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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">1375108</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1375108</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>Study on optimization and mechanism of CO<sub>2</sub> injection to enhance oil recovery in mid-deep heavy oil reservoirs</article-title>
<alt-title alt-title-type="left-running-head">Zhang 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.2024.1375108">10.3389/fenrg.2024.1375108</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Xiaokun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2637670/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Qi</surname>
<given-names>Zongyao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Bojun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>You</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Chao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Xi</surname>
<given-names>Changfeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Pengcheng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Enhanced Oil Recovery</institution>, <institution>PetroChina Research Institute of Petroleum Exploration and Development</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Energy Resources</institution>, <institution>China University of Geosciences</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/2428620/overview">Jiehao Wang</ext-link>, Chevron, United States</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/2641078/overview">Yanling Wang</ext-link>, China University of Petroleum (East China), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2641733/overview">Lei Wang</ext-link>, China University of Geosciences Wuhan, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiaokun Zhang, <email>729595554@qq.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1375108</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Zhang, Qi, Wang, Zhou, Wang, Xi and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Qi, Wang, Zhou, Wang, Xi and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>In order to improve the oil recovery of mid-deep heavy oil reservoirs, this study investigates the efficiency of enhanced oil recovery and the mechanisms of oil displacement in mid-deep heavy oil reservoirs using different injected gases (N<sub>2</sub>, CH<sub>4</sub>, CO<sub>2</sub>) and development approaches (gas flooding and gas huff-n-puff) through a series of experiments. These experiments include high-pressure physical properties tests of crude oil after gas injection, displacement efficiency tests of gas injection, and displacement efficiency tests of gas huff-n-puff. The results indicate that for mid-deep heavy oil reservoirs, the preferred optimal injection gas is CO<sub>2</sub>, with gas huff-n-puff being the most effective development method. Furthermore, a numerical simulation study was conducted to explore the adaptability parameters of CO<sub>2</sub> huff-n-puff development in different well patterns, encompassing variables such as the amount of gas injected per cycle, crude oil viscosity, reservoir permeability, and oil layer thickness.</p>
</abstract>
<kwd-group>
<kwd>mid-deep heavy oil</kwd>
<kwd>gas flooding</kwd>
<kwd>gas huff-n-puff</kwd>
<kwd>enhance oil recovery</kwd>
<kwd>CO<sub>2</sub> utilization</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Advanced Clean Fuel Technologies</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Currently, China&#x2019;s onshore heavy oil resources are abundant, with estimated resources of approximately 198 &#xd7; 10&#x2078; tons and proven reserves of about 40 &#xd7; 10&#x2078; tons (<xref ref-type="bibr" rid="B40">Yuan and Wang, 2018</xref>; <xref ref-type="bibr" rid="B12">Guan et al., 2023</xref>). However, the average recovery rate of these heavy oil reservoirs is less than 20%, indicating a vast potential for exploitation. Due to the high content of asphaltenes and resins, heavy oil is characterized by high viscosity and poor flow properties (<xref ref-type="bibr" rid="B1">Alcazar-Vara et al., 2012</xref>; <xref ref-type="bibr" rid="B9">Dong et al., 2013</xref>; <xref ref-type="bibr" rid="B30">Varfolomeev et al., 2022</xref>), making it difficult to develop effectively using conventional methods such as water flooding.</p>
<p>At present, the development of heavy oil reservoirs mainly focuses on thermal recovery methods such as steam huff-n-puff (<xref ref-type="bibr" rid="B25">Shen et al., 2005</xref>; <xref ref-type="bibr" rid="B32">Wan et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Sun et al., 2022</xref>), steam flooding (<xref ref-type="bibr" rid="B23">Prats, 1992</xref>; <xref ref-type="bibr" rid="B10">Gael et al., 1995</xref>; <xref ref-type="bibr" rid="B29">Sutadiwiria and Azwar, 2011</xref>; <xref ref-type="bibr" rid="B5">Carpenter, 2018</xref>), Steam Assisted Gravity Drainage (SAGD) (<xref ref-type="bibr" rid="B37">Wu et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Zhou and Zeng, 2014</xref>; <xref ref-type="bibr" rid="B31">Velayati and Nouri, 2020</xref>), and fire flooding (<xref ref-type="bibr" rid="B38">Xi et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Guan et al., 2017a</xref>). These methods are predominantly utilized in developing shallow to mid-depth heavy oil reservoirs. The essence of these technologies lies in using heat to reduce the viscosity of heavy oil, thereby improving its flow properties. Particularly, steam huff-n-puff, and steam flooding involve injecting high-temperature steam into the reservoir, transferring heat to the heavy oil and effectively reducing its viscosity (<xref ref-type="bibr" rid="B11">Gao et al., 2019</xref>; <xref ref-type="bibr" rid="B20">Li et al., 2020</xref>). The SAGD technique creates a steam chamber in the reservoir through horizontal wells, leveraging gravity and heat transfer to facilitate oil flow to the production wells. Fire flooding, on the other hand, involves burning a portion of the <italic>in-situ</italic> crude oil to generate heat, thus lowering the viscosity of the surrounding crude oil (<xref ref-type="bibr" rid="B13">Guan et al., 2017b</xref>; <xref ref-type="bibr" rid="B18">Li et al., 2018</xref>). However, with increasing reservoir depths, these traditional thermal recovery techniques face new challenges. In deeper reservoirs, significant heat loss occurs during steam transmission from the wellhead to the bottom, substantially reducing the thermal efficiency of steam upon reaching the target depth. This reduction in heat results in a decreased radial influence of the steam, thus reducing the effective sweep area of the reservoir and impacting oil recovery rates. The current solutions generally involve the use of injected gases, solvents, urea, and other common media (<xref ref-type="bibr" rid="B34">Wang et al., 2013</xref>; <xref ref-type="bibr" rid="B15">Haddad and Gates, 2017</xref>; <xref ref-type="bibr" rid="B42">Zhang et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Xi et al., 2019</xref>; <xref ref-type="bibr" rid="B19">Li et al., 2020</xref>; <xref ref-type="bibr" rid="B8">Cui et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Wang et al., 2023a</xref>; <xref ref-type="bibr" rid="B36">Wang et al., 2023b</xref>; <xref ref-type="bibr" rid="B6">Chu and Zhang, 2023</xref>; <xref ref-type="bibr" rid="B22">Prasad et al., 2023</xref>). Al-Murayri (<xref ref-type="bibr" rid="B2">Al-Murayri et al., 2016</xref>) employed the Expanding Solvent Steam Assisted Gravity Drainage (ES-SAGD) method, which utilizes a combination of heat transfer and mass transfer processes to enhance the flow of high-viscosity oil. This approach significantly reduces the water and natural gas requirements for producing and injecting steam. Yuan (<xref ref-type="bibr" rid="B41">Yuan et al., 2017</xref>) utilized xylene as a soluble solvent for asphaltenes, conducting numerical simulations to compare the performance during the startup phase with and without solvent injection, both in the preheating stage and the early production period. The results indicated that within the soaking period, the diffusion of the injected solvent improved the sweep area, significantly reducing the viscosity of the oil. This solvent-aided startup process in SAGD shortened the preheating duration and decreased steam consumption.</p>
<p>The phenomenon of foam oil formation (<xref ref-type="bibr" rid="B24">Sarma and Maini, 1992</xref>; <xref ref-type="bibr" rid="B7">Claridge and Prats, 1995</xref>; <xref ref-type="bibr" rid="B26">Sheng et al., 1995</xref>; <xref ref-type="bibr" rid="B45">Zhou et al., 2016</xref>) created by injected gases, is particularly significant. It effectively reduces the viscosity of heavy oil, enhancing its flow properties. This technique primarily involves the formation of foam in the oil through the dissolution of gas, thereby increasing oil mobility. Research on foam oil technology focuses on aspects such as the influencing factors of dissolved gas drive, the mechanism of foam oil formation, and micro-scale seepage characteristics (<xref ref-type="bibr" rid="B16">Huerta et al., 1996</xref>; <xref ref-type="bibr" rid="B3">Andarcia et al., 2000</xref>; <xref ref-type="bibr" rid="B17">Kamp et al., 2001</xref>; <xref ref-type="bibr" rid="B4">Bennion et al., 2003</xref>; <xref ref-type="bibr" rid="B33">Wang et al., 2012</xref>). For instance, studies examine the impact of gas type, pressure, and temperature on the formation and stability of foam oil, as well as its flow behavior in porous media. Zhao (<xref ref-type="bibr" rid="B43">Zhao et al., 2022</xref>) employed high-temperature foam to enhance steam oil recovery, injecting both foam and steam into the reservoir to block larger pores and improve the sweep efficiency, thereby reducing the viscosity of the reservoir&#x2019;s crude oil and ultimately increasing the oil recovery rate. Sun (<xref ref-type="bibr" rid="B27">Sun et al., 2016</xref>) utilized Polymer-Enhanced Foam (PEF) for oil displacement as a technique to increase the recovery rate in reservoirs. Experiments conducted in parallel core systems with varying permeabilities showed that PEF oil displacement could effectively enhance recovery in low-permeability cores by altering the injection profile. Liu (<xref ref-type="bibr" rid="B21">Liu et al., 2017</xref>) analyzed profile control mechanisms by conducting one-dimensional displacement experiments in tight matrix cores and fractured cores, injecting pure foam liquid, air, and air-foam systems. The results demonstrated that air-foam systems could improve performance post water flooding. It is advisable to switch from water flooding to air-foam systems before the water cut reaches approximately 90%.</p>
