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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1386538</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1386538</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Modified silica nanoparticles stabilized foam for enhanced oil recovery</article-title>
<alt-title alt-title-type="left-running-head">Yin et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1386538">10.3389/fenrg.2024.1386538</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yin</surname>
<given-names>Dandan</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2339441/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Qiuzi</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2695534/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Dongfeng</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Tao</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1296792/overview"/>
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<aff>
<institution>College of Petrochemical Engineering and Environment</institution>, <institution>Zhejiang Ocean University</institution>, <addr-line>Zhoushan</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/2150342/overview">Sanjeev K. Sharma</ext-link>, Chaudhary Charan Singh University, India</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/120665/overview">Viswanathan S. Saji</ext-link>, Interdisciplinary Research Center for Advanced Materials, Saudi Arabia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1602868/overview">Gaurav Sharma</ext-link>, Indian Institute of Technology Delhi, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dandan Yin, <email>aayindan@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1386538</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yin, Li, Zhao and Huang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yin, Li, Zhao and Huang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Foam has been successfully used to improve mobility control in the process of enhanced oil recovery, yet the instability of foam limits its application. Modified nanoparticles with varying wettability were prepared by reacting 3-methacryloxypropyltrimethoxysilane (KH570) with spherical SiO<sub>2</sub> nanoparticles in this study. Fourier transform infrared (FTIR) spectra and the measured contact angles were used to characterize the surface properties of the modified SiO<sub>2</sub> particles, and the foam stabilization effects of wettability SiO<sub>2</sub> were compared. Pore-scale visualization experiments were conducted using a 2D micromodel to identify the prevailing enhanced oil recovery (EOR) mechanisms of modified nano SiO<sub>2</sub>-Sodium alpha-olefin Sulfonate (AOS) foam flooding. The results indicate that modified SiO<sub>2</sub> effectively improves foam stability by adsorbing on the bubble surface and forming a mesh-like structure. The optimum contact angle of the particles is approximately 60&#xb0;, resulting in a significant increase in drainage half-life by 29.4% compared to foam stabilized only by AOS. Additionally, Foam stabilized by modified SiO<sub>2</sub> demonstrates superior dynamic stability and deformation resistance. The modified SiO<sub>2</sub> stabilized foam exhibits enhanced interfacial viscoelasticity and plugging and profile control performance, surpassing AOS foam in displacing more residual oil in dead-end pores. The oil recovery of the micro model was determined by ImageJ software. KH570@SiO<sub>2</sub> (0.2wt%)-AOS (0.2wt%) foam flooding increased the recovery by 8.7% compared to AOS (0.2wt%) foam flooding.</p>
</abstract>
<kwd-group>
<kwd>foam stability</kwd>
<kwd>SiO<sub>2</sub> nanoparticles</kwd>
<kwd>surface modification</kwd>
<kwd>profile control</kwd>
<kwd>enhanced oil recovery</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nano Energy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Foam flooding has been established as an effective method for enhancing the oil recovery of heterogeneous oil reservoirs (<xref ref-type="bibr" rid="B18">Li et al., 2008</xref>; <xref ref-type="bibr" rid="B8">Farajzadeh et al., 2010</xref>). Water flooding, a widely used and cost-effective technique, typically displaces only 30%&#x2013;50% of the original oil in reservoirs (<xref ref-type="bibr" rid="B41">Yao et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Wang et al., 2013</xref>). During water flooding, the water tends to flow into high-permeability layers, however, most low-permeability layers cannot be displaced (<xref ref-type="bibr" rid="B40">Xie et al., 2007</xref>). In addition, water may bypass flow due to the high viscosity ratio between oil and water. Foam fluid is a compressible non-Newtonian fluid with a selective seepage in the micropore paths. Foam will plug high-permeability layers, redirecting subsequent fluid flow toward low-permeability layers (<xref ref-type="bibr" rid="B35">Sun et al., 2014</xref>; <xref ref-type="bibr" rid="B28">Shi et al., 2023</xref>). Nonetheless, the thermodynamic instability of foam is a critical factor influencing its application (<xref ref-type="bibr" rid="B34">Sun et al., 2015</xref>; <xref ref-type="bibr" rid="B1">Almubarak et al., 2020</xref>). To address this issue, surfactants and polymers are commonly employed to stabilize foam (<xref ref-type="bibr" rid="B21">Mingming and Shuzhong, 2014</xref>; <xref ref-type="bibr" rid="B37">Wang and Li, 2016</xref>). Polymers increase the viscosity of the liquid film, thereby increasing resistance to gas diffusion and stabilizing foam (<xref ref-type="bibr" rid="B36">Wang, 2014</xref>). Surfactants create a dense adsorption layer on the liquid film, diminishing the effective permeability of gas and bolstering surface elasticity, thereby inhibiting foam coalescence rates (<xref ref-type="bibr" rid="B17">Khristov et al., 1983</xref>; <xref ref-type="bibr" rid="B24">Pozrikidis, 2001</xref>). However, polymers and