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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1511872</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1511872</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Spontaneous imbibition characteristics and influencing factors of shale oil reservoir in Qintong depression</article-title>
<alt-title alt-title-type="left-running-head">Li 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/feart.2024.1511872">10.3389/feart.2024.1511872</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Fengxia</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Yuanyuan</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2868945/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Tong</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Haibo</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff>
<institution>SINOPEC Petroleum Exploration and Production Research Institute</institution>, <addr-line>Beijing</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/1980866/overview">Peng Wu</ext-link>, Dalian University of Technology, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1871743/overview">Zhengzheng Cao</ext-link>, Henan Polytechnic University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1585963/overview">Shuang Liang</ext-link>, Northeast Petroleum University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1698015/overview">Hun Lin</ext-link>, Chongqing University of Science and Technology, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Yuanyuan Li, <email>lyy08.syky@sinopec.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1511872</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Li, Li, Zhou and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Li, Li, Zhou and Wang</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>This study integrates one-dimensional and two-dimensional nuclear magnetic resonance (NMR) techniques to conduct spontaneous imbibition experiments on two distinct lithologies (laminated calcareous shale and bulk clay-rich shale) from the Qintong Depression using four different fluid types. Field emission scanning electron microscopy (FE-SEM) and computed tomography (CT) scanning were employed to observe and track the dynamic changes in shale microstructures at specific intervals allowing for a comprehensive analysis of induced microfractures and their propagation patterns. These methods enabled a deeper understanding of the underlying mechanisms, enriching the interpretation of the imbibition results. The study reveals that anionic surfactants demonstrate exceptional performance during the imbibition process, and the combination of surfactants further enhanced oil recovery. The imbibition process can be divided into three stages: the imbibition diffusion stage, the transition stage, and the equilibrium stage, with the diffusion stage serving as the primary contributor, driven predominantly by capillary pressure. The calcareous shale cores exhibited the highest imbibition rates in the early stages, approaching equilibrium in the middle stages. Conversely, the clay-rich shale cores maintained relatively high imbibition rates throughout the second stage, indicating different imbibition dynamics based on lithology. NMR, CT scanning, and SEM analysis highlighted significant lithology-dependent differences in the mechanisms driving induced microfracture development during the imbibition and hydration. In laminated calcareous shale, imbibition and hydration primarily proceeded through the dissolution of calcareous minerals, resulting in pore expansion and induced microfractures along pre-existing fractures. In contrast, clay-rich shale exhibited similar mineral dissolution but also experienced clay swelling due to its high clay content, leading to the formation of bedding-parallel fractures with distinct directional patterns along weak mineral-matrix bonds. The experimental results underscored the pivotal role of lithology in determining final imbibition efficiency, with high-clay-content shales demonstrating superior recovery rates under spontaneous imbibition conditions. This study provides critical experimental data and insights into the microscopic mechanisms governing spontaneous imbibition across varied lithologies and fluid types in the Qintong Depression. The results offer foundational knowledge for optimizing oilfield development strategies.</p>
</abstract>
<kwd-group>
<kwd>imbibition</kwd>
<kwd>surfactant</kwd>
<kwd>hydration</kwd>
<kwd>pore structure</kwd>
<kwd>microfracture</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Georeservoirs</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Shale oil, following shale gas, has emerged as another crucial unconventional energy resource, playing a significant role in the global energy alternative strategy (<xref ref-type="bibr" rid="B10">Fu and He, 2024</xref>). In 2022, a significant breakthrough in shale oil exploration and development was achieved in the Qintong Sag of China, with estimated shale oil resources in the Jiangsu exploration area reaching 12.7 &#xd7; 10<sup>8</sup> t. Among these, the second member of the Paleogene Funing Formation (Funing 2 Member) in the Qintong Sag holds approximately 7.5 &#xd7; 10&#x2078; tonnes of resources. Currently, shale oil wells in this block have demonstrated promising production levels, with Well HY1 and Well H2C producing 29.7 t/day and 50.5 t/day of industrial oil flow, respectively, highlighting substantial development potential (<xref ref-type="bibr" rid="B8">Duan et al., 2024</xref>). To optimize the efficient development of shale oil from the Funing 2 Member, it is essential to enhance the parameters of the imbibition-enhancement process to boost the well productivity. The application of NMR technology to simulate and assess the microscopic mobilization of crude oil offers valuable insights for optimizing the field implementation of imbibition-enhanced recovery.</p>