<p>However, research on gas injection development for mid-deep heavy oil reservoirs, such as medium selection and optimization of development parameters, remains relatively limited. Currently, enhancing research in these areas is crucial for improving the recovery rates of mid-deep heavy oil reservoirs. For instance, exploring the adaptability and efficiency of different gaseous mediums (like carbon dioxide, nitrogen, and natural gas) under varied geological conditions, as well as optimizing injection parameters (such as injection volume, rate, and cycle) are key to maximizing recovery rates. Through such research, we can provide more in-depth theoretical guidance and technical support for the effective development of mid-deep heavy oil reservoirs, thereby achieving new breakthroughs in heavy oil reservoir development technologies.</p>
<p>This paper focuses on the mid-deep ordinary heavy oil reservoirs in the W region of Xinjiang, with a proven reserve of 4007 &#xd7; 10&#x2074; tons, facing challenges like poor efficiency in conventional vertical well development and insufficient reservoir mobilization in horizontal well development, rendering them effectively unmobilized to date. There is an urgent need to demonstrate the adaptability of various extraction methods, such as gas (N<sub>2</sub>, CO<sub>2</sub>, etc.) huff-n-puff and gas flooding, to form economically effective development approaches. Therefore, this study conducts high-pressure physical property tests of gas-crude oil injection, efficiency tests of gas flooding oil displacement, and effectiveness tests of gas huff-n-puff development for mid-deep heavy oil, exploring the mechanisms and methods of enhancing oil recovery in gas injection development. Based on experimental results, further numerical simulation research was carried out to discuss the adaptability parameters of CO<sub>2</sub> huff-n-puff development in different well patterns, providing technical support for the development of heavy oil reservoirs in mid-deep formation.</p>
</sec>
<sec id="s2">
<title>2 Physical model testing experiment</title>
<p>Injecting gas into medium and deep thick oil reservoirs to form foam oil is an effective technique for enhancing the fluidity and extraction of heavy oil. This approach involves mixing gas (such as air, carbon dioxide, or natural gas) with heavy oil under the high-temperature and high-pressure conditions found underground, resulting in a foamy oil-gas mixture that improves the oil&#x2019;s physical properties. The benefits of this method are multifaceted.</p>
<p>The creation of foam significantly lowers the viscosity of heavy oil. The gas bubbles disrupt the oil&#x2019;s continuity, decreasing its internal friction and overall viscosity. This makes the heavy oil more fluid, facilitating its movement through the reservoir and easing extraction.</p>
<p>Besides aiding in bubble formation, the injected gas provides an extra push, driving the heavy oil towards the production well. This process also enhances the flow properties of both oil and water phases, encouraging heavy oil mobilization while reducing water flow, thereby improving oil recovery efficiency. Gas injection also serves to replenish reservoir energy, maintaining or boosting pressure levels. This is crucial in medium and deep reservoirs, where high pressure improves flow conditions and aids in heavy oil recovery. To further explore the mechanism behind foam oil formation through gas injection and its impact on heavy oil viscosity and mobility, a series of experiments were planned and executed.</p>
<p>In this section, firstly, the basic parameters of the samples of the target layer were tested, and then the comparison experiments of different gas flooding and gas huff-n-puff under different conditions were carried out, so as to compare the preferred injection gases and development methods.</p>
<sec id="s2-1">
<title>2.1 High-pressure physical property testing experiment of injected gas and crude oil</title>
<p>In this section, the basic parameters such as dissolution gas-oil ratio, volume factor, and gas-containing crude oil viscosity of three gases N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> were tested using destination block crude oil.<list list-type="simple">
<list-item>
<p>(1) <bold>Experimental materials and device.</bold> To meet the requirements for the widespread application of gas injection techniques in mid-deep heavy oil reservoirs in Xinjiang, priority was given to selecting blocks with large reserves, typical reservoir characteristics, deep formation, and high viscosity. Following this principle, the crude oil sample from well W1 was chosen for the experiment. The injection gas were N<sub>2</sub>, CH<sub>4</sub>, CO<sub>2</sub>, and the purity of the experimental gases was 99.999%. The experimental device used was the YRD-70/300 high-pressure physical property analyzer.</p>
</list-item>
<list-item>
<p>(2) <bold>Experimental scheme and steps.</bold> The experimental temperature was set at 34&#xb0;C, with pressures at 8MPa, 10MPa, 11MPa, 13MPa, and 15&#xa0;MPa. Taking the PVT properties test of N<sub>2</sub>-crude oil at 34&#xb0;C as an example, the procedure was as follows: First, saturated oil at 15&#xa0;MPa was prepared for a single degassing experiment and viscosity test. Then the pressure was reduced to 13&#xa0;MPa, and the gas was released under pressure to obtain saturated oil at the corresponding pressure, followed by another single degassing experiment and viscosity test. This process was repeated at 11MPa, 10MPa, and 8&#xa0;MPa.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s2-2">
<title>2.2 Gas injection development oil displacement efficiency testing experiment</title>
<p>This section conducts a series of experiments to investigate the oil displacement efficiency of different gases, such as N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub>, under various conditions.<list list-type="simple">
<list-item>
<p>(1) Experimental materials. The experimental oil is heavy oil from well W1, with a viscosity of 256&#xa0;mPa&#xa0;s at 50&#xb0;C. The purity of the experimental gases is 99.999%. The experimental core is a 25 mm &#xd7; 300&#xa0;mm synthetic core, with specific parameters detailed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
</list-item>
<list-item>
<p>(2) Experimental device. The experiment device used a high-pressure one-dimensional proportional physical model, consisting of an injection system, model system, data acquisition system, and production system. The schematic and physical diagram of the experimental device is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
</list-item>
<list-item>
<p>(1. Container of water/oil, 2. pump, 3. tank, 4. pressure transducer, 5. six-way valve, 6. mass flowmeter, 7. high-pressure gas cylinder, 8. thermostats, 9. core holder, 10. gas storage tank, 11. hand pump, 12. data collection system, 13. back-pressure valve, 14. collection beaker)</p>
</list-item>
<list-item>
<p>(3) Experimental steps. The experimental steps were as follows:</p>
</list-item>
<list-item>
<p>1) Prepared the core holder model and determined the pore volume of the sand filling tube.</p>
</list-item>
<list-item>
<p>2) Established the physical experimental model according to the experimental flow chart, and pressure tested the system according to the designed experimental pressure. The pressure test lasted for 1&#xa0;h, and a pressure drop of less than 0.05&#xa0;MPa was considered acceptable.</p>
</list-item>
<list-item>
<p>3) Connected the core holder to the oil displacement experimental process. Set the outlet back pressure and thermostatic box temperature according to the experimental temperature and pressure, and saturated the core with oil to calculate the original oil saturation of the core.</p>
</list-item>
<list-item>
<p>4) The displacement speed was 0.15&#xa0;mL/min for gas injection (equivalent to the formation flow rate under formation conditions), based on the similarity criteria. The initial temperature of the model was the reservoir temperature 34&#xb0;C.</p>
</list-item>
<list-item>
<p>5) Displaced at a constant speed as determined, and recorded time, oil production, liquid production, inlet and outlet pressures, pressure difference, and temperature parameters. Recorded more frequently at the initial stage of water breakthrough. As the oil production decreased, gradually extended the recording intervals. The experiment concluded when the water cut reached above 99.50% and the pressure differential stabilized.</p>
</list-item>
<list-item>
<p>6) Cleaned the residual oil in the core using the distillation dewatering process and measured the produced water and oil quantities.</p>
</list-item>
</list>
</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Parameters related to experimental cores.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Number</th>
<th align="center">A1</th>