surfactants are susceptible to degradation in subsurface rock and may suffer from retention, ultimately escalating costs (<xref ref-type="bibr" rid="B39">Wang et al., 2020</xref>). In recent years, nanoparticles (NPs) have emerged as a promising novel foam stabilizer (<xref ref-type="bibr" rid="B43">Zhao et al., 2021</xref>). The adsorption of NPs at the gas-liquid interface is a thermodynamically spontaneous process capable of reducing the system&#x2019;s energy (<xref ref-type="bibr" rid="B23">Pieranski, 1980</xref>). Additionally, NPs adsorbed at the interface can form a solid-like structure, effectively restraining foam coalescence and enhancing foam stability (<xref ref-type="bibr" rid="B4">Bizmark and Ioannidis, 2018</xref>; <xref ref-type="bibr" rid="B26">Rezaee et al., 2022</xref>). Compared to traditional stabilizers like surfactants or thickeners, NPs are deemed exceptional interfacial modifiers due to their minimal toxicity to humans and environmentally friendly (<xref ref-type="bibr" rid="B19">Linke and Drusch, 2018</xref>; <xref ref-type="bibr" rid="B6">Deschamps et al., 2019</xref>; <xref ref-type="bibr" rid="B25">Qi et al., 2021</xref>). Furthermore, NPs exhibit minimal retention in porous media (<xref ref-type="bibr" rid="B20">Maestro et al., 2014</xref>; <xref ref-type="bibr" rid="B15">Khajehpour et al., 2018</xref>). Nanoparticles enhance the properties of the foam and optimize its resistance to high temperature and pressure (<xref ref-type="bibr" rid="B22">Ojea-Jim&#xe9;nez et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Gu et al., 2022</xref>). Remarkably, NPs can traverse through pores and throats in rocks without causing pore plugging, so NPs can adapt to harsh formation environments (<xref ref-type="bibr" rid="B11">Horozov, 2008</xref>; <xref ref-type="bibr" rid="B12">Hu et al., 2023</xref>; <xref ref-type="bibr" rid="B16">Khandoozi et al., 2023</xref>).</p>
<p>SiO<sub>2</sub> nanoparticles (SNPs) have been used extensively in many fields due to their unique properties. Ordinary SNPs with a hydroxyl group (-OH) content exceeding 70% on the surface exhibit high hydrophilicity. However, neither excessive hydrophilicity nor hydrophobicity of SNPs can adsorb firmly at the gas-liquid interface, so they cannot stabilize the bubble well. The desorption energy of SNPs and the maximum capillary pressure they can form is closely related to the contact angle, underscoring the significance of achieving an optimal contact angle for effective foam stabilization (<xref ref-type="bibr" rid="B33">So and Lumsdon, 2000</xref>; <xref ref-type="bibr" rid="B3">Binks and Horozov, 2005</xref>). The formulation of nanofluids for foam generation stabilization was investigated by many researchers. Various surfactants such as cetyltrimethylammonium bromide (CTAB) and sodium dodecyl sulfate (SDS) have been employed through physical adsorption methods (<xref ref-type="bibr" rid="B27">Santini et al., 2011</xref>), However, the efficacy of these surface modifications is limited. Recognizing this limitation, silane coupling agents have emerged as widely utilized chemical modifiers for SNPs (<xref ref-type="bibr" rid="B45">Zhu et al., 2017</xref>). Some studies have explored adjusting the dosage of dichloro dimethyl silane (KH550) to alter the surface wettability of SNPs, resulting in modified particles with Si-OH group content (32%) and exhibiting favorable hydrophobic effects, characterized by an optimal contact angle ranging from 50&#xb0; to 90&#xb0; (<xref ref-type="bibr" rid="B14">Kaptay, 2003</xref>; <xref ref-type="bibr" rid="B42">Yousef et al., 2017</xref>). Hunter (<xref ref-type="bibr" rid="B13">Hunter et al., 2009</xref>) suggested that SNPs with contact angles between 60&#xb0; and 70&#xb0; serve as optimal foam stabilizers. Despite the recognized importance of hydrophobicity for the foam stabilization ability of NPs (<xref ref-type="bibr" rid="B29">Sie and Nguyen, 2020</xref>), there remains a lack of consensus in existing research regarding the impact of hydrophobicity of SNPs on foam stability. Various experiments have existed to demonstrate the effectiveness of nano-stabilized foam in enhancing oil recovery. Singh and Mohanty investigated the synergistic interaction between surfactants and SNPs and their effect on foam stability in the presence or absence of oil. Core displacement experiments showed that SNPs-stabilized foam can increase the recovery by 34% compared to water injection (<xref ref-type="bibr" rid="B31">Singh and Mohanty, 2017</xref>). <xref ref-type="bibr" rid="B44">Zhao et al. (2021)</xref> demonstrated the synergistic effect of anionic surfactant/silica mixtures in improving CO<sub>2</sub> foam stability and enhancing heavy oil recovery through microscopic visualization experiments. <xref ref-type="bibr" rid="B2">Bayat et al. (2016)</xref> studied the effects of SiO<sub>2</sub>, Al<sub>2</sub>O<sub>3</sub>, TiO<sub>2</sub>, and CuO on the stability of CO<sub>2</sub> foam and concluded that SiO<sub>2</sub> and Al<sub>2</sub>O<sub>3</sub> provided the highest recovery due to their superior stability. <xref ref-type="bibr" rid="B7">Du et al. (2022)</xref> reported the ability of QDs@SIL [magnetic quantum dots modified by silane-coupled ionic liquid (SIL)] to stabilize foam, resulting in increased pressure gradients and enhanced recovery. However, Previous studies focus on how much nanoparticle-stabilized foam enhances recovery in porous media, but there are few visual studies on the influence of modified nanoparticles on foam deformation, and there have been few substantive investigations into modified nanoparticles affecting the foam behavior within porous media. For the study of foam stabilized by modified nanoparticles, core displacement experiments or 2D models are also used to prove the effect of nanoparticles on oil recovery. The microscopic mechanism of the EOR of the foam stabilized by modified nanoparticles and surfactant is not clear enough. Although the priming effect on the same type of remaining oil is compared, the process and principle of starting the remaining oil are not presented.</p>