<p>Traditional methods for assessing imbibition efficiency, such as volumetric and gravimetric techniques, face significant limitations when applied to shale oil reservoirs. These reservoirs are often characterized by tight formations, narrow pore throats, and challenges in establishing displacement pressure differentials, which complicate the experimental process (<xref ref-type="bibr" rid="B12">Guo et al., 2020</xref>). As a result, conventional techniques are prone to inaccuracies, typically providing only recovery data over time and exhibiting substantial experimental errors. Recent advancements in low-field NMR and CT scanning technologies have improved the study of the imbibition process by enabling the dynamic tracking of oil-water displacement and fluid saturation, offering greater precision and insights into pore-scale imbibition behavior (<xref ref-type="bibr" rid="B24">Liu and Sheng, 2019</xref>; <xref ref-type="bibr" rid="B39">Yan et al., 2024</xref>). Numerous researchers have conducted targeted studies on shale imbibition based on porous media imbibition theory, employing low-field NMR technology and core experiments to analyze the spontaneous imbibition dynamics in various shale blocks (<xref ref-type="bibr" rid="B11">Ge et al., 2015</xref>; <xref ref-type="bibr" rid="B12">Guo et al., 2020</xref>). Studies utilizing these technologies have identified capillary pressure and clay osmotic pressure as the primary drivers of shale imbibition, with imbibition capacity being strongly influenced by the content, type, and structure of clay minerals. Shale samples with higher clay content demonstrate greater cation exchange capacity and enhanced water absorption ability (<xref ref-type="bibr" rid="B29">Meng et al., 2020</xref>). Additionally, imbibition recovery is closely linked to the permeability, porosity, and natural fracture development of the rock samples (<xref ref-type="bibr" rid="B11">Ge et al., 2015</xref>; <xref ref-type="bibr" rid="B12">Guo et al., 2020</xref>). However, much of the existing research has predominantly focused on characterizing imbibition phenomena, with relatively few studies investigating the role of imbibition agents in enhancing recovery. Moreover, even fewer studies have been dedicated to optimizing the parameters of imbibition-enhancement processes, so there remains a lack of comprehensive and systematic evaluation methods for optimizing imbibition-enhanced recovery in shale oil reservoirs. Furthermore, while many researchers have conducted extensive studies on shale imbibition and hydration, these studies tend to be isolated, with limited integration of both aspects (<xref ref-type="bibr" rid="B5">Ding et al., 2022</xref>).</p>
<p>In summary, the specific characteristics of the factors influencing surfactant-assisted imbibition in shale reservoirs remain inadequately understood, and the mobilization of crude oil within the diverse micro-pore sizes during the imbibition process requires further investigation. Therefore, this study aims to bridge these gaps by characterizing the physical properties and pore size distribution of the shale reservoirs from the Funing 2 Member of the Qintong Depression and conducting spontaneous imbibition experiments using different surfactants. Through analysis of nuclear magnetic resonance (NMR) T<sub>2</sub> spectra, 2D spectra, variations in imbibition efficiency, and crude oil mobilization within the pores, this study seeks to clarify the effects of various factors on imbibition efficiency during surfactant-assisted imbibition in shale reservoirs. Additionally, the study explores the coupled effects of imbibition and hydration by closely monitoring dynamic changes in the shale&#x2019;s microstructure using field emission scanning electron microscopy (FE-SEM) and CT scanning. The propagation of induced microfractures and the underlying microscopic mechanisms are examined, providing an in-depth interpretation of the experimental results at the micro-scale. These findings aim to offer valuable insights into optimizing recovery efficiency in shale reservoirs, with a focus on surfactant-assisted imbibition processes.</p>
</sec>
<sec id="s2">
<title>2 Samples and methods</title>
<sec id="s2-1">
<title>2.1 Liquids and core samples properties</title>
<p>For the preparation of the imbibition solution, four different surfactant systems were employed in the experiment: a 0.2% KCl system, an SDS system (0.2% KCl with an anionic surfactant), a SY system (0.2% KCl with a combination of anionic and non-ionic surfactants), and an HD system (0.2% KCl with a combination of anionic, non-ionic, and amphoteric surfactants) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Type of surfactant in imbibition system.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Imbibition system</th>
<th align="left">Type of surfactant</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">KCl</td>
<td align="left">0.2% KCl</td>
</tr>
<tr>
<td align="left">Single agent-SDS</td>
<td align="left">Anion surfactant</td>
</tr>
<tr>
<td align="left">Mixed agent-SY</td>
<td align="left">Anionic surfactant &#x2b; Non-ionic surfactant</td>
</tr>
<tr>
<td align="left">Mixed agent-HD</td>
<td align="left">Anionic surfactant &#x2b; Nonionic surfactant &#x2b; Amphoteric surfactant</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The Funing 2 Member of Qintong Depression consists of deep lake and semi-deep lake shale characterized by strong vertical heterogeneity. Various types of reservoir spaces are developed within the shale, including tectonic fractures, bedding fractures and micro-pores, with porosity generally ranging from 3% to 6.29%. Specifically, cores were extracted from 1&#x2013;42/49 of SD 201 well and 4&#x2013;12/24 of HY 201 well. The core from SD 201 is bulk clay-rich shale, and the core from HY 201 well is laminated calcareous shale.</p>
<p>Mineral composition based on X-ray diffraction (XRD) testing was performed using a Rigaku D/MAX-2500pc X-ray diffractometer. Powder samples, ground to a fineness of 200&#x2013;300 mesh, were placed on slides and gently pressed with a glass slide to compact and fill the sample holder. The measurements were carried out with a tube voltage of 40 kV and a current of 40 mA, utilizing a Cu target and Ka-ray radiation. Diffraction data were collected at a scan rate of 4&#xb0;/min, covering a scanning angle range of 4&#xb0;&#x2013;50&#xb0;, with a step interval of 0.02&#xb0;. Data processing for qualitative and quantitative mineral analysis was conducted using Jade 6.5 software.</p>