<th align="center">A2</th>
<th align="center">A3</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Injected gas</td>
<td align="center">CH<sub>4</sub>
</td>
<td align="center">N<sub>2</sub>
</td>
<td align="center">CO<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Pore volume (cm<sup>3</sup>)</td>
<td align="center">21.29</td>
<td align="center">21.72</td>
<td align="center">21.36</td>
</tr>
<tr>
<td align="center">Porosity (%)</td>
<td align="center">14.24</td>
<td align="center">14.52</td>
<td align="center">14.32</td>
</tr>
<tr>
<td align="center">Permeability (mD)</td>
<td align="center">93.54</td>
<td align="center">100.50</td>
<td align="center">112.30</td>
</tr>
<tr>
<td align="center">Oil saturation (%)</td>
<td align="center">74.31</td>
<td align="center">74.96</td>
<td align="center">75.28</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>High-pressure one-dimensional physical model diagram <bold>(A)</bold>. schematic; <bold>(B)</bold>. physical.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g001.tif"/>
</fig>
<p>Repeated the above experimental steps to conduct N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> oil displacement experiments sequentially, obtaining the displacement efficiency for different injected gases.</p>
</sec>
<sec id="s2-3">
<title>2.3 Gas huff-n-puff development effectiveness testing experiment</title>
<p>In this section, three cycles of gas huff-n-puff physical simulation experiments using N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> were conducted with crude oil from well W1 to explore the mechanisms of enhanced oil recovery with different injection gases.</p>
<p>The gas huff-n-puff testing experiment utilized the same experimental materials and equipment as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, with the sand-filled tube model having dimensions of 25 mm &#xd7; 500&#xa0;mm. The specific parameters of the core are detailed in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Parameters related to experimental cores.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Number</th>
<th align="center">B1</th>
<th align="center">B2</th>
<th align="center">B3</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Injected gas</td>
<td align="center">CH<sub>4</sub>
</td>
<td align="center">N<sub>2</sub>
</td>
<td align="center">CO<sub>2</sub>
</td>
</tr>
<tr>
<td align="center">Pore volume (cm<sup>3</sup>)</td>
<td align="center">119.00</td>
<td align="center">116.67</td>
<td align="center">114.00</td>
</tr>
<tr>
<td align="center">Porosity (%)</td>
<td align="center">48.51</td>
<td align="center">47.56</td>
<td align="center">46.47</td>
</tr>
<tr>
<td align="center">Permeability (mD)</td>
<td align="center">135.00</td>
<td align="center">133.00</td>
<td align="center">132.00</td>
</tr>
<tr>
<td align="center">Oil saturation (%)</td>
<td align="center">75.68</td>
<td align="center">77.62</td>
<td align="center">78.52</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The specific experimental steps are as follows:<list list-type="simple">
<list-item>
<p>1) Prepared the core holder model and measured the pore volume of the sand-filled tube.</p>
</list-item>
<list-item>
<p>2) Set up the experimental process according to the flow chart and pressure tested the system until it meets the required standards.</p>
</list-item>
<list-item>
<p>3) Connected the model to the experimental process. Set up the experiment according to the temperature and pressure conditions, and injected the experimental oil into the core at a constant low speed to saturate it, thus obtaining the original oil saturation of the core.</p>
</list-item>
<list-item>
<p>4) Apply the similarity criteria for conversion. In this experiment, the gas injection pressure was set at 15&#xa0;MPa with a soak time of 24&#xa0;h. The initial temperature of the model was set to the reservoir temperature of 34&#xb0;C.</p>
</list-item>
<list-item>
<p>5) After a soak time of 24&#xa0;h, proceeded with the determined pressure drop and vented, while recording time, oil production, liquid production, gas production, inlet and outlet pressures, and temperature parameters. The experiment concluded when the pressure dropped to 5&#xa0;MPa and the pressure differential stabilized.</p>
</list-item>
<list-item>
<p>6) Cleaned the residual oil from the core using the distillation dewatering process to determine the oil production.</p>
</list-item>
</list>
</p>
<p>Repeated the above experimental steps to conduct N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> oil displacement experiments, obtaining the displacement efficiency for different injected gases.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Experimental results and analysis discussion</title>
<sec id="s3-1">
<title>3.1 High-pressure physical property testing experiment of injected gas and crude oil</title>
<p>Through the experiment, the solubility, gas-containing crude oil viscosity, and volume factor of W1 well crude oil at 34&#xb0;C under different pressure conditions with injected N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> were measured. The experimental results are displayed in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Plot of high-pressure physical parameters of crude oil versus pressure for different gas injections <bold>(A)</bold> solubility <bold>(B)</bold> viscosity of gas-containing crude oil; <bold>(C)</bold> crude oil volume factor.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g002.tif"/>
</fig>
<p>As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, under the condition of 34&#xb0;C, the solubility of N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> gases in crude oil increases with the rise in saturation pressure. Among them, at the same pressure, the solubility of CO<sub>2</sub> is the highest, and that of N<sub>2</sub> is the lowest. Specifically, at a pressure of 15MPa, the solubility of CO<sub>2</sub> is 80.19&#xa0;m&#xb3;/m&#xb3;, with a solubility coefficient of 5.346 (m&#xb3;/m&#xb3;)/MPa.</p>
<p>From <xref ref-type="fig" rid="F2">Figure 2B</xref>, it is observed that at 34&#xb0;C, the viscosity of crude oil dissolving N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> decreases with increasing saturation pressure. At the same pressure, the viscosity of crude oil with injected N<sub>2</sub> is the highest, while the crude oil with injected CO<sub>2</sub> has the lowest viscosity. At a pressure of 15MPa, the viscosity of crude oil with injected CO<sub>2</sub> is 49&#xa0;mPa&#xa0;s, resulting in a viscosity reduction rate of 93.2%, and the CO<sub>2</sub> has the best viscosity-reducing effect.</p>
<p>As shown in <xref ref-type="fig" rid="F2">Figure 2C</xref>, at 34&#xb0;C, the crude oil volume factor for oil dissolving N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> increases with the rise in saturation pressure. Under the same pressure conditions, the volume factor of crude oil dissolving CO<sub>2</sub> is the highest, while that of N<sub>2</sub> is the lowest. Specifically, at a pressure of 15MPa, the volume factor for CO<sub>2</sub> is 1.23&#xa0;m&#xb3;/m&#xb3;, with a shrinkage rate of 18.70%.</p>
<p>Through our experiments, we&#x2019;ve made important discoveries regarding gas solubility, changes in crude oil viscosity, and the crude oil volume coefficient. The key findings of this study include:</p>
<p>The solubility of N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> in crude oil increased with rising saturation pressure. Notably, CO<sub>2</sub> exhibited the highest solubility among the three gases, underlining its superior potential for enhancing crude oil recovery in reservoirs. This is attributed to CO<sub>2</sub>&#x2019;s remarkable solubility coefficient of 5.346 (m&#xb3;/m&#xb3;)/MPa. At a pressure of 15&#xa0;MPa, CO<sub>2</sub> achieved a solubility of 80.19&#xa0;m&#xb3;/m&#xb3;, highlighting its effectiveness. The dissolution of these gases into crude oil led to a decrease in oil viscosity with increasing saturation pressure, a critical factor for boosting crude oil flowability and recovery efficiency. The marked viscosity reduction observed following CO<sub>2</sub> injection, with a rate of 93.2%, underscores the efficacy of CO<sub>2</sub> injection in enhancing the mobility of heavy oils. The crude oil volume coefficients after gas dissolution also rose with pressure. The increase was most pronounced for CO<sub>2</sub>, suggesting that CO<sub>2</sub> not only improves the flow characteristics of crude oil within the reservoir but also significantly enhances the reservoir&#x2019;s displacement efficiency.</p>
<p>This study highlights the distinct advantages of CO<sub>2</sub> injection in improving crude oil recovery by demonstrating its superior solubility, its ability to reduce crude oil viscosity effectively, and its impact on increasing the crude oil volume coefficient. These findings underscore the potential of CO<sub>2</sub> injection as a valuable technology for enhancing the recovery and mobility of crude oil, particularly in challenging reservoir conditions.</p>
</sec>
<sec id="s3-2">
<title>3.2 Gas injection oil displacement efficiency testing experiment</title>
<p>Using crude oil from well W1, physical simulation experiments of oil displacement under simulated reservoir conditions were conducted with injected N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub>. The results are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Results of N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> injection oil flooding experiments <bold>(A)</bold> Curve of oil flooding efficiency versus injected PV number for different injection gas; <bold>(B)</bold> Curve of production differential pressure versus injected PV number for different injection gas.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g003.tif"/>