<p>To achieve this, KH570 reacts with spherical SNPs to reduce the hydrophilicity of the surface. Characterization of the modified SNPs involved analyzing their molecular structure, wettability, and dispersion in surfactant solutions using Fourier-transform infrared spectroscopy, contact angle measurements, and particle size analysis, respectively. The impact of the wettability of SNPs on foam stability was assessed by tracking parameters such as foam volume, drainage half-life, and foam particle size evolution over time. Additionally, microscopic displacement experiments were conducted to explore how nanoparticles adsorb at the gas-liquid interface influence foam flow and enhance oil recovery. Through this investigation, insights into the micro-flow characteristics and the underlying mechanisms of enhanced oil recovery in SNPs-stabilized foam were elucidated.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>Sodium alpha-olefin Sulfonate (AOS, C14&#x2013;16) with a molecular weight of 315w, which was supplied by Sigma (United States), both with a purity of &#x3e;99.0%. KH570 (CP) was from Sinopdrug Group Chemical Reagents Co., LTD. SiO<sub>2</sub> nanoparticles (HDK, H19), as a white powder, were supplied by Germany Wacker Chemical Co., Ltd. The average diameter of the SiO<sub>2</sub> particles is 15&#xa0;nm, with a specific surface area (SSA) of 170&#x2013;200&#xa0;m<sup>2</sup>/g and purity of over 99%. Distilled water was used in the following AOS and/or SiO<sub>2</sub> solution systems. Both the surfactant and SNPs were used as received without further purification. The crude oil obtained from the Daqing oil reservoir has a density of 0.8126&#xa0;g/cm&#xb3; and a viscosity of 7.69&#xa0;mPa&#xb7;s at 25&#xb0;C. NaOH (97%) was purchased from Chemiz China. Experiments were conducted at room temperature 25&#xb0;C.</p>
</sec>
<sec id="s2-2">
<title>2.2 Methods</title>
<sec id="s2-2-1">
<title>2.2.1 Modification of SiO<sub>2</sub> nanoparticles</title>
<p>The process begins with the reaction of the methoxy group (-CH<sub>3</sub>O) from the silane coupling agent KH570 with water, resulting in the formation of silica hydroxyl (-Si-OH). The silica hydroxyl newly generated undergoes a dehydration condensation reaction with the silica hydroxyl groups on the SNPs, making the surface of the somewhat hydrophilic SNPs, as depicted in <xref ref-type="fig" rid="F1">Figure 1</xref>. To initiate the synthesis, 1.0&#xa0;g of SNPs is initially dispersed in 100&#xa0;mL of anhydrous ethanol with the assistance of ultrasound for 10&#xa0;min forming a dispersion, and this mixture was referred to as solution A. Different mass fractions of KH570 are added into a 50&#xa0;mL ethanol solution (80&#xa0;wt%) and hydrolyzed under magnetic stirring for 1&#xa0;h, leading to the creation of solutions with varying concentrations of KH570, designated as solution B. Next, solution A is transferred into a 250&#xa0;mL three-necked flask, followed by the adjustment of the pH to 9&#x2013;10 using NaOH. While maintaining stirring at 85&#xb0;C, solution B is added dropwise and continuously stirred, allowing the reaction to progress under reflux conditions for 4&#xa0;h. After the completion of the reaction, the resulting product is washed with anhydrous ethanol and filtered until the filtrate becomes transparent. Subsequently, the product is dried in an oven at 60&#xb0;C for 12&#xa0;h and ground into a fine powder.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic illustration of the synthetic route of KH570@SiO<sub>2</sub> nanoparticles.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g001.tif"/>
</fig>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Characterization of SiO<sub>2</sub> nanoparticles</title>
<p>The surface functional groups of the SNPs were characterized using a Fourier-transform infrared spectrometer (FTIR, IRTracer-100) with a scanning resolution of 4&#xa0;cm&#x207b;<sup>1</sup> both before and after modification. To determine the modification degree, SiO<sub>2</sub> was initially mixed with a specific amount of KBr, ground repeatedly, pressed, and subjected to infrared absorption intensity measurement. By comparing the absorption peak intensity with that of the original SNPs, the reduction in surface -OH was observed through the FTIR, aiding in assessing the extent of modification. The contact angle of KH570@SiO<sub>2</sub> was determined using a dynamic contact angle measurement system (Data physics OCA15EC) with each measurement performed thrice for reproducibility. Subsequently, KH570@SiO<sub>2</sub> or original SNPs were incorporated into the AOS solution and sonicated to create KH570@SiO<sub>2</sub>-AOS or SiO<sub>2</sub>-AOS dispersion systems, respectively. The particle size distribution of the dispersion system was then analyzed using a laser particle size analyzer (Malvern NS 90).</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Foamability and foam stability</title>