<p>The porosity of core samples measured in this study was measured using the helium porosity method. Due to the low molecular weight of helium, this method allows for more accurate measurement of small pore spaces, providing a closer estimate of the true porosity of the rocks. The helium porosity and air permeability of 8 core samples from the study area were determined using a PoroPDP-200 core pressure pore and permeability meter. Each core sample was approximately 5 cm in length and 2.5 cm in diameter. The experimental results are shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Physical properties of core and changes before and after experiment.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sample no</th>
<th align="center">Length (cm)</th>
<th align="center">Diameter (cm)</th>
<th align="center">Porosity (%)</th>
<th align="center">Imbibition agent</th>
<th align="center">Pore volume (cm<sup>3</sup>)</th>
<th align="center">Dry weight (g)</th>
<th align="center">Wet weight (g)</th>
<th align="left">Imbibition weight (g)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">SD-1</td>
<td align="left">5.037</td>
<td align="left">2.511</td>
<td align="left">5.19</td>
<td align="left">0.2%KCL</td>
<td align="left">1.294</td>
<td align="left">62.7434</td>
<td align="left">65.1438</td>
<td align="left">65.0156</td>
</tr>
<tr>
<td align="left">SD-2</td>
<td align="left">5.081</td>
<td align="left">2.513</td>
<td align="left">7.05</td>
<td align="left">0.5%SDS</td>
<td align="left">1.776</td>
<td align="left">61.3018</td>
<td align="left">64.5963</td>
<td align="left">64.3748</td>
</tr>
<tr>
<td align="left">SD-3</td>
<td align="left">5.045</td>
<td align="left">2.517</td>
<td align="left">6.51</td>
<td align="left">0.5%HD</td>
<td align="left">1.633</td>
<td align="left">61.8529</td>
<td align="left">64.8821</td>
<td align="left">64.6535</td>
</tr>
<tr>
<td align="left">SD-6</td>
<td align="left">5.002</td>
<td align="left">2.525</td>
<td align="left">6.48</td>
<td align="left">0.5%SY</td>
<td align="left">1.622</td>
<td align="left">61.2937</td>
<td align="left">64.3025</td>
<td align="left">64.0455</td>
</tr>
<tr>
<td align="left">HY-2</td>
<td align="left">5.064</td>
<td align="left">2.451</td>
<td align="left">2.04</td>
<td align="left">0.2%KCL</td>
<td align="left">0.487</td>
<td align="left">62.9887</td>
<td align="left">63.8921</td>
<td align="left">63.8576</td>
</tr>
<tr>
<td align="left">HY-3</td>
<td align="left">5.072</td>
<td align="left">2.535</td>
<td align="left">1.35</td>
<td align="left">0.5%SDS</td>
<td align="left">0.345</td>
<td align="left">63.2807</td>
<td align="left">63.9207</td>
<td align="left">63.8932</td>
</tr>
<tr>
<td align="left">HY-4</td>
<td align="left">5.042</td>
<td align="left">2.533</td>
<td align="left">1.26</td>
<td align="left">0.5%HD</td>
<td align="left">0.32</td>
<td align="left">63.4344</td>
<td align="left">64.028</td>
<td align="left">63.9951</td>
</tr>
<tr>
<td align="left">HY-6</td>
<td align="left">5.067</td>
<td align="left">2.528</td>
<td align="left">2.13</td>
<td align="left">0.5%SY</td>
<td align="left">0.541</td>
<td align="left">63.9349</td>
<td align="left">64.9385</td>
<td align="left">64.8835</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Imbibition experiments</title>
<p>Before the imbibition experiment, shale samples were thoroughly washed and dried. The cores were cleaned using an extraction method in which the samples were placed in an extractor, and an oil-cleaning agent, a mixture of toluene and ethanol, was circulated via the siphon and steam pipe at the top and bottom of the extractor. The original fluid in the core was washed out until the oil-cleaning agent becomes clear. The cores were then saturated with crude oil using a vacuum saturation method.</p>
<p>In terms of NMR principles, when shale is saturated with a hydrogen-containing fluid, the NMR measures the relaxation signals of the fluid, rather than those of the shale matrix. The NMR T<sub>2</sub> relaxation time for fluid in larger pores is longer compared to fluid in smaller pores, meaning the relaxation time increases with pore size. Additionally, the amplitude of the relaxation signal corresponds to the volume of fluid in the pore, with a large amount of fluid corresponding to a higher signal amplitude. Therefore, NMR T<sub>2</sub> spectra can be utilized to quantitatively evaluate both the pore radius distribution and the fluid accumulation within pores during the spontaneous imbibition process in shale. The specific experimental steps are as follows: 1. The core sample was dried in an incubator at 105&#xb0;C, until its mass remained constant. The T<sub>1</sub>- T<sub>2</sub> spectrum and T<sub>2</sub> spectrum of the dry core were then measured using an NMR instrument; 2. The core was vacuum-saturated with crude oil. Field crude oil was placed in a pressurized tank, and the core was saturated under a pressure of 30 MPa for 10 days to ensure full saturation. The saturated core was then immersed in crude oil, and the T<sub>1</sub>- T<sub>2</sub> and T<sub>2</sub> spectra were measured after saturation.3. Remove the saturated core with tweezers, surface oil was wiped off with gauze, and the core was placed into a beaker to begin the single-end spontaneous imbibition experiment; 4. At specified imbibition time (10 min, 30 min, 1 h, 1 day, 4 days, 8 days), the core was removed, the surface liquid was wiped off, the core&#x2019;s mass was measured, and the T<sub>1</sub>- T<sub>2</sub> and T<sub>2</sub> spectra were recorded. This process was repeated until the T<sub>2</sub> signal no longer showed significant changes.</p>
</sec>
<sec id="s2-3">
<title>2.3 Microscopic experiments to interpret imbibition results</title>
<p>The NanoVoxel-2702E CT scanner was employed to scan different cross-sections before and after the spontaneous imbibition of core plugs at the same depth. The X-ray source provided a maximum power of 10 W and had a voltage limit of 150 kV. The scanner was equipped with three magnification lenses (&#xd7;4, &#xd7;10, and &#xd7;20), offering a maximum theoretical resolution of 0.5 &#x3bc;m and a field of view of 25 cm. The charge coupled device (CCD) had a maximum resolution of 2048&#x2a;2048 pixel. The object platform was capable of rotating from &#x2212;180&#xb0; to &#x2b;180&#xb0;. The hydration experiment was conducted as follows: (1) Core samples were dried in an oven for 48 h and then scanned by CT in their dry state; (2) The samples were placed in a beaker filled with water for hydration periods of 24 h, 72 h and 120 h; (3) After hydration, the samples were re-dried and subsequently scanned by CT.</p>