</fig>
<p>As indicated in <xref ref-type="fig" rid="F3">Figure 3A</xref>, under the same injection volume conditions, CO<sub>2</sub> injection achieved the highest oil displacement efficiency at 48.35%, followed by N<sub>2</sub> at 30.18%, and CH<sub>4</sub> at 30.07%. <xref ref-type="fig" rid="F3">Figure 3B</xref> reveals that with the increase in the number of injected pore volumes (PV), the production pressure differential gradually increases. The peak production pressure differential in CH<sub>4</sub> injection is the highest, followed by CO<sub>2</sub>, with N<sub>2</sub> being the lowest. Furthermore, the peak of the production pressure differential for CH<sub>4</sub> injection occurred the latest, indicating that the breakthrough timing of oil displacement by CH<sub>4</sub> injection is later than that of CO<sub>2</sub> and N<sub>2</sub> injections.</p>
<p>Analysis suggests that during the displacement processes with injected N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub>, due to the stronger solubility of CH<sub>4</sub> and CO<sub>2</sub> in crude oil under the same injection pressure compared to N<sub>2</sub>, the gas breakthrough occurs earliest in N<sub>2</sub> injection, reaching the peak production pressure differential first. The partial dissolution of CH<sub>4</sub> and CO<sub>2</sub> gases results in the expansion of crude oil volume and a decrease in heavy oil viscosity, enhancing the fluidity of the crude oil. However, under experimental conditions, miscible flooding was not achieved after gas injection, and the flow rate is relatively high, which leads to gas breakthrough and consequently lower oil displacement efficiency.</p>
<p>Our experiments provided a thorough insight into how different gas injections&#x2014;specifically N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub>&#x2014;affect oil drive efficiency and production differential pressure. The findings highlight CO<sub>2</sub>&#x2019;s significant impact, enhancing oil driving efficiency to 48.35%, a substantial improvement over the 30.18% and 30.07% seen with N<sub>2</sub> and CH<sub>4</sub>, respectively. This underscores CO<sub>2</sub>&#x2019;s critical role in bolstering oilfield recovery.</p>
<p>Furthermore, the observed trends in production differential pressure shed light on the distinct dynamics of gas-driven oil displacement. CH<sub>4</sub> injection, in particular, resulted in the highest and most delayed peak in production differential pressure, indicative of the prolonged crude oil breakthrough in the CH<sub>4</sub> displacement process. This variation largely stems from the gases&#x2019; solubility in crude oil and their influence on oil flowability. The superior solubility of CO<sub>2</sub> and CH<sub>4</sub> in crude oil, relative to N<sub>2</sub>, leads to both an expansion in crude oil volume and a decrease in the viscosity of thick oil, thereby enhancing crude oil flowability. However, this also suggests a potential limitation in further optimizing oil drive efficiency.</p>
</sec>
<sec id="s3-3">
<title>3.3 Gas huff-n-puff testing experiment</title>
<p>Physical simulation experiments of gas huff-n-puff with N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> were conducted on W1 well crude oil, spanning three cycles, to explore the enhanced oil recovery effects and mechanisms of different media in different cycles. The experimental results are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Stage oil recovery versus production pressure for three rounds of gas huff-n-puff with different injection gases <bold>(A)</bold> N<sub>2</sub> <bold>(B)</bold> CH<sub>4</sub> <bold>(C)</bold> CO<sub>2</sub> <bold>(D)</bold> Oil displacement efficiency of different gas.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g004.tif"/>
</fig>
<p>From the comparison of the three rounds of huff-n-puff results in <xref ref-type="fig" rid="F4">Figure 4</xref>, it is evident that under the same injection volume conditions, CO<sub>2</sub> huff-n-puff yields a significantly higher oil recovery than CH<sub>4</sub> and N<sub>2</sub> huff-n-puff, indicating that the utilization rate of CO<sub>2</sub> huff-n-puff is greater than that of CH<sub>4</sub> and N<sub>2</sub>. Due to the strongest solubility of CO<sub>2</sub>, followed by CH<sub>4</sub>, and the lowest for N<sub>2</sub>, the N<sub>2</sub> huff-n-puff produces a larger volume of free gas and a longer initial gas production phase, contributing less to oil production. In contrast, the other two gases with higher solubility can form foam oil more effectively, aiding in gas dissolution and crude oil viscosity reduction, ultimately leading to better oil displacement results.</p>
<p>Referencing <xref ref-type="fig" rid="F4">Figure 4D</xref>, after three rounds of injection, CO<sub>2</sub> injection yields the highest recovery rate at 44%, outpacing CH<sub>4</sub>&#x2019;s 35.5%, and significantly exceeding N<sub>2</sub>&#x2019;s modest 16%. This outcome, when juxtaposed with the data from <xref ref-type="fig" rid="F3">Figure 3</xref>, reveals that repeated CO<sub>2</sub> injections result in a higher recovery rate than singular CO<sub>2</sub> drives. The latter approach, characterized by non-mixed-phase gas drive, tends to precipitate abrupt gas breakthroughs rather than facilitating a steady, uniform displacement of crude oil within the formation, thereby capping the potential for recovery rate enhancements.</p>
<p>Conversely, CO<sub>2</sub> injection as a repeated process allows for continuous reintroduction of CO<sub>2</sub> into the reservoir, ensuring thorough contact and integration with the heavy oil to create a foam oil. This strategy effectively circumvents the rapid gas breakthrough issue, enabling a more complete mixture of CO<sub>2</sub> with the oil and promoting a uniform CO<sub>2</sub> distribution throughout the reservoir. Such distribution enhances CO<sub>2</sub>&#x2019;s solubility in the heavy oil, broadly lowering the oil&#x2019;s viscosity across the reservoir and thus improving oil mobility. Consequently, this method more effectively decreases the viscosity of the heavy oil and enhances its flow properties, leading to improved recovery rates.</p>
<p>Our experiments extensively examined the effects and mechanisms of different gases (CO<sub>2</sub>, CH<sub>4</sub>, and N<sub>2</sub>) on enhancing oil recovery across three consecutive injection cycles. The data unequivocally demonstrate that CO<sub>2</sub> injection outperforms CH<sub>4</sub> and N<sub>2</sub> in terms of recovery efficiency under identical conditions. This superiority is primarily due to CO<sub>2</sub>&#x2019;s exceptional solubility in crude oil, which not only significantly reduces the oil&#x2019;s viscosity but also facilitates the formation of foam oil, thereby improving oil displacement efficiency and lowering residual oil saturation.</p>
<p>N<sub>2</sub>, with its minimal solubility, tends to produce a larger volume of free gas during injection, extending the initial phase of gas production and offering limited benefits to oil recovery enhancement. On the other hand, the greater solubility of CH<sub>4</sub> and CO<sub>2</sub> aids in foam oil formation, which, coupled with their ability to dissolve in crude oil and reduce its viscosity, substantially enhances the oil displacement effect. CO<sub>2</sub>, in particular, stands out due to its superior solubility and capacity to decrease viscosity, effectively minimizing residual oil in the reservoir and significantly increasing crude oil recovery rates.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Numerical simulation study</title>
<p>Gas injection to create foam oil not only substantially reduces the viscosity of heavy oil but also enhances its recoverability and recovery rate, making it an especially effective enhancement technique for medium and deep heavy oil reservoirs. However, the application of this method demands precise geological evaluation and engineering design to ensure the effective distribution of gas within the reservoir, taking into account factors such as the choice of gas, injection methods, and reservoir conditions. Utilizing numerical simulation to study the mechanisms by which foam oil improves the recovery rate of heavy oil is both efficient and accurate. Through numerical simulation, the effects of various parameters on the mobility and recovery rate of heavy oil can be explored in detail, providing insights into optimizing this production enhancement technique.</p>
<p>Based on the results of the physical simulation experiments, CO<sub>2</sub> was selected as the best injection gas and CO<sub>2</sub> huff-n-puff as the best production method. To better understand the adaptability and displacement mechanism of CO<sub>2</sub> huff-n-puff in the W block, a three-dimensional numerical simulation model was established using the CMG software STARS module, integrating the geological conditions and crude oil properties of the W1 well area.</p>
<p>Injecting CO<sub>2</sub> into medium and deep thick oil reservoirs is a highly effective method for enhancing oil mobility and recovery rates. This technique works by significantly reducing the viscosity of crude oil and increasing the oil-water relative permeability, thereby improving oil flowability. The formation of foam oil through CO<sub>2</sub> injection is particularly beneficial in reservoirs where the crude oil has high viscosity, as it markedly enhances oil mobility and consequently boosts recovery rates.</p>
<p>However, the success of CO<sub>2</sub> injection depends on several critical parameters, including the volume of gas injected, the viscosity of the crude oil, the permeability of the reservoir, and the thickness of the reservoir. Optimizing these parameters is essential for achieving the most effective development outcomes in practical applications.</p>