<p>Bulk foam stability testing is often used as a fundamental screening tool to assess the foamability of diverse formulations of foam, despite variations in foam size between porous media and the free state (<xref ref-type="bibr" rid="B30">Singh et al., 2016</xref>). To evaluate foam stability, static foam stability experiments were conducted following the Waring blender method (<xref ref-type="bibr" rid="B10">Guo et al., 2006</xref>). Initially, various wettability of KH570@SiO<sub>2</sub> nanoparticles (0.2&#xa0;wt%) were dispersed in a 200&#xa0;mL AOS (0.2&#xa0;wt%) solution utilizing an ultrasonic disperser to establish a dispersion system. The foam was then created by agitating the system in a blender (8,000&#xa0;rpm) for 3&#xa0;min and subsequently transferred to a graduated cylinder. Foamability and foam stability were assessed based on the initial foam volume (V<sub>0</sub>) and the drainage half-life (t<sub>1/2</sub>), representing the duration for half of the liquid to drain from the foam. Furthermore, a more detailed observation of the foam texture was achieved by dropping the lower foam layer onto a slide using a dropper, followed by covering it with a cover glass to create a single-layer distribution of foam. High-resolution three-dimensional super-depth microscopy (VHX-5000, Keyence) and a high-quality camera were used to capture the bubbles&#x2019; shapes and diameters at different time points. The acquired images were analyzed using ImageJ software, which facilitated the calculation of the number and area of bubbles over time, along with determining the bubbles&#x2019; diameters through image processing and statistical analysis.</p>
</sec>
<sec id="s2-2-4">
<title>2.2.4 Adsorption of particles on the foam surface</title>
<p>The adsorption of SNPs at the bubble surface and the mechanism of KH570@SiO<sub>2</sub>-stabilized foam were investigated using fluorescence microscopy (Trim Scope, Germany). A fluorescent probe, Rhodamine B with a negative charge and a maximum excitation wavelength of 543&#xa0;nm, was employed in this study. Initially, SNPs in the dispersion were stained with Rhodamine B, followed by centrifugation and washing with distilled water until the upper layer became clear. Subsequently, foam stabilized by the stained nanoparticles was prepared according to the standard procedure, enabling the collection of fluorescence images of the foam using a microscope.</p>
</sec>
<sec id="s2-2-5">
<title>2.2.5 Nanoparticle-stabilized foam flooding</title>
<p>A microscopic etched porous media model was made for foam flooding experiments. Through a photolithographic approach, a pore network resembling the real pore structure of natural cores from the Daqing oilfield was etched onto a glass plate. Upon sintering this etched glass plate with another smooth glass plate, the microscopic model was formed. The glass micro-model was designed with a porosity of 25%, featuring an average pore depth of approximately 40&#xa0;&#x3bc;m and a width of 100&#xa0;&#x3bc;m. Comprising three main components of the microscopic displacement device&#x2014;the foam generation device, microscopic pore model, and observation/data collection device illustrated in <xref ref-type="fig" rid="F2">Figure 2</xref>&#x2013;the microscopic displacement apparatus was established. Initially, the microscopic model was evacuated, following which the pores were filled with crude oil (&#x3bc; &#x3d; 7.69&#xa0;mPa&#xb7;s, 25&#xb0;C). The subsequent water flood involved injecting water for 10 pore volumes (PV) until no oil production occurred, signaling the termination of the water flooding phase and the beginning of the high-water saturation stage. Foam generation involved injecting foam solution and air into the foam generator at a 1:1 volume ratio, proceeding with a 2&#xa0;PV injection for AOS foam or KH570@SiO<sub>2-</sub>AOS stabilized foam. This was followed by an additional 5&#xa0;PV of water flooding, with a consistent injection rate of 1&#xa0;&#x3bc;L/min. Throughout the displacement process, an observation microscope (VHX-5000, Keyence) and a high-resolution CCD camera with a parallel light source documented the entire process. The study focused on investigating the effect of KH570@SiO<sub>2</sub>-AOS stabilized foam flooding on the mobilization of various residual oils during the high-water saturation period, conducted at a temperature of 25&#xb0;C. Microscopic displacement images were continuously recorded during the flooding experiment. To obtain the oil saturation from the remaining oil image, the image was sharpened to improve the contrast. Water and oil in the image were then distinguished based on a gray threshold according to a program developed in Python. Finally, the oil saturation was obtained by calculating the oil hole area ratio. Upon completion of the experiments, petroleum ether and ethanol were injected into the micro-model to clean all pore throats. Subsequently, the micro-model was placed in a constant-temperature oven at 45&#xb0;C for drying.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The flow diagram of the microscopic flooding experiment.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g002.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Surface properties of silica nanoparticles</title>
<sec id="s3-1-1">
<title>3.1.1 Infrared spectrum analysis</title>
<p>The FTIR spectra of the SNPs are illustrated in <xref ref-type="fig" rid="F3">Figure 3</xref>. In the spectrum of naked SNPs, the presence of -OH on the SiO<sub>2</sub> surface is indicated by the -OH peak observed in the range of 3,400&#x2013;3,600&#xa0;cm&#x207b;<sup>1</sup>. Even after modification, the persistence of -OH suggests that it did not completely react with the hydrolyzed KH570. The bending vibration of the O&#x2212;H bond is represented by the absorption peak at 1,635&#xa0;cm&#x207b;<sup>1</sup>. The characteristic peaks at 1,091&#xa0;cm&#x207b;<sup>1</sup>, 810&#xa0;cm&#x207b;<sup>1</sup>, and 486&#xa0;cm&#x207b;<sup>1</sup> correspond to the asymmetric stretching vibration, symmetric stretching vibration, and bending vibration of the Si&#x2212;O&#x2212;Si bonds on the surface of SiO<sub>2</sub>, indicating the presence of structural water on the K570@SiO<sub>2</sub> nanoparticles surface. The peak at 2,954&#xa0;cm&#x207b;<sup>1</sup> is attributed to the asymmetric and symmetric stretching vibrations of the C-H bonds in -CH<sub>3</sub>. Furthermore, the stretching vibration of the C&#x3d;O bond is represented by the peak at 1718.21&#xa0;cm&#x207b;<sup>1</sup>, while the peak at 1,234.44&#xa0;cm&#x207b;<sup>1</sup> represents the stretching vibration of the C-O-C bond (<xref ref-type="bibr" rid="B5">Coates, 2000</xref>; <xref ref-type="bibr" rid="B32">Smith, 2018</xref>). These peaks suggest a reaction between the groups on the SiO<sub>2</sub> surface and KH570, leading to the successful coverage of the surface of the SNPs by -CH<sub>3</sub>. As the KH570 content increases, the absorbance of the surface structured water at 3,200&#x2013;3,600 cm<sup>&#x2212;1</sup> and the surface -OH at 1,636&#xa0;cm&#x207b;<sup>1</sup> gradually weaken, indicating the grafting of KH570 onto the SNPs surface in the form of a Si&#x2212;O&#x2212;Si bond.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>FTIR spectra of SNPs as a function of the KH570 concentration.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g003.tif"/>