<p>For the FESEM analysis, a regular block sample with a dimension of 1.5 cm &#xd7; 1.5 cm &#xd7; 1 cm was selected for the experiment. The sample surface was first roughened with sandpaper and polishing liquid, and then polished with a Gatan 685C argon-ion polisher. After polishing, the samples were gold-coated and examined using a Hitachi Regulus8230 high-resolution scanning electron microscope (FESEM). The FESEM experiment has the following specifications: a maximum resolution of 0.8 nm; an acceleration voltage range of 0.01 kV&#x2013;30 kV; magnification from &#xd7;20 to &#xd7;1,000,000, and a scanning speed of 80 s/frame to 25 s/frame. The experimental procedure involved immersing the sample in deionized water for various durations (1, 3, 5 days) to simulate hydration. Before electron microscope observation, the samples were dried to a constant weight under vacuum conditions to prevent water vapor from contaminating the electron microscope sample chamber. The dried samples were then analyzed again using FESEM to assess the changes in mineral composition, microfractures, and micropore structures of the shale before and after hydration.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<p>The XRD analysis results reveal that the primary minerals in the SD bulk clay-rich shale are quartz (46%), potassium feldspar (1%), plagioclase (3%), calcite (20%), pyrite (2%), and clay minerals (28%) (<xref ref-type="fig" rid="F1">Figure 1</xref>). The dominant clay minerals in this sample include illite/smectite interstratified layers, illite, and chlorite. In contrast, the main mineral composition of the HY laminated calcareous shale core is primarily composed of quartz (19%), potassium feldspar (1%), plagioclase (8%), calcite (63%), pyrite (3%), and clay minerals (6%), with a lower clay content primarily composed of illite (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Mineral composition of the core used in the experiment.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g001.tif"/>
</fig>
<p>The porosity of the SD bulk clay-rich shale used in the imbibition experiment ranges from 5.19% to 7.05%, whereas the porosity of the HY shale core is significantly lower, ranging from 1.26% to 2.13%. <xref ref-type="table" rid="T2">Table 2</xref> presents the different types of imbibition agents applied to each core, along with the corresponding changes in mass before and after imbibition.</p>
<sec id="s3-1">
<title>3.1 Imbibition characteristics of SD bulk clay-rich shale</title>
<p>The T<sub>2</sub> spectra of the SD bulk clay-rich shale, measured at different imbibition times after oil saturation, reveal that the water phase signal gradually increases throughout the imbibition process and stabilizes around 8&#x2013;10 days (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). The pores primarily involved in imbibition replacement are small pores (&#x3c;1 ms) and mesopores (1 ms&#x2013;10 ms). The imbibition efficiency is calculated by dividing the difference between the T<sub>2</sub> spectral peak area at each time point and the initial peak area by the total T<sub>2</sub> area of the pore space. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the imbibition process can be divided into three stages: in the early imbibition stage (&#x3c;2 days), rapid imbibition replacement occurs preferentially in the connected pore throat near the core surface, resulting in a substantial volume of crude oil being produced. In the middle imbibition stage, as the imbibition liquid penetrates deeper into the pores, deep oil phase is replaced, leading to a slower increase in imbibition efficiency. In the later stage of imbibition, the imbibition efficiency remains nearly unchanged, indicating that imbibition has reached equilibrium by approximately 8 days. Among the different imbibition agents, the SY mixed agent demonstrated the highest efficiency, followed by the HD mixed agent, SDS, and finally the 0.2% KCl solution.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Summary of imbibition efficiency of SD bulk clay-rich shale for 1 h, 1 day, 2 days, 6 days, 8 days and 10 days under the action of 0.2% KCl, SDS, HD and SY surfactant.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g002.tif"/>
</fig>
<p>The interpretation of NMR results, particularly data from two-dimensional T<sub>1</sub>-T<sub>2</sub> spectra, provides comprehensive insights into the saturation levels of different fluids within shale samples (<xref ref-type="bibr" rid="B23">Li et al., 2019</xref>; <xref ref-type="bibr" rid="B22">Li et al., 2020</xref>). Developed a fluid identification method using trapezoidal regions within the two-dimensional NMR T<sub>1</sub>-T<sub>2</sub> spectrum (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>). By analyzing signals from different regions of the spectrum and correlating them with multi-step pyrolysis data, they created a fluid identification chart, which is particularly applicable to various types of organic-rich rocks. Unlike curve-shaped charts, the fixed boundaries of the trapezoidal regions provide greater consistency, making this approach a more reliable and universal T<sub>1</sub>-T<sub>2</sub> chart for studying fluid properties in shale. In this study, the two-dimensional NMR T<sub>1</sub>-T<sub>2</sub> spectrum was employed to investigate and analyze fluid occurrences in different lithologies of the Funing 2 Member. The established T<sub>1</sub>-T<sub>2</sub> fluid identification spectrum (<xref ref-type="fig" rid="F3">Figure 3</xref>) reveals that the original SD bulk clay-rich shale samples show signals associated with residual kerogen/bitumen and clay mineral-bound water (<xref ref-type="fig" rid="F3">Figure 3A</xref>). After oil saturation, signals of adsorbed oil are observed in the samples (<xref ref-type="fig" rid="F3">Figure 3B</xref>). As the imbibition process progresses, the signals for organic matter and free oil decrease, while the signal intensity for free water increases (<xref ref-type="fig" rid="F3">Figures 3C, D</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Changes of NMR 2D spectrum of SD bulk clay-rich shale under the action of 0.5% surfactant solution at different imbibition times. <bold>(A)</bold> Original sample; <bold>(B)</bold> Oil-saturated sample; <bold>(C)</bold> Imbibition for 48 h; <bold>(D)</bold> Imbibition for 120 h.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Microfracture propagation induced by SD clay-rich shale hydration</title>