<sec id="s4-1">
<title>4.1 Optimization and adaptability analysis of vertical well CO<sub>2</sub> huff-n-puff injection volume</title>
<p>The model was established based on the basic geological reservoir parameters and well network parameters of the W1 well area. Two single-well groups were established: &#x2460; one with a vertical well for depletion production, &#x2461; one with a CO<sub>2</sub> huff-n-puff well group consisting of an injection well and a production well. In the CO<sub>2</sub> huff-n-puff well, it serves as an injection well during CO<sub>2</sub> injection and as a production well after the injection and soaking phases. In the vertical well CO<sub>2</sub> huff-n-puff simulation, each huff-n-puff round consisted of 15&#xa0;days of gas injection, 10&#xa0;days of soaking, followed by production with a fixed gas output after the soaking period. Each round had a production duration of 600&#xa0;days, with a total of 4 rounds simulated over 2500&#xa0;days. Specific parameters are detailed in <xref ref-type="table" rid="T3">Table 3</xref>. The objective layer is distributed with two interlayers, the thickness is 7&#xa0;m and 1&#xa0;m respectively, the permeability and oil saturation of the compartments were set to 0.01, and the permeability field is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The specific parameters of the reservoir in the target block are outlined in <xref ref-type="table" rid="T3">Table 3</xref>. In this table, the viscosity of the crude oil refers to the viscosity of degassed crude oil at 50&#xb0;C. The subsurface condition is described as a single oil phase, and methane is noted as the dissolved gas within the parameters presented in <xref ref-type="table" rid="T3">Table 3</xref>.<list list-type="simple">
<list-item>
<p>(1) Single round CO<sub>2</sub> injection volume</p>
</list-item>
</list>
</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Parameters related to vertical well model.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Parameters</th>
<th align="center">Value</th>
<th align="center">Parameters</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Number of grids i&#xd7;j&#xd7;k</td>
<td align="center">21 &#xd7; 21&#xd7;34</td>
<td align="center">Depth of oil reservoir (km)</td>
<td align="center">1105</td>
</tr>
<tr>
<td align="center">Grid size i&#xd7;j&#xd7;k (m)</td>
<td align="center">10 &#xd7; 10&#xd7;1</td>
<td align="center">Oil reservoir pressure (MPa)</td>
<td align="center">12</td>
</tr>
<tr>
<td align="center">Oil layer thickness (m)</td>
<td align="center">23</td>
<td align="center">Oil reservoir temperature (&#xb0;C)</td>
<td align="center">34</td>
</tr>
<tr>
<td align="center">Crude oil viscosity at 50&#xb0;C (mPa&#xb7;s)</td>
<td align="center">505</td>
<td align="center">Mole fraction of CH<sub>4</sub> in the subsurface (f)</td>
<td align="center">0.383</td>
</tr>
<tr>
<td align="center">Permeability (mD)</td>
<td align="center">112</td>
<td align="center">Mole fraction of crude oil in the subsurface (f)</td>
<td align="center">0.617</td>
</tr>
<tr>
<td align="center">K<sub>v</sub>/K<sub>h</sub>
</td>
<td align="center">0.100</td>
<td align="center">Fracture half-length (m)</td>
<td align="center">90</td>
</tr>
<tr>
<td align="center">Oil saturation (%)</td>
<td align="center">0.545</td>
<td align="center">Effective permeability of fracture (mD)</td>
<td align="center">400</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Permeability field diagram (JK).</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g005.tif"/>
</fig>
<p>In order to study the influence of single round injection volume on the effect of CO<sub>2</sub> huff-n-puff development, 100t, 200t, 400t, 600t, 800t and 1000t were simulated respectively, and the simulation results of CO<sub>2</sub> oil exchange rate and profit with different injection volumes are shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Optimization and adaptability study of CO<sub>2</sub> huff-n-puff injection volume <bold>(A)</bold> Single-round CO<sub>2</sub> injection volume vs. oil draining ratio and cumulative oil production; <bold>(B)</bold> Single-round CO<sub>2</sub> injection volume vs. profit.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g006.tif"/>
</fig>
<p>Numerical simulation results indicate that as the CO<sub>2</sub> injection volume increases, cumulative oil production gradually increases while the oil draining ratio decreases. At an oil price of $45, profits increase with the injection volume. The maximum profit growth rate is achieved at a single round injection volume of 200 tons of CO<sub>2</sub>. Beyond 200 tons, the profit gradually decreases. The optimal injection volume is identified as 200 tons per well per round.<list list-type="simple">
<list-item>
<p>(2) Oil viscosity</p>
</list-item>
</list>
</p>
<p>To study the impact of crude oil viscosity on the effectiveness of CO<sub>2</sub> huff-n-puff, simulations were conducted at viscosities of 100&#xa0;mPa&#xa0;s, 300&#xa0;mPa&#xa0;s, 500&#xa0;mPa&#xa0;s, 700&#xa0;mPa&#xa0;s, and 900&#xa0;mPa&#xa0;s. Results are shown in <xref ref-type="fig" rid="F7">Figure 7</xref>. It is observed that as the viscosity of the crude oil increases, the cumulative oil production decreases and the total profit reduces, dropping to zero when the viscosity exceeds 500&#xa0;mPa&#xa0;s. Therefore, it is recommended that vertical well CO<sub>2</sub> huff-n-puff is suitable for reservoirs with crude oil viscosity less than 500&#xa0;mPa&#xa0;s.<list list-type="simple">
<list-item>
<p>(3) Reservoir permeability</p>
</list-item>
</list>
</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit and cumulative oil production -viscosity relationship.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g007.tif"/>
</fig>
<p>To investigate the influence of formation permeability on CO<sub>2</sub> huff-n-puff development, simulations were carried out at permeabilities of 40 mD, 70 mD, 100 mD, 130 mD, and 160&#xa0;mD.</p>
<p>The results, as shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, demonstrate that cumulative oil production and total profit increase with rising permeability. When permeability exceeds 100 mD, the total profit becomes positive, indicating that vertical well CO<sub>2</sub> huff-n-puff is suitable for reservoirs with permeability greater than 100&#xa0;mD.<list list-type="simple">
<list-item>
<p>(4) Reservoir thickness</p>
</list-item>
</list>
</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit-permeability relationship for straight wells.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g008.tif"/>
</fig>
<p>To assess the impact of reservoir thickness on CO<sub>2</sub> huff-n-puff development, simulations were performed at thicknesses of 6m, 8m, 10m, 12m, and 14&#xa0;m. The results, depicted in <xref ref-type="fig" rid="F9">Figure 9</xref>, show that as reservoir thickness increases, controlled reserves per well increase, leading to increased cumulative oil production and total profit. The profit turns positive when reservoir thickness exceeds 10m, suggesting that vertical well CO<sub>2</sub> huff-n-puff is suitable for reservoirs with a thickness greater than 10&#xa0;m.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit-reservoir thickness relationship for straight wells.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g009.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Horizontal well CO<sub>2</sub> huff-n-puff injection volume optimization and adaptability analysis</title>
<p>Two single-well group models for horizontal wells were established, one for depletion production and the other for CO<sub>2</sub> huff-n-puff, each with one injection well and one production well. The horizontal wells are located in the middle of the oil layer. The number of grids in the i&#xd7;j&#xd7;k direction is 21 &#xd7; 21&#xd7;34, and grid size in the i&#xd7;j&#xd7;k direction is 10 &#xd7; 10 &#xd7; 1&#xa0;m. The other parameters and production regime for horizontal well CO<sub>2</sub> huff-n-puff are the same as for vertical wells.<list list-type="simple">
<list-item>
<p>(1) Single cycle CO<sub>2</sub> injection volume</p>
</list-item>
</list>
</p>
<p>Numerical simulation results (<xref ref-type="fig" rid="F10">Figure 10</xref>) reveal that as the CO<sub>2</sub> injection volume increases, cumulative oil production increases, but the rate of increase in profit decreases. The maximum profit growth rate is achieved at a single cycle injection volume of 1000&#x2013;1200 tons of CO<sub>2</sub>.<list list-type="simple">
<list-item>
<p>(2) Crude oil viscosity</p>
</list-item>
</list>
</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Optimization and adaptability study of CO<sub>2</sub> huff-n-puff injection volume. <bold>(A)</bold> Single-round CO<sub>2</sub> injection volume vs. oil draining ratio and cumulative oil production; <bold>(B)</bold> Single-round CO<sub>2</sub> injection volume vs. profit.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g010.tif"/>
</fig>
<p>Simulations at viscosities of 100&#xa0;mPa&#xa0;s, 300&#xa0;mPa&#xa0;s, 500&#xa0;mPa&#xa0;s, 700&#xa0;mPa&#xa0;s, and 900&#xa0;mPa&#xa0;s were conducted to study the effect of viscosity on horizontal well CO<sub>2</sub> huff-n-puff. The results (<xref ref-type="fig" rid="F11">Figure 11</xref>) show a continuous decrease in cumulative oil production and total profit as viscosity increases, although the total profit remains positive. It is suggested that horizontal well CO<sub>2</sub> huff-n-puff is suitable for reservoirs with a viscosity less than 1000&#xa0;mPa&#xa0;s.<list list-type="simple">
<list-item>
<p>(3) Reservoir permeability</p>
</list-item>
</list>