</fig>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Hydrophobicity analysis</title>
<p>According to the above experiments, the organic hydrophobic groups were successfully grafted onto the surface of SNPs after modification. This grafting necessarily changes the surface hydrophobicity of the SNPs. <xref ref-type="fig" rid="F4">Figure 4</xref> illustrates the change in the contact angle of SiO<sub>2</sub> with the content of KH570. The initial contact angle on the surface of naked SNPs is in the range of 0&#xb0;&#x2013;15&#xb0; (as in <xref ref-type="fig" rid="F4">Figure 4A</xref>), where water dropped onto a SiO<sub>2</sub> thin film spreads and rapidly penetrates the substrate. The contact angle of SiO<sub>2</sub> first increases with the increase of KH570 content and then reaches a plateau, as in <xref ref-type="fig" rid="F4">Figures 4B&#x2013;H</xref> and <xref ref-type="fig" rid="F5">Figure 5</xref>. This indicates that KH570 effectively alters the surface hydrophobicity of SiO<sub>2</sub>. When the concentration of KH570 reaches 7.7%, the contact angle of SiO<sub>2</sub> reaches 91.2&#xb0; as in <xref ref-type="fig" rid="F4">Figure 4H</xref>. However, as the content of KH570 continues to increase, When the contact angle ranges from 30&#xb0; to 80&#xb0; does not continue to increase. This is because a self-condensation side reaction occurs between the hydrolysis products of KH570 and Si&#x2212;OH. With an increase in KH570 content, both the grafting of silane alcohol with SNPs and the extent of the self-condensation reaction intensifies. However, when KH570 content is excessive, it tends to favor self-polymerization rather than grafting onto the surface of SNPs.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contact angles images of KH570@SiO<sub>2</sub> nanoparticles.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Contact angles of KH570@SiO<sub>2</sub> nanoparticles as a function of KH570 concentration.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g005.tif"/>
</fig>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Dispersion of SNPs in AOS solution</title>
<p>In an AOS solution, a good foam stabilizer must be dispersed well. <xref ref-type="fig" rid="F6">Figure 6</xref> presents the median diameter (D<sub>50</sub>) of the aggregation of SNPs (0.2wt%) in an AOS (0.2wt%) solution. The naked SNPs tend to cluster together, forming aggregates with a D<sub>50</sub> of around 200&#xa0;nm, which lose their nanoparticle properties. Conversely, the KH570@SiO<sub>2</sub> nanoparticles exhibit mitigated aggregation when the contact angle ranges from 30&#xb0; to 80&#xb0;, leading to an improvement in dispersion within the AOS solution as evidenced by a decrease in D<sub>50</sub> to below 100&#xa0;nm as the contact angle reaches 50&#xb0;&#x2013;60&#xb0;. However, when the contact angle surpasses 80&#xb0;, severe aggregation reoccurs, with the D<sub>50</sub> exceeding 200&#xa0;nm. This phenomenon is attributed to the heightened hydrophobicity that arises from the introduction of hydrophobic groups, thereby intensifying van der Waals forces between particles. The enhanced intermolecular interactions cause the particles to repel the aqueous phase, which ultimately results in their increased proximity and aggregation.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>D<sub>50</sub> of SiO<sub>2</sub>/KH570@SiO<sub>2</sub> nanoparticles as a function of the Contact angles.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Factors affecting foam ability and stability</title>
<sec id="s3-2-1">
<title>3.2.1 Static stability of bulk foams</title>
<p>Foaming was made using the Waring blending with dispersions of SiO<sub>2</sub> or KH570@SiO<sub>2</sub> nanoparticles (0.2wt%) with different contact angles and AOS (0.2wt%). The foam volume and t<sub>1/2</sub> are presented in <xref ref-type="fig" rid="F7">Figure 7</xref>. The foaming volume and t<sub>1/2</sub> of the dispersion with naked SNPs were 658&#xa0;mL and 448&#xa0;s, respectively. The foaming volume decreased slightly with increasing contact angle, possibly attributed to KH570@SiO<sub>2</sub> being better dispersed and increasing the viscosity of the foaming dispersion. In these experiments, the rate of the blender is 8,000&#xa0;rpm, which means the energy supplied for foaming is constant. Therefore, the foam volume decreases. The t<sub>1/2</sub> initially increased first with increasing contact angle and then decreased. When the contact angle of KH570@SiO<sub>2</sub> nanoparticles was around 60&#xb0;, the t<sub>1/2</sub> (580&#xa0;s) at maximum increased by 29.4% which is better than the foam system stabilized by (CH<sub>3</sub>)<sub>2</sub>SiCl<sub>2</sub>-modified silica particles (<xref ref-type="bibr" rid="B45">Zhu et al., 2017</xref>) compared to the naked SNPs stabilized foam, indicating that the stability of the foam is strongest when the contact angle of KH570@SiO<sub>2</sub> nanoparticles is near 60&#xb0;. Therefore, when the hydrophilicity and hydrophobicity are too strong, the synergistic effect with the surfactant cannot achieve a moderate hydrophobic effect on the nanoparticle surface. Consequently, the SNPs cannot firmly adsorb at the gas-liquid interface, resulting in ineffective enhancement of foam stability. The properties of the foam are a combination of foaming volume and foam stability, and the effect is optimal when the contact angle of KH570@SiO<sub>2</sub> nanoparticles is around 60&#xb0;.