<p>By comparing the macroscopic micro-fracture distribution characteristics of shale samples before and after water phase imbibition (<xref ref-type="fig" rid="F4">Figure 4</xref>), it is evident that hydration significantly enhances the connectivity between pores and fractures within the rocks. Before hydration, the shale sample exhibited only one prominent microfracture. At the initial stage of hydration, the existing fractures first propagate along the parallel bedding planes, forming several distinct foliation fractures. As hydration progresses, both the width and length of these parallel fractures expand substantially, and some fractures connected to form a new fracture network. This development further increases both the fracture volume and surface area, thereby enhancing fluid transport pathway within the shale.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>3D reconstruction of fractures based on CT scanning before and after imbibition of SD bulk clay-rich shale.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g004.tif"/>
</fig>
<p>Based on an understanding of the macroscopic microfracture development characteristics, this study further employs dynamic observation techniques combined with energy spectrum analysis to perform fixed-point monitoring and elemental testing at specific microstructural locations. The objective is to analyze the dynamic expansion patterns of induced microfractures and identify key controlling factors. Using multi-point <italic>in-situ</italic> scanning technology, changes in the microstructure of shale samples before and after hydration were tracked and compared. Initially, SEM was used to examine the micro-pore structure of the samples prior to hydration, with characteristic points marked and natural fractures characterized. After various imbibition periods, the samples were positioned macroscopically and observed <italic>in situ</italic>. Continuous imaging at different magnifications was conducted at the same locations to identify and analyze correlations between mineral composition and micro-pore structures (<xref ref-type="fig" rid="F5">Figure 5</xref>). SEM observations revealed a distinct dissolution of rhombohedral carbonate minerals within the shale matrix during the first 24 h of hydration (<xref ref-type="fig" rid="F5">Figures 5A, B, E, F, I, J</xref>), with most dissolution occurring within this period, and minor changes in pore size afterward (<xref ref-type="fig" rid="F5">Figures 5B&#x2013;D, J&#x2013;L</xref>). Additionally, the evolution of original natural fractures during hydration was clearly observed. The fracture evolution trends observed through <italic>in-situ</italic> SEM were closely aligned with the water saturation changes detected by NMR and the fracture volume changes observed through CT scanning. Microfractures on the original shale surface initially developed into hydration fractures within the first day, after which they stopped widening and even gradually closed between days 3 and 5, demonstrating an initial widening followed by closure. This behavior is likely associated with the swelling of clay minerals, which affects their water absorption capacity. Furthermore, on the third day of hydration, oil droplets were observed accumulating around larger pores and microfractures under SEM (<xref ref-type="fig" rid="F5">Figures 5G, K</xref>). By the fifth day, oil-water displacement became clearly visible, with oil droplets effectively expelled from the shale matrix (<xref ref-type="fig" rid="F5">Figures 5H, L</xref>). These observations suggest that, during the imbibition process, the migration and aggregation of the oil phase are significantly influenced by the evolving pore structure and microfracture network.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Scanning electron microscopy (SEM) observation of the imbibition process of the SD clay-rich shale shows the changes of pore structure during the imbibition process <bold>(A&#x2013;D)</bold>, and the evolution of the original natural fracture development area <bold>(E&#x2013;L)</bold>.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g005.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Imbibition characteristics of HY laminated calcareous shale</title>
<p>The evolution of the T<sub>2</sub> spectra at various stages of imbibition for the oil-saturated core of the HY laminated calcareous shale reveals that the water-phase signal gradually increases during the imbibition process, stabilizing after approximately 8&#x2013;10 days (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>). The pore intervals primarily involved in the displacement are micropores (&#x3c;1 ms) and mesopores (1 ms&#x2013;10 ms). The imbibition efficiency can be quantified by dividing the difference between the T<sub>2</sub> peak area and the initial peak area by the total pore T<sub>2</sub> area. As illustrated in <xref ref-type="fig" rid="F6">Figure 6</xref>, the core&#x2019;s imbibition process can be divided into three stages: 1. Early stage (&#x3c;1.5 days): Rapid imbibition displacement occurs in the connected pore throats near the core surface, driven by capillary forces, resulting in the quick expulsion of a significant amount of oil. 2. Middle stage: The imbibition liquid infiltrates deeper pores, displacing oil from these deeper regions, but the rate of increase in imbibition efficiency slows down. 3. Late stage: Imbibition efficiency plateaus, with little to no change, achieving equilibrium after 6&#x2013;8 days. In terms of imbibition performance, the SY surfactant and HD surfactant demonstrate the best results, followed by the single surfactant agent, while 0.2% KCl exhibits the least effect.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Summary of imbibition efficiency of HY laminated calcareous shale for 1 h, 1 day, 2 days, 6 days, 8 days and 10 days under the action of 0.2%KCl, SDS, HD and SY surfactant.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g006.tif"/>
</fig>