</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit-crude oil viscosity relationship for horizontal wells.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g011.tif"/>
</fig>
<p>Simulations at permeabilities of 10 mD, 40 mD, 70 mD, 100 mD, and 130&#xa0;mD were performed to evaluate the impact on CO<sub>2</sub> huff-n-puff. The results (shown in <xref ref-type="fig" rid="F12">Figure 12</xref>) indicate that as permeability increases, cumulative oil production and total profit also increase. Profits become positive when permeability exceeds 30&#xa0;mD, suggesting suitability for reservoirs with permeability greater than 50&#xa0;mD.<list list-type="simple">
<list-item>
<p>(4) Reservoir thickness</p>
</list-item>
</list>
</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit-permeability relationship for horizontal wells.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g012.tif"/>
</fig>
<p>Simulations at thicknesses of 2m, 4m, 6m, 8m, 10&#xa0;m were carried out to assess the impact on CO<sub>2</sub> huff-n-puff. The results (<xref ref-type="fig" rid="F13">Figure 13</xref>) demonstrate that as reservoir thickness increases, controlled reserves per well increase, leading to increased cumulative.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>CO<sub>2</sub> huff-n-puff profit-reservoir thickness relationship for horizontal wells.</p>
</caption>
<graphic xlink:href="fenrg-12-1375108-g013.tif"/>
</fig>
<p>The mechanism of foam oil formation through gas injection is pivotal for enhancing crude oil mobility and improving oil-gas contact efficiency. During the CO<sub>2</sub> huff-n-puff process, CO<sub>2</sub> mixes with heavy oil to form low-viscosity foam oil, which reduces the flow resistance of the oil and increases the oil recovery rate. In our in-depth numerical simulation study of the CO<sub>2</sub> huff-n-puff technique&#x2019;s application in enhancing oilfield production, we identified injection volume, crude oil viscosity, reservoir permeability, and formation thickness as key parameters affecting the technique&#x2019;s economic benefits and development outcomes. When considering the CO<sub>2</sub> huff-n-puff technique, it is crucial to take into account factors such as the reservoir&#x2019;s crude oil viscosity, permeability, and formation thickness to devise the optimal development plan. These conditions not only influence the effectiveness of the technique but also directly impact the project&#x2019;s economic viability.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>(1) The experimental results indicate that at 34&#xb0;C, the solubility of N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> gases in crude oil increases with increasing saturation pressure. At the same pressure, the solubility of CO<sub>2</sub> is the highest, while that of N<sub>2</sub> is the lowest. The viscosity of crude oil containing N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> decreases with increasing saturation pressure, with N<sub>2</sub>-containing oil having the highest viscosity and CO<sub>2</sub>-containing oil the lowest at the same pressure. The volume factor of crude oil dissolving N<sub>2</sub>, CH<sub>4</sub>, and CO<sub>2</sub> increases with increasing saturation pressure, and at the same pressure, the volume factor is highest for CO<sub>2</sub>-dissolved oil and lowest for N<sub>2</sub>-dissolved oil.</p>
</list-item>
<list-item>
<p>(2) CO<sub>2</sub> huff-n-puff utilization is higher compared to CH<sub>4</sub> and N<sub>2</sub> huff-n-puff. CO<sub>2</sub> has the strongest solubility, followed by CH<sub>4</sub>, with N<sub>2</sub> having the lowest solubility. Based on the results of the physical simulation experiments, CO<sub>2</sub> is identified as the optimal injection gas and CO<sub>2</sub> huff-n-puff as the best production method.</p>
</list-item>
<list-item>
<p>(3) For vertical well CO<sub>2</sub> huff-n-puff, the optimal injection volume is 200 tons per cycle, with adaptability conditions of viscosity &#x3c;500&#xa0;mPa&#xa0;s, permeability &#x3e;100&#xa0;mD, and effective reservoir thickness &#x3e;10&#xa0;m. For horizontal wells, the optimal injection volume is 1000&#x2013;1200 tons per cycle, suitable for conditions of viscosity &#x3c;1000&#xa0;mPa&#xa0;s, permeability &#x3e;50&#xa0;mD, and effective reservoir thickness &#x3e; 4&#xa0;m.</p>
</list-item>
</list>
</p>
<p>These findings not only provide a quantitative basis for field applications, guiding oilfield developers to formulate the best CO<sub>2</sub> huff-n-puff strategies under specific conditions but also highlight the potential for further optimization of this technology. Considering the energy industry&#x2019;s ongoing quest to enhance the recovery rates of oil and gas resources, future research could explore more efficient CO<sub>2</sub> injection modes, sophisticated reservoir management techniques, and the integrated application with other production-enhancement technologies to further improve the efficiency and economic benefits of CO<sub>2</sub> huff-n-puff technology in various types of reservoirs. Moreover, with growing interest in low-carbon development and Carbon Capture, Utilization, and Storage technologies, CO<sub>2</sub> huff-n-puff, as a potential carbon-neutral production enhancement technique, not only has the potential to boost oil and gas production but also contributes to the environmental sustainability of the energy sector.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>XZ: Software, Writing&#x2013;original draft, Writing&#x2013;review and editing. ZQ: Investigation, Methodology, Writing&#x2013;original draft. BW: Methodology, Resources, Writing&#x2013;original draft. ZY: Conceptualization, Resources, Writing&#x2013;original draft. CW: Validation, Writing&#x2013;review and editing. CX: Resources, Writing&#x2013;review and editing. PL: Conceptualization, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>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>
<p>The reviewer LW declared a shared affiliation with the author PL to the handling editor at the time of review.</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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alcazar-Vara</surname>
<given-names>L.-A.</given-names>
</name>
<name>
<surname>Garcia-Martinez</surname>
<given-names>J.-A.</given-names>
</name>
<name>
<surname>Buenrostro-Gonzalez</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Effect of asphaltenes on equilibrium and rheological properties of waxy model systems</article-title>. <source>Fuel</source> <volume>93</volume>, <fpage>200</fpage>&#x2013;<lpage>212</lpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2011.10.038</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Al-Murayri</surname>
<given-names>M.-T.</given-names>
</name>
<name>
<surname>Maini</surname>
<given-names>B.-B.</given-names>
</name>
<name>
<surname>Harding</surname>
<given-names>T.-G.</given-names>
</name>
<name>
<surname>Oskouei</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Multicomponent solvent co-injection with steam in heavy and extra-heavy oil reservoirs</article-title>. <source>Energy and Fuels</source> <volume>30</volume> (<issue>4</issue>), <fpage>2604</fpage>&#x2013;<lpage>2616</lpage>. <pub-id pub-id-type="doi">10.1021/acs.energyfuels.5b02774</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andarcia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Heny</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Rico</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Experimental study on production performance of two different heavy oils in Venezuela</article-title>. <source>Can. Int. Pet. Conf.</source> <pub-id pub-id-type="doi">10.2118/2000-043</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bennion</surname>
<given-names>D.-B.</given-names>
</name>
<name>
<surname>Mastmann</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Moustakis</surname>
<given-names>M.-L.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>A case study of foamy oil recovery in the Patos-Marinza reservoir, Driza Sand, Albania</article-title>. <source>J Can Pet Technol</source> <volume>42</volume> (<issue>3</issue>). <pub-id pub-id-type="doi">10.2118/03-03-01</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carpenter</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Horizontal steam injectors in the kern river field</article-title>. <source>J. Pet. Technol.</source> <volume>70</volume> (<issue>6</issue>), <fpage>82</fpage>&#x2013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.2118/0618-0082-JPT</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chu</surname>
<given-names>W.-Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>K.-Q.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Fluid phase behavior of tight and shale reservoirs: Monte Carlo simulations</article-title>. <source>Adv. geo-energy Res.</source> <volume>7</volume> (<issue>2</issue>), <fpage>132</fpage>&#x2013;<lpage>135</lpage>. <pub-id pub-id-type="doi">10.46690/ager.2023.02.06</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Claridge</surname>
<given-names>E.-L.</given-names>
</name>
<name>
<surname>Prats</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>A proposed model and mechanism for anomalous foamy heavy oil behavior</article-title>. <source>Int. heavy oil Symp.</source>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname>
<given-names>C.-Z.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>W.-Q.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>F.-Q.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.-W.</given-names>
</name>
<name>
<surname>Sui</surname>