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Stability and volumes of foam stabilized by KH570@SiO<sub>2</sub> with different contact angles.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g007.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> illustrates the dynamic changes in the foams stabilized by AOS (0.2wt%)-SiO<sub>2</sub> (0.2wt%) or AOS (0.2wt%)-KH570@SiO<sub>2</sub> (0.2wt%)with different contact angles at 0&#xa0;min, 10th min, 20th min, and 30th min. Compared to the foam stabilized by naked SNPs (<xref ref-type="fig" rid="F8">Figure 8A</xref>), it is evident that the foam stabilized by KH570@SiO<sub>2</sub> nanoparticles exhibits a slower increase in size (<xref ref-type="fig" rid="F8">Figures 8B&#x2013;D</xref>). Specifically, after 20&#xa0;min, the foam stabilized by naked SNPs displays bubbles arranged in a polygonal pattern. These bubbles have larger diameters, resulting in the foam skeleton. In contrast, the foam stabilized by KH570@SiO<sub>2</sub> particles maintains fine textures, particularly for particles with a contact angle of approximately 60&#xb0; (<xref ref-type="fig" rid="F8">Figure 8C</xref>). The presence of KH570@SiO<sub>2</sub> particles leads to a higher proportion of smaller bubbles and less variability in bubble sizes, suggesting a significant deceleration in foam coalescence. However, as the contact angle of KH570@SiO<sub>2</sub> increases to 90.3&#xb0;, the coalescence of foam becomes more obvious (<xref ref-type="fig" rid="F8">Figure 8D</xref>, evidenced by a reduction in the number of bubbles and a decrease in roundness at the 20-min mark. These observations align with the findings derived from t<sub>1/2</sub> measurements conducted on the foam. <xref ref-type="fig" rid="F9">Figure 9</xref> shows changes in the D<sub>50</sub> of the foam at the beginning and 20th minute. Initially, the D<sub>50</sub> of the foam stabilized by naked SNPs is 246&#xa0;&#x3bc;m. However, D<sub>50</sub> decreases to 214&#xa0;&#x3bc;m when the contact angle reaches 60&#xb0;. This decrease can be explained by the nanoparticles present in the liquid phase aggregating on the surface of the bubbles. Notably, the variation in D<sub>50</sub> at 20&#xa0;min aligns with the trends observed in the images.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The change of foam with time observed by microscope. <bold>(A)</bold> Naked SiO<sub>2</sub>, <bold>(B)</bold> 1% KH570@SiO<sub>2</sub>, <bold>(C)</bold> 4.77% KH570@SiO<sub>2</sub>, <bold>(D)</bold> 7.7% KH570@SiO<sub>2</sub>.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Average diameter of bubbles changes with time.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g009.tif"/>
</fig>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Mechanism of KH570@SiO<sub>2</sub> nanoparticles stabilization of foam</title>
<p>After grafting -CH<sub>3</sub> onto the surfaces of SNPs, the surfaces become partially hydrophobic, allowing SNPs to adsorb at the gas-liquid interface. To investigate the adsorption of KH570@SiO<sub>2</sub> particles on the gas-liquid surface, the optical microscope experiments were performed first and the microscopic images from generated foams by KH570@SiO<sub>2</sub> nanoparticles (0.2wt%)-AOS (0.2wt%) with a contact angle of 61.5&#xb0;dispersions were demonstrated in <xref ref-type="fig" rid="F10">Figure 10</xref>. Fluorescence microscopy analysis, as shown in <xref ref-type="fig" rid="F10">Figure 10B</xref>, reveals a distinct visualization of the foam structure stabilized by KH570@SiO<sub>2</sub> particles, compared to foam only stabilized by AOS as illustrated in <xref ref-type="fig" rid="F10">Figure 10A</xref>. The adsorption of KH570@SiO<sub>2</sub> particles onto the gas bubble surfaces, with some particles forming layers separated by platform boundaries, facilitates the formation of a three-dimensional network structure, thereby significantly enhancing foam stability. To visualize the particle distribution more clearly, the liquid from the foam in <xref ref-type="fig" rid="F10">Figure 10B</xref> was drained to form dry foam skeletons, represented in <xref ref-type="fig" rid="F10">Figures 10C</xref>. Notably, some particles are embedded within the dry foam structure, confirming the adhesion of particles to gas bubble surfaces. The retention of particles within the dry foam framework provides evidence that if the particles were in the surrounding continuous phase and not adhering to gas bubble surfaces, they would have been expelled during liquid drainage, rather than being retained within the dry foam skeleton.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Confocal fluorescence image for the foams stabilized only by AOS <bold>(A)</bold> and fluorescently labeled KH570@SiO<sub>2</sub>-AOS <bold>(B,C)</bold>. <bold>(B)</bold> Wet foams, <bold>(C)</bold> dry foams.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g010.tif"/>
</fig>
</sec>
</sec>
<sec id="s3-3">
<title>3.3 Microscopic displacement characteristics of foam</title>
<sec id="s3-3-1">
<title>3.3.1 Study on the flow of foam in microscopic pores</title>