<p>According to the established T<sub>1</sub>-T<sub>2</sub> fluid identification map (<xref ref-type="fig" rid="F7">Figure 7</xref>), the original core of the HY laminated calcareous shale primarily exhibits signals corresponding to clay mineral-bound water and weakly bound oil (<xref ref-type="fig" rid="F7">Figure 7A</xref>). After oil saturation, signals corresponding to adsorbed oil become prominent (<xref ref-type="fig" rid="F7">Figure 7B</xref>). As the imbibition process progresses, the signals from organic matter and free oil gradually diminish, while the intensity of the free water signal steadily increases (<xref ref-type="fig" rid="F7">Figures 7C, D</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Changes of 2D NMR spectra of HY laminated calcareous shale under the action of 0.5% surfactant solution at different imbibition times. <bold>(A)</bold> Original sample; <bold>(B)</bold> Oil-saturated sample; <bold>(C)</bold> Imbibition for 48 h; <bold>(D)</bold> Imbibition for 120 h.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g007.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Microfracture propagation induced by HY laminated calcareous shale hydration</title>
<p>CT scanning results of HY laminated calcareous shale core samples (<xref ref-type="fig" rid="F8">Figure 8</xref>) reveal significant development of microfractures during water infiltration. Hydration leads to the widening and extension of pre-existing fractures. In areas with dense pore networks, smaller cracks merge to form new, larger fractures. During the early stage of hydration, fractures predominantly form parallel to the bedding. However, as hydration progresses, intersection between the original fractures, which are perpendicular to the bedding, begin to emerge, thereby enhancing fracture connectivity. Additionally, beyond hydration-induced fractures, 3D reconstructions reveal the formation of larger pores, likely due to mineral dissolution. This dissolution process weakens the original cementation and facilitates the growth of the interconnected fracture network.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>3D fracture reconstruction of HY laminated calcareous shale cores based on CT scanning before and after imbibition.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g008.tif"/>
</fig>
<p>Building on the understanding of macroscopic microfracture development, fixed-point dynamic observation combined with energy spectrum testing was employed to analyze the expansion patterns of induced microfractures and identify key controlling factors. The original surface morphology of the HY laminated calcareous shale (<xref ref-type="fig" rid="F9">Figure 9A</xref>) and the changes observed 1, 3, and 5 days after hydration reveal extensive dissolution of rhombohedral carbonate minerals (<xref ref-type="fig" rid="F9">Figures 9B&#x2013;D</xref>). This continuous dissolution facilitates the formation of microfractures, which progressively expand into larger and intersecting cracks (<xref ref-type="fig" rid="F9">Figure 9D</xref>). Additionally, the accumulation of oil droplets in shaded regions illustrates the process of oil-water displacement during hydration, where oil in smaller pores is displaced into larger pores and expelled through newly formed microfractures (<xref ref-type="fig" rid="F9">Figures 9B&#x2013;D</xref>). Mineral dissolution also occurs along the boundaries of more stable minerals that are less susceptible to hydration, such as quartz and albite (<xref ref-type="fig" rid="F9">Figures 9E, F</xref>), leading to the shedding and migration of larger mineral particles. Fractures preferentially form and propagate along boundaries with significant differences in mineral composition, especially around pyrite (<xref ref-type="fig" rid="F9">Figures 9G, H</xref>). As hydration continues, the original fractures further expand (<xref ref-type="fig" rid="F9">Figures 9I, J</xref>). Elemental surface scanning reveals that the fracture areas are primarily composed of carbonate minerals, while silicate minerals are more prevalent on the sides. Fracture expansion is primarily driven by the dissolution of carbonate minerals (<xref ref-type="fig" rid="F9">Figures 9K, L</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Laminated calcareous shale hydration process based on SEM observation. <bold>(A)</bold> The original substrate surface; <bold>(B&#x2013;D)</bold> Substrate surface after 1 day, 3 days, 5 days of hydration; <bold>(E, F)</bold> The dissolution boundary of albite minerals after 3 days, 5 days of hydration; <bold>(G)</bold> A layered image of Figure <bold>(F)</bold>; <bold>(H)</bold> Distribution of Na elements of Figure <bold>(F)</bold>; <bold>(I)</bold> Original surface micro-cracks; <bold>(J)</bold> The initial crack widens after hydration; <bold>(K, L)</bold> Distribution of Si and Ca elements in fracture and matrix area of Figure <bold>(J)</bold>.</p>
</caption>
<graphic xlink:href="feart-12-1511872-g009.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Imbibition recovery is influenced by numerous factors, which can generally be categorized into two groups: those related to the intrinsic properties of the reservoir, such as reservoir type, porosity and permeability, boundary conditions, and reservoir fluid properties; and those related to the properties of the injected fluids used for imbibition-enhanced oil recovery (<xref ref-type="bibr" rid="B14">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Li et al., 2021</xref>; <xref ref-type="bibr" rid="B34">Shaibu and Guo, 2021</xref>; <xref ref-type="bibr" rid="B41">Yang et al., 2023</xref>).</p>
<sec id="s4-1">
<title>4.1 Comparison of imbibition efficiency of different surfactant</title>
