(4) Core flooding experiments confirm the nanoparticle composite flooding system&#x2019;s enhanced oil recovery and pressure reduction effects. Under the same injection volume, polymer/nano-SiO<sub>2</sub> composite flooding achieves higher recovery efficiency than both water flooding and polymer flooding. As the displacement process continues, the recovery efficiency shows an increasing trend, achieving a 6% higher recovery than polymer flooding while reducing injection pressure by up to 14%.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>BW: Methodology, Conceptualization, Resources, Writing &#x2013; review and editing, Funding acquisition. NZ: Investigation, Validation, Writing &#x2013; original draft, Visualization. YX: Methodology, Writing &#x2013; original draft, Validation, Formal Analysis. JH: Conceptualization, Resources, Funding acquisition, Formal Analysis, Writing &#x2013; review and editing. YL: Methodology, Writing &#x2013; review and editing, Conceptualization. ZG: Methodology, Conceptualization, Writing &#x2013; review and editing. XQ: Methodology, Writing &#x2013; review and editing, Conceptualization. QD: Writing &#x2013; review and editing, Conceptualization, Funding acquisition, Resources.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This project is supported by the Fund of State Key Laboratory of Deep Oil and Gas, China University of Petroleum (East China) (No. SKLDOG2024-ZYRC-04), the Natural Science Foundation of China (Grant No. 52004319, 52374061), the Joint Funds of the National Natural Science Foundation of China (Grant No. U21B2070), Science and Technology Support Plan for Youth Innovation of Colleges and Universities of Shandong Province (Grant No. 2024KJH122), and Taishan Scholars Program of Shandong Province.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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