<p>The stability of the foam in the static condition of the microscopic model is given by <xref ref-type="bibr" rid="B10">Guo et al. (2006)</xref>, and the flow state of the foam stabilized by the modified nanoparticles is described in this experiment. <xref ref-type="fig" rid="F11">Figure 11</xref> demonstrates the flow of foam in microscopic pores. A comparison is presented between foam generated by KH570@SiO<sub>2</sub> (0.2wt%) with a contact angle of 61.5&#xb0;and only AOS (0.2wt%) dispersion, and foam generated only by AOS (0.2wt%). Foam stabilized by KH570@SiO<sub>2</sub>-AOS, in comparison to foam stabilized by AOS, can keep smaller sizes over a longer period. This is achieved through the formation of bridging blockages with small bubbles and single-bubble blocking up, as <xref ref-type="fig" rid="F11">Figures 11A, C</xref>. The small bubbles aggregate, with liquid films facilitating interactions between neighboring bubbles, leading to enhanced resistance to flow. Consequently, subsequent foam is compelled into narrower channels. Conversely, <xref ref-type="fig" rid="F11">Figure 11B</xref> illustrates the flow of AOS foam, where bubbles amalgamate into larger trains that can go through the pores by deformation without effective blockage. Notably, the slightly larger bubbles formed by KH570@SiO<sub>2</sub>-AOS lead to less deformable liquid films due to particle adsorption on the bubble surface. Consequently, it is prone to blockage when passing through a throat, as illustrated in <xref ref-type="fig" rid="F11">Figure 11C</xref>. Contrastingly, in AOS foam, bubbles without soil-absorbed surface are easier to deform and are more likely to flow through a throat, resulting in ineffective blockages, as evidenced in <xref ref-type="fig" rid="F11">Figures 11D&#x2013;F</xref>, indicating a weaker blockage.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>The image of flowing characteristics of the foam fluid in porous media <bold>(A,C)</bold> are KH570@SiO<sub>2</sub>-AOS foam; <bold>(B,D&#x2013;F)</bold> are AOS foam.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g011.tif"/>
</fig>
</sec>
<sec id="s3-3-2">
<title>3.3.2 Micro displacement mechanism</title>
<p>Oil displacement experiments were conducted using AOS (0.2wt%) and KH570@SiO<sub>2</sub> (0.2wt%)-AOS (0.2wt%) foams. Dead-end pores, very common in rocks, are characterized by only one end connected to the pore-throat network. Upon water flooding, residual oil is distributed in dead-end pores, with the driving force of water proving insufficient to penetrate the higher viscosity dead-end residual oil. This results in residual oil in dead-end pores as depicted in <xref ref-type="fig" rid="F12">Figure 12A</xref>. It is still a great challenge to recover dead-end residual oil. The subsequent AOS foam displacement process, shown in <xref ref-type="fig" rid="F12">Figures 12B, C</xref>, reveals the residual oil in dead-end pores cannot be displaced completely using the foam only stabilized by AOS. The foam stability generated only by AOS is inadequate, with a limited number of small-sized bubbles maintained, and most of the bubble sizes are larger than the throat size, so the larger bubbles are difficult to squeeze into the dead-end pores. Even if smaller AOS bubbles manage to touch the top oil in dead-end pores, they quickly coalesce and enlarge due to poor oil tolerance, preventing further penetration, and leaving some residual oil still in dead-end pores, as illustrated in <xref ref-type="fig" rid="F12">Figure 12C</xref>. In contrast, KH570@SiO<sub>2</sub>-AOS foam more effectively displaces residual oil from dead-end pores compared to only AOS foam. <xref ref-type="fig" rid="F12">Figures 12D&#x2013;F</xref> demonstrate the displacement process by the KH570@SiO<sub>2</sub>-AOS foam. The adsorption of particles on the bubble surface enhances interfacial viscoelasticity, thus increasing the foam&#x2019;s blockage capability and facilitating efficient flow channel blockage. KH570@SiO<sub>2</sub>-AOS foam stability is superior, maintaining relatively small bubbles for an extended period, reducing flow resistance when entering dead-end pores, and enabling deeper penetration into oil-containing dead-end pores, as illustrated in <xref ref-type="fig" rid="F12">Figure 12D</xref>. Within the dead-end pores, bubbles deform under the influence of driving forces. While AOS bubbles are compressed against the surface of the residual oil due to the high viscosity of oil, KH570@SiO<sub>2</sub>-AOS bubbles possess higher interfacial viscoelasticity. Deformed KH570@SiO<sub>2</sub>-AOS bubbles tend to restore their original shape, gradually displacing residual oil into a film or droplets and allowing for efficient displacement from the dead-end, as observed in <xref ref-type="fig" rid="F12">Figure 12E</xref>. Ultimately, the majority of oil in the dead-end pores is displaced by the KH570@SiO<sub>2</sub>-AOS foam, as shown in <xref ref-type="fig" rid="F12">Figure 12F</xref>. The result indicates that the foam stabilized by the KH570@SiO<sub>2</sub> particles displacement system drives the residual oil in dead-end pores by way of the lots of small bubbles blocking the water channel, enhancing the driving force of the bubble into dead-end pores, then squeezing, deformating, and restorating.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Images of residual oil with different displacement phases <bold>(A)</bold> After water flooding, <bold>(B,C)</bold> AOS foam flooding, <bold>(D&#x2013;F)</bold> Foam stabilized by KH570@SiO<sub>2</sub>-AOS flooding.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g012.tif"/>
</fig>