<p>This study highlights the superior performance of surfactant mixtures, particularly the combination of anionic, non-ionic, and amphoteric surfactants, in enhancing imbibition efficiency, when compared to pure anionic surfactants or water alone. Oil displacement surfactants can be classified into four main categories based on their ionization behavior and the nature of their functional groups: non-ionic, amphoteric, cationic, and anionic surfactants (<xref ref-type="bibr" rid="B11">Ge et al., 2015</xref>; <xref ref-type="bibr" rid="B30">Meng et al., 2017</xref>; <xref ref-type="bibr" rid="B31">Pal et al., 2018</xref>; <xref ref-type="bibr" rid="B4">Das et al., 2019</xref>; <xref ref-type="bibr" rid="B28">Massarweh and Abushaikha, 2020</xref>; <xref ref-type="bibr" rid="B3">Bashir et al., 2022</xref>; <xref ref-type="bibr" rid="B16">Isaac et al., 2022</xref>). These surfactants exhibit distinct characteristics that influence their ability to alter the wettability of reservoir rocks under varying conditions. Anionic surfactants, which ionize in aqueous solutions to carry a negative charge, are widely used in various products (<xref ref-type="bibr" rid="B36">Wu et al., 2017</xref>). In chemical enhanced oil recovery, they are commonly employed in sandstone reservoirs due to their low adsorption rates and good thermal stability (<xref ref-type="bibr" rid="B18">Kamal et al., 2017</xref>). High molecular weight anionic surfactants, particularly sulfonate, sulfate, and carboxylate types, are effective at reducing interfacial tension (IFT) to ultra-low levels and can maintain stability across a wide range of pH conditions (<xref ref-type="bibr" rid="B40">Yang et al., 2010</xref>). Non-ionic surfactants possess a polar head group with a strong affinity for water, but they do not ionize in solution. These surfactants are primarily influenced by hydrogen bonding and van der Waals interactions (<xref ref-type="bibr" rid="B18">Kamal et al., 2017</xref>). As the temperature increases, the strength of hydrogen bonding weakens, leading to reduced solubility of the surfactant in the aqueous phase (<xref ref-type="bibr" rid="B43">Zhao et al., 2005</xref>). Non-ionic surfactants generally exhibit a lower ability to reduce interfacial tension (IFT) compared to their ionic counterparts (<xref ref-type="bibr" rid="B15">Iglauer et al., 2009</xref>). Amphoteric surfactants can carry either a positive or negative charge depending on the solution&#x2019;s pH (<xref ref-type="bibr" rid="B27">Lv et al., 2011</xref>). These surfactants have shown promising potential for enhanced oil recovery applications, especially under high-temperature and high-salinity conditions (<xref ref-type="bibr" rid="B18">Kamal et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Massarweh and Abushaikha, 2020</xref>). The inclusion of amphoteric surfactants in surfactant mixtures provides additional stability and improves the fluid&#x2019;s performance in complex reservoir environments (<xref ref-type="bibr" rid="B27">Lv et al., 2011</xref>).</p>
<p>The suitability of different surfactants for various types of reservoirs stems from their distinct mechanisms for altering wettability (<xref ref-type="bibr" rid="B19">Karambeigi et al., 2016</xref>; <xref ref-type="bibr" rid="B17">Jing et al., 2019</xref>; <xref ref-type="bibr" rid="B24">Liu and Sheng, 2019</xref>; <xref ref-type="bibr" rid="B25">Liu et al., 2019</xref>). In comparison to conventional surfactant systems, the mixture of anionic, non-ionic, and amphoteric surfactants in this study demonstrated superior performance in shale oil imbibition recovery. This improvement can be attributed to the synergistic effects of these surfactants in enhancing wettability, reducing IFT, and improving emulsification properties. Anionic surfactants are highly effective in altering rock wettability by desorbing organic matter and reducing interfacial tension (IFT) between oil and water, facilitating better oil recovery. Non-ionic surfactants, on the other hand, interact with rock surfaces through hydrophobic interactions, further enhancing wettability and reducing IFT, albeit to a lesser degree than anionic surfactants. Amphoteric surfactants provide additional stability and adaptability under challenging reservoir conditions, such as high salinity and temperature. When combined, these surfactants complement each other&#x2019;s strengths, enhancing overall performance by improving wettability, reducing IFT, stabilizing emulsions, and increasing the effectiveness of oil displacement in complex reservoir environments. The synergistic interactions between the surfactants in a mixed system not only optimize the individual benefits of each surfactant but also contribute to more efficient oil recovery, making mixed surfactant formulations a highly effective strategy for improving imbibition efficiency in shale oil reservoirs.</p>
<p>This result is consistent with previous studies that supports the effectiveness of mixed surfactant systems in enhancing oil recovery in complex reservoirs such as shale (<xref ref-type="bibr" rid="B27">Lv et al., 2011</xref>; <xref ref-type="bibr" rid="B2">Alvarez and Schechter, 2017</xref>; <xref ref-type="bibr" rid="B4">Das et al., 2019</xref>; <xref ref-type="bibr" rid="B32">Qin et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Habibi et al., 2020</xref>; <xref ref-type="bibr" rid="B20">Kesarwani et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Xiao et al., 2021</xref>; <xref ref-type="bibr" rid="B38">Yahya et al., 2022</xref>). The results of this study emphasize the potential of mixed surfactant formulations to improve imbibition efficiency, offering valuable insights for the optimization of enhanced oil recovery methods in shale reservoirs under challenging conditions.</p>
</sec>
<sec id="s4-2">
<title>4.2 Comparison of imbibition efficiency of shales with different lithologies</title>
<p>Apart from the type of imbibition agent, this study reveals that the imbibition efficiency in shale reservoirs is closely linked to their lithology, with clay mineral content playing a particularly pivotal role in the hydration process. Specifically, the imbibition efficiency of SD clay-rich shale was found to be higher than that of HY laminated calcareous shale. This difference in performance is not solely due to variations in initial porosity, but rather to the higher clay content in SD shale, which enhances imbibition through osmotic pressure and the formation of additional hydration-induced fractures. In contrast, the imbibition process in HY laminated calcareous shale, which has a lower clay content, primarily relies on the dissolution of carbonate minerals.</p>