<given-names>Y.-F.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A method for optimizing the location of infill wells exploited by viscosity reduction chemical flooding after steam huff and puff stimulation</article-title>. <source>Acta. Pet. Sin.</source> <volume>41</volume> (<issue>12</issue>), <fpage>1643</fpage>&#x2013;<lpage>1648</lpage>. <pub-id pub-id-type="doi">10.7623/syxb202012016</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Pang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Non-Newtonian flow characterization of heavy crude oil in porous media</article-title>. <source>J. Pet. Explor. Prod. Te.</source> <volume>3</volume>, <fpage>43</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1007/s13202-012-0043-9</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gael</surname>
<given-names>B.-T.</given-names>
</name>
<name>
<surname>Gross</surname>
<given-names>S.-J.</given-names>
</name>
<name>
<surname>McNaboe</surname>
<given-names>G.-J.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Development planning and reservoir management in the Duri steam flood</article-title>. <source>SPE West. Reg. Meet.</source> <pub-id pub-id-type="doi">10.2118/29668-MS</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>Y.-R.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>E.-P.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>D.-H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B.-J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Air-SAGD technology for super-heavy oil reservoirs</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>46</volume> (<issue>1</issue>), <fpage>113</fpage>&#x2013;<lpage>120</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(19)30010-2</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guan</surname>
<given-names>W.-L.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>E.-P.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>B.-J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Heavy oil development strategy under the &#x201c;carbon peaking and carbon neutrality&#x201d; target</article-title>. <source>Acta. Pet. Sin.</source> <volume>44</volume> (<issue>5</issue>), <fpage>826</fpage>. <pub-id pub-id-type="doi">10.7623/syxb202305008</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guan</surname>
<given-names>W.-L.</given-names>
</name>
<name>
<surname>Xi</surname>
<given-names>C.-F.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mu</surname>
<given-names>H.-T.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>C.-G.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>J.-S.</given-names>
</name>
<etal/>
</person-group> (<year>2017b</year>). <article-title>Field control technologies of combustion assisted gravity drainage (CAGD)</article-title>. <source>Dev&#x2b;.</source> <volume>44</volume> (<issue>5</issue>), <fpage>797</fpage>&#x2013;<lpage>804</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(17)30090-3</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guan</surname>
<given-names>W.-L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.-L.</given-names>
</name>
<name>
<surname>Xi</surname>
<given-names>C.-F.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.-C.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>F.-X.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>X.-R.</given-names>
</name>
<etal/>
</person-group> (<year>2017a</year>). <article-title>Displacement characteristics and well pattern selection of vertical-well fire flooding in heavy oil reservoirs</article-title>. <source>Acta. Pet. Sin.</source> <volume>38</volume> (<issue>8</issue>), <fpage>935</fpage>. <pub-id pub-id-type="doi">10.7623/syxb201708008</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Haddad</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Gates</surname>
<given-names>I.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>CO<sub>2</sub>-based heavy oil recovery processes for post-CHOPS reservoirs</article-title>. <source>J. CO<sub>2</sub> Util.</source> <volume>19</volume>, <fpage>238</fpage>&#x2013;<lpage>246</lpage>. <pub-id pub-id-type="doi">10.1016/j.jcou.2017.03.019</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huerta</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Otero</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Rico</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Jimenez</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>De Mirabal</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rojas</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>Understanding foamy oil mechanisms for heavy oil reservoirs during primary production</article-title>. <source>SPE Annu. Tech. Conf. Exhib.</source> <pub-id pub-id-type="doi">10.2118/36749-MS</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kamp</surname>
<given-names>A.-M.</given-names>
</name>
<name>
<surname>Heny</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Andarcia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lago</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rodriguez</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Experimental investigation of foamy oil solution gas drive</article-title>. <source>SPE Int. Therm. operations heavy oil symposium</source>. <pub-id pub-id-type="doi">10.2118/69725-MS</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yi</surname>
<given-names>L.-H.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>J.-S.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>W.-L.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>H.-R.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Mechanisms and influencing factors of the oil bank in fire flooding</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>45</volume> (<issue>3</issue>), <fpage>491</fpage>&#x2013;<lpage>498</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(18)30054-5</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>S.-Y. C.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>M.-X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Z.-H.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Z.-M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.-Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2020b</year>). <article-title>New insight into CO<sub>2</sub> huff-n-puff process for extraheavy oil recovery via viscosity reducer agents: an experimental study</article-title>. <source>J. CO<sub>2</sub> Util.</source> <volume>42</volume>, <fpage>101312</fpage>. <pub-id pub-id-type="doi">10.1016/j.jcou.2020.101312</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Z.-M.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Y.-T.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>D.-W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>B.-F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.-Y.</given-names>
</name>
</person-group> (<year>2020a</year>). <article-title>Three-dimensional physical simulation of thermochemical flooding in offshore heavy oil</article-title>. <source>J. China Univ. Pet. Nat. Sci.</source> <volume>44</volume>, <fpage>85</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.3969/j.issn.1673-5005.2020.02.011</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>P.-C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X. K.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y.-B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.-L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Enhanced oil recovery by air-foam flooding system in tight oil reservoirs: study on the profile-controlling mechanisms</article-title>. <source>Journal of Petroleum Science and Engineering</source> <volume>150</volume>, <fpage>208</fpage>&#x2013;<lpage>216</lpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2016.12.001</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Prasad</surname>
<given-names>S.-K.</given-names>
</name>
<name>
<surname>Sangwai</surname>
<given-names>J.-S.</given-names>
</name>
<name>
<surname>Byun</surname>
<given-names>H.-S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>A review of the supercritical CO<sub>2</sub> fluid applications for improved oil and gas production and associated carbon storage</article-title>. <source>J. CO<sub>2</sub> Util.</source> <volume>72</volume>, <fpage>102479</fpage>. <pub-id pub-id-type="doi">10.1016/j.jcou.2023.102479</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Prats</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1992</year>). <article-title>The heat efficiency of thermal recovery processes resulting from non-uniform vertical temperature profiles</article-title>. <source>SPE Lat. Am. Pet. Eng. Conf.</source> <pub-id pub-id-type="doi">10.2118/23744-MS</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarma</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Maini</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>1992</year>). <article-title>Role of solution gas in primary production of heavy oils</article-title>. <source>SPE Lat. Am. Caribb. petroleum Eng. Conf.</source> <pub-id pub-id-type="doi">10.2118/23631-MS</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shen</surname>
<given-names>D.-H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.-T.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>S.-H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.-T.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Study on cyclic carbon dioxide injection after steam soak in heavy oil reservoir</article-title>. <source>Acta. Pet. Sin.</source> <volume>26</volume> (<issue>1</issue>), <fpage>83</fpage>. <pub-id pub-id-type="doi">10.7623/syxb200501017</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheng</surname>
<given-names>J.-J.</given-names>
</name>
<name>
<surname>Hayes</surname>
<given-names>R.-E.</given-names>
</name>
<name>
<surname>Maini</surname>
<given-names>B.-B.</given-names>
</name>
<name>
<surname>Tortike</surname>