<p>ImageJ software was used to calculate the residual oil in the full microscopic model after different fluid displacements. <xref ref-type="fig" rid="F13">Figures 13A, C</xref> were raw images of initial oil distribution before flooding. The pores of microscopic model is full of oil. In the process of microscopic displacement, water flooding was carried out firstly and then a slug (0.3&#xa0;PV) of the foam was injected at the residual oil saturation, followed by an extended water flooding. During water flooding, there was a significant &#x201c;viscous fingering&#x201d; phenomenon due to the low resistance of the large pores. The injected water preferentially entered into the large pores, and only a small amount of water was driven into the small pores. There is a large amount of residual oil after water flooding, <xref ref-type="fig" rid="F13">Figures 13B, D</xref>. The displacement effects of water flooding, AOS foam flooding, and KH570@SiO<sub>2</sub>-AOS were compared (<xref ref-type="fig" rid="F13">Figure 13</xref>). After AOS foam flooding and extend water flooding, there's less residual oil, as shown in <xref ref-type="fig" rid="F13">Figures 13E, G</xref>. However, after KH570@SiO<sub>2</sub>-AOS foam flooding and extend water flooding, the distribution of residual oil is further reduced, as shown in <xref ref-type="fig" rid="F13">Figures 13F, H</xref>. The recovery of water flooding, AOS foam flooding, and KH570@SiO<sub>2</sub>-AOS was 59.5%, 70.4%, and 79.1% respectively. Less oil was trapped during the KH570@SiO2-AOS and extended water displacement, indicating that KH570@SiO<sub>2</sub>-AOS and extended water displacement could achieve the best oil recovery. This system was more effective in mobilizing and displacing residual oil to the production outlet than water flooding and AOS foam flooding followed by water flooding. The displacement behavior is consistent with the pore-scale visualization observations in <xref ref-type="fig" rid="F12">Figure 12</xref>.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Microscopic images of residual oil distributions in 2D micromodel. Figures <bold>(A,B,E,F)</bold> were raw images of initial oil distribution, residual oil distributions after water flooding, AOS foam flooding and extended water flooding, and KH570@SiO<sub>2</sub>-AOS foam flooding and extended water flooding respectively, while <bold>(C,D,G,H)</bold> were processed images <bold>(A,B,E,F)</bold> using ImageJ software to estimate trapped oil. Dark brown is oil and milky color is displacement fluids in <bold>(A,B,E,F)</bold> whereas red is oil and ash color is displacement fluid in <bold>(C,D,G,H)</bold>. The flow direction is from left to right.</p>
</caption>
<graphic xlink:href="fenrg-12-1386538-g013.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In summary, KH570@SiO<sub>2</sub> nanoparticles were successfully synthesized by modifying SNPs using KH570. The chemical composition and wettability of KH570@SiO<sub>2</sub> particles were characterized using the equipment. Through the stability experiment of the foam, the modified particles with the optimal contact angle were selected. For the first time, the effect of modified nanoparticles on foam deformation and the microscopic mechanism of enhanced EOR of modified nanoparticle-stabilized foam are demonstrated. The conclusions are as follows:<list list-type="simple">
<list-item>
<p>(1) The successful grafting of coupling agent KH570 onto the surface of SNPs through chemical reactions has been achieved, leading to the effective control of the wettability of the SNPs&#x2019; surface. The surface hydrophobicity of the modified particles disperses well in AOS solution, reduction of aggregation, and attaining particle size below 100&#xa0;nm.</p>
</list-item>
<list-item>
<p>(2) The foam stability is effectively improved when the contact angle of particles is approximately 60&#xb0;. Under the optimum conditions, the drainage half-life increases by 29.4% compared to the foam stabilized by naked SNPs, and the foam displays a finer texture, slower drainage rate, and decreased incidence of bubble coalescence. Through fluorescence microscopy analysis reveal that KH570@SiO2 particles are adsorbed on the liquid film, and the three-dimensional network structure is formed between the armored bubbles, thus the foam stability increases.</p>
</list-item>
<list-item>
<p>(3) Microscopic displacement experiments demonstrate that KH570@SiO<sub>2</sub> with a contact angle close to 60&#xb0; improved the dynamic stability of foam, forming a bridging blockage with small bubbles and plugging blockage with large bubbles. Compared to the foam stabilized only by AOS, KH570@SiO<sub>2</sub>-AOS foam shows higher interfacial viscoelasticity and superior deformation resistance.</p>
</list-item>
<list-item>
<p>(4) The foam stabilized by KH570@SiO<sub>2</sub> nanoparticles can enhance the oil recovery by displacing most of the residual oil in dead-end pores. The stability and swelling viscoelasticity of the foam with KH570@SiO<sub>2</sub> nanoparticles allow the foam to have lots of small bubbles that can block the water channel, enhancing the driving force of the bubbles enter dead-end pores deeper, then the bubbles are squeezed, deformed, and recovered so that the residual oil in dead-end pores is displaced. KH570@SiO<sub>2</sub> (0.2wt%)-AOS (0.2wt%) foam flooding increased the recovery by 8.7% compared to AOS (0.2wt%) foam flooding.</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 id="s6">
<title>Author contributions</title>
<p>DY: Data curation, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. QL: Formal Analysis, Software, Visualization, Writing&#x2013;review and editing. DZ: Formal Analysis, Methodology, Software, Validation, Writing&#x2013;review and editing. TH: Methodology, Resources, Visualization, Writing&#x2013;review and editing.</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, authorship, and/or publication of this article. This work has been financially supported by the National Natural Science Foundation of China (Nos 52004247 and 51604243) and Zhoushan Science and Technology Bureau (No. 2021C21024), China Scholarship Council.</p>
</sec>
<ack>
<p>The authors would like to express their appreciation for the financial support received from the National Natural Science Foundation of China (Nos 52004247 and 51604243) and Zhoushan Science and Technology Bureau (No. 2021C21024), China Scholarship Council, and College of Petrochemical Engineering and Environment of Zhejiang Ocean University for permission to publish this paper.</p>
</ack>
<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="disclaimer" id="s9">
<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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