<p>The high clay content in SD shale significantly influences its imbibition characteristics. Clay minerals, which are abundant in shale reservoirs, act as non-ideal semi-permeable membranes. These minerals create a chemical potential difference, allowing specific ions to pass through and driving water molecules into the nanopores of the clay (<xref ref-type="bibr" rid="B42">You et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Liu et al., 2022</xref>; <xref ref-type="bibr" rid="B41">Yang et al., 2023</xref>). In high-salinity environments, clay minerals generate excess negative charges due to lattice substitution. To maintain electrical neutrality, water molecules and cations adsorb onto the mineral surface, forming a double electric layer (<xref ref-type="bibr" rid="B6">Dominijanni and Manassero, 2012</xref>; <xref ref-type="bibr" rid="B33">R&#xf8;yne et al., 2015</xref>; <xref ref-type="bibr" rid="B9">Fritz et al., 2020</xref>). When exposed to low-salinity water, osmotic pressure induces water molecules to enter the clay pores, leading to cation desorption and increased repulsion within the double electric layer (<xref ref-type="bibr" rid="B35">Wilson and Wilson, 2014</xref>; <xref ref-type="bibr" rid="B7">Du et al., 2018</xref>). This osmotic process not only promotes the expansion of the clay but also generates pore pressure, which further pushes crude oil out, enhancing imbibition.</p>
<p>In contrast, the lower clay content in HY laminated calcareous shale leads to a less pronounced osmotic effect. Instead, imbibition in this lithology primarily occurs due to the dissolution of carbonate minerals. The high levels of pyrite and carbonate minerals in HY laminated calcareous shale make pyrite oxidation a key trigger for these dissolution processes (<xref ref-type="bibr" rid="B1">Ali and Hascakir, 2017</xref>). When exposed to water and oxygen, pyrite oxidizes, creating an acidic environment, which accelerates the dissolution of carbonate minerals like calcite, which unstable under acidic conditions (<xref ref-type="bibr" rid="B44">Zhuang et al., 2024</xref>). This process alters the mineral composition and promotes the expansion of primary fractures and formation of secondary cracks during hydration (<xref ref-type="bibr" rid="B7">Du et al., 2018</xref>). Electron microscopy observations further confirm these lithological differences, highlighting the significant impact of mineral composition on the hydration process. In conclusion, the differences in imbibition efficiency between the SD clay-rich shale and HY laminated calcareous shale can be attributed to the variations in their mineral composition and the mechanisms driving the imbibition process, with osmotic pressure and mineral dissolution playing distinct roles in each lithology.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This study systematically investigates the effects of surfactant combinations on shale imbibition recovery, demonstrating that these combinations significantly enhance recovery rates and play a critical role in optimizing imbibition efficiency. The imbibition process was divided into three stages: the imbibition diffusion stage, the imbibition transition stage, and the imbibition equilibrium stage. Among these, the diffusion stage proved the most effective, with capillary pressure being the main driving force in the initial phase. The HY laminated calcareous shale core exhibited the highest imbibition rate during the early stage and reached equilibrium in the middle stage. In contrast, the SD clay-rich shale core maintained a high imbibition rate in the transition stage.</p>
<p>Advanced analytical techniques, including NMR, CT, and SEM analyses revealed significant differences in the mechanisms of microfracture development during water infiltration, depending on lithological characteristics. In laminated calcareous shale, water infiltration primarily led to pore expansion and the formation of induced microfractures through the dissolution of calcareous minerals, which also expanded pre-existing fractures. In contrast, massive clay shale experienced a similar dissolution process, but with the additional effect of clay expansion, resulting in distinct bedding fractures. These fractures demonstrated clear directionality, preferentially expanding along the weak bonding surfaces between minerals and the rock matrix.</p>
<p>The findings highlight the crucial role of lithology in determining the final imbibition effect. Shales with higher clay content exhibited improved recovery under spontaneous imbibition conditions. This study provides a foundational theoretical framework and practical guidance for optimizing shale oil and gas recovery, illustrating that a detailed understanding of lithological variations can lead to more efficient resource development strategies. This study demonstrates that surfactant combinations significantly enhance imbibition recovery rates, offering a practical approach to improve shale oil and gas extraction efficiency. The findings underscore the importance of tailoring surfactant types and concentrations to specific lithological characteristics, suggesting potential for optimized recovery in varied shale reservoirs. Future research should focus on investigating the long-term effects under field conditions and evaluating the impact of temperature, pressure, and other external factors on the imbibition process for broader application.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>FL: Conceptualization, Supervision, Writing&#x2013;review and editing. YL: Writing&#x2013;original draft. TZ: Data curation, Investigation, Writing&#x2013;review and editing. HW: Funding acquisition, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<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 was supported by National Natural Science Foundation project (No. 52374066), Joint Funds of the National Natural Science Foundation of China (Grant No. U23B6004), Project from Science and Technology Department of Sinopec (P23190).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>Authors FL, YL, TZ, and HW were employed by SINOPEC Petroleum Exploration and Production Research Institute.</p>
<p>The authors declare that this study received funding from Sinopec. The funder had the following involvement in the study: Funding acquisition, Supervision.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<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>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2024.1511872/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2024.1511872/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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