<given-names>W.-S.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>A proposed dynamic model for foamy oil properties</article-title>. <source>SPE Int. Therm. operations heavy oil symposium</source>. <pub-id pub-id-type="doi">10.2118/30253-MS</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>G.-M.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>Z.-Z.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Optimized polymer enhanced foam flooding for ordinary heavy oil reservoir after cross-linked polymer flooding</article-title>. <source>J. Pet. Explore Prod. Te.</source> <volume>6</volume>, <fpage>777</fpage>&#x2013;<lpage>785</lpage>. <pub-id pub-id-type="doi">10.1007/s13202-015-0226-2</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname>
<given-names>H.-Q.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H. Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H. T.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Q.-L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>G.-H.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Y.-L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Development technology and direction of thermal recovery of heavy oil in China</article-title>. <source>Acta. Pet. Sin.</source> <volume>43</volume> (<issue>11</issue>), <fpage>1664</fpage>. <pub-id pub-id-type="doi">10.7623/syxb202211013</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sutadiwiria</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Azwar</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The effect of unplanned shutdown to world&#x2019;s largest steamflood project, Duri field Indonesia</article-title>. <source>SPE heavy oil Conf. Exhib.</source> <pub-id pub-id-type="doi">10.2118/150516-MS</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Varfolomeev</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Yuan</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ancheyta</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>
<italic>In-situ</italic> upgrading of heavy and extra-heavy crude oils</article-title>. <source>Fuel</source> <volume>322</volume>, <fpage>124287</fpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2022.124287</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Velayati</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Nouri</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Emulsification and emulsion flow in thermal recovery operations with a focus on SAGD operations: a critical review</article-title>. <source>Fuel</source> <volume>267</volume>, <fpage>117141</fpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2020.117141</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wan</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.-J.</given-names>
</name>
<name>
<surname>Jing</surname>
<given-names>Z.-Y.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Gas injection assisted steam huff-n-puff process for oil recovery from deep heavy oil reservoirs with low-permeability</article-title>. <source>Journal of Petroleum Science and Engineering</source> <volume>185</volume>, <fpage>106613</fpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2019.106613</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>B.-J.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>Y.-B.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Ling</surname>
<given-names>J.-Z.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>X.-L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.-L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Physical simulation experiments on PVT properties of foamy oil</article-title>. <source>Acta. Pet. Sin.</source> <volume>33</volume> (<issue>1</issue>), <fpage>96</fpage>. <pub-id pub-id-type="doi">10.7623/syxb201201012</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>X.-Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>J.-Z.</given-names>
</name>
<name>
<surname>Qiao</surname>
<given-names>M.-Q.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Horizontal well, nitrogen and viscosity reducer assisted steam huff and puff technology: taking super heavy oil in shallow and thin beds, Chunfeng Oilfield, Junggar Basin, NW China, as an example</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>40</volume> (<issue>1</issue>), <fpage>104</fpage>&#x2013;<lpage>110</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(13)60010-5</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>Z.-X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>X.-D.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>F.-X.</given-names>
</name>
<name>
<surname>Soltanian</surname>
<given-names>M.-R.</given-names>
</name>
</person-group> (<year>2023a</year>). <article-title>An integrated multi-scale model for CO<sub>2</sub> transport and storage in shale reservoirs</article-title>. <source>Appl. energy</source> <volume>331</volume>, <fpage>120444</fpage>. <pub-id pub-id-type="doi">10.1016/j.apenergy.2022.120444</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>Z.-X.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>G.-S.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xia</surname>
<given-names>Y.-Z.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.-H.</given-names>
</name>
</person-group> (<year>2023b</year>). <article-title>A hybrid physics-informed data-driven neural network for CO<sub>2</sub> storage in depleted shale reservoirs</article-title>. <source>Petroleum Sci.</source> <pub-id pub-id-type="doi">10.1016/j.petsci.2023.08.032</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname>
<given-names>Y.-B.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.-L.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.-Z.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>W.-J.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Reservoir simulation of shale barrier failure in heterogeneous SAGD reservoirs: a case study</article-title>. <source>SPE Reserv. Charact. Simul. Conf. Exhib.</source> <pub-id pub-id-type="doi">10.2118/165941-MS</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xi</surname>
<given-names>C.-F.</given-names>
</name>
<name>
<surname>Guan</surname>
<given-names>W.-L.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.-C.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Numerical simulation of fire flooding for heavy oil reservoirs after steam injection: a case study on Block H1 of Xinjiang Oilfield, NW China</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>40</volume> (<issue>6</issue>), <fpage>766</fpage>&#x2013;<lpage>773</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(13)60102-0</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xi</surname>
<given-names>C.-F.</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>Z.-Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.-J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>D.-H.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>D.-H.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>CO<sub>2</sub> assisted steam flooding in late steam flooding in heavy oil reservoirs</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>46</volume> (<issue>6</issue>), <fpage>1242</fpage>&#x2013;<lpage>1250</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(19)60277-6</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>S.-Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>New progress and prospect of oilfields development technologies in China</article-title>. <source>Petrol. explore. dev&#x2b;.</source> <volume>45</volume>, <fpage>698</fpage>&#x2013;<lpage>711</lpage>. <pub-id pub-id-type="doi">10.1016/S1876-3804(18)30073-9</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>P.-C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.-F.</given-names>
</name>
<name>
<surname>Jiao</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>X.-L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Experimental study and numerical simulation of a solvent-assisted start-up for SAGD wells in heavy oil reservoirs</article-title>. <source>Journal of Petroleum Science and Engineering</source> <volume>154</volume>, <fpage>521</fpage>&#x2013;<lpage>527</lpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2017.01.010</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kou</surname>
<given-names>J.-S.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S.-Y.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Review on dynamic van der waals theory in two-phase flow</article-title>. <source>Adv. geo-energy Res.</source> <volume>1</volume> (<issue>2</issue>), <fpage>124</fpage>&#x2013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.26804/ager.2017.02.08</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>F.-J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>G.-M.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.-F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>A Review of high-temperature foam for improving steam flooding effect: mechanism and application of foam</article-title>. <source>Energy Technol.</source> <volume>10</volume> (<issue>3</issue>), <fpage>2100988</fpage>. <pub-id pub-id-type="doi">10.1002/ente.202100988</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>F.-H.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Feasibility study of using polymer to improve SAGD performance in oil sands with top water</article-title>. <source>SPE heavy oil conference-Canada</source>. <pub-id pub-id-type="doi">10.2118/170164-MS</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>F.-H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.-H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.-Y.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Foamy oil flow in heavy oil&#x2013;solvent systems tested by pressure depletion in a sandpack</article-title>. <source>Fuel</source> <volume>171</volume>, <fpage>210</fpage>&#x2013;<lpage>223</lpage>. <pub-id pub-id-type="doi">10.1016/j.fuel.2015.12.070</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>