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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1063042</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.1063042</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Eco-development of oil and gas industry: CCUS-EOR technology</article-title>
<alt-title alt-title-type="left-running-head">Yan et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2022.1063042">10.3389/feart.2022.1063042</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yan</surname>
<given-names>Liangzhu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2019288/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hu</surname>
<given-names>Jiajia</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1827187/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fang</surname>
<given-names>Qiongyao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2089470/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Xueqing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1768365/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lei</surname>
<given-names>Banyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2089449/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Deng</surname>
<given-names>Qiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1776110/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Cooperative Innovation Center of Unconventional Oil and Gas, Yangtze University (Ministry of Education &#x0026; Hubei Province)</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Carbon Hydrogen Epoch Technology Co., Ltd.</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Drilling and Production Engineering for Oil and Gas</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>School of Petroleum Engineering, Yangtze University:National Engineering Research Center for Oil &#x0026; Gas Drilling and Completion Technology</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Geoscience, Yangtze University</institution>, <addr-line>Wuhan</addr-line>, <addr-line>Hubei</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/1787840/overview">Zhilin Cheng</ext-link>, Xi&#x2019;an Shiyou University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1924621/overview">Fengtao Qu</ext-link>, China University of Petroleum, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2044489/overview">Ming Zhong</ext-link>, China University of Geosciences, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jiajia Hu, <email>hujiajia_yangtze@163.com</email>; Qiao Deng, <email>dengqiao2008@163.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geochemistry, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1063042</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Yan, Hu, Fang, Xia, Lei and Deng.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yan, Hu, Fang, Xia, Lei and Deng</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>The current status and development prospects of CCUS-EOR technology development are sorted out from the perspective of ecological development. A good foundation is laid to promote the world low-carbon development pattern and the development of CCUS-EOR technology in oil-rich, low-permeability reservoirs. By analyzing the differences between China and the United States regarding the technology level, application scale, and production effect, the development gaps between different countries in terms of CO<sub>2</sub> burial for enhanced oil and gas recovery are derived. In response to these gaps, recommendations for responsive technology research and supporting infrastructure construction are proposed, which are of reference significance for advancing the development of large-scale CCUS technology for all of humanity.</p>
</abstract>
<kwd-group>
<kwd>oil and gas industry</kwd>
<kwd>ecological development</kwd>
<kwd>CO<sub>2</sub> flooding</kwd>
<kwd>EOR</kwd>
<kwd>CCUS</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Global climate change is gradually affecting normal human activities, and reducing greenhouse gas emissions has become an international consensus to address climate change (<xref ref-type="bibr" rid="B14">ROCCO et al., 2018</xref>; <xref ref-type="bibr" rid="B12">PARTANI et al., 2022</xref>). The shares of coal, oil, and natural gas in China&#x2019;s energy consumption in 2019 are 57.7%, 18.9%, and 8.1%, respectively (<xref ref-type="bibr" rid="B6">LIAO and MING, 2019</xref>). In September 2020, the Chinese government pledged that China&#x2019;s CO<sub>2</sub> emissions will strive to peak by 2030 and achieve carbon neutrality by 2060. CCUS will be the only technology option to achieve near-zero emissions from this part of fossil energy (<xref ref-type="bibr" rid="B9">LIU et al., 2021</xref>).</p>
<p>According to IEA estimates, CCUS can contribute 15%&#x2013;20% of the net zero emissions of CO<sub>2</sub> (<xref ref-type="bibr" rid="B10">OU et al., 2021</xref>). According to the China Petroleum Institute of Economic and Technological Research forecast, more than 85% of coal and gas power will be equipped with CCUS by 2050 (<xref ref-type="bibr" rid="B4">GUPTA et al., 2021</xref>). Cai Bofeng et al. (<xref ref-type="bibr" rid="B3">Cai et al., 2021</xref>) calculated that, under the current technology development, the amount of CO<sub>2</sub> emission reduction needed to achieve the goal of carbon neutrality by 2050 and 2060 through CCUS technology is 6 &#xd7; 10<sup>8</sup> to 14 &#xd7; 10<sup>8</sup>t and 10 &#xd7; 10<sup>8</sup> to 18 &#xd7; 10<sup>8</sup> t, respectively (<xref ref-type="bibr" rid="B8">LIU et al., 2022</xref>). The conditions required for hydrocarbon and CO<sub>2</sub> accumulation are very close, and the technology can not only improve oil recovery to achieve ecological development of the oil and gas industry but also achieve CO<sub>2</sub> emission reduction.</p>
</sec>
<sec id="s2">
<title>2 Ecological CCUS-EOR</title>
<p>Ecological development stems from a reflection on the environmental and ecological damage caused by modern technologies. In engineering design, it is essential to consider the ecological, social, and site-specific impacts of the technologies used, to put ecological factors at the forefront from the point of view of the whole life cycle of materials, and to carry out all work with the Earth at the center (<xref ref-type="bibr" rid="B5">LI et al., 2022</xref>). The ecological development of the oil and gas industry means that we can significantly reduce the total CO<sub>2</sub> emissions from the oil and gas industry through ecological development. At this stage, we cannot achieve the ecological effect of the oil and gas industry without the CCUS-EOR technology (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>CCUS-EOR technology roadmap.</p>
</caption>
<graphic xlink:href="feart-10-1063042-g001.tif"/>
</fig>
<p>Compared to conventional EOR technology, CCUS-EOR technology not only provides an effective way to store and utilize CO2 but also offers a more attractive increase in recovery rate compared to EOR technology. When the ecological costs are included in the calculation, CCUS-EOR technology will be less expensive than EOR technology and more widely welcomed.</p>
<p>The CCUS-EOR technology, as a CCUS utilization for the ecological development aspect of the oil and gas industry, promotes the flow of carbon materials in the oil and gas industrial process. By establishing a multifaceted and continuous resource cycle process through recycling, the carbon-containing waste from the previous production process is used as a production material in the next stage to serve the next phase of production activities (<xref ref-type="bibr" rid="B16">WANG et al., 2019</xref>). That is, by capturing CO<sub>2</sub> and injecting it into the reservoir. CO<sub>2</sub> enters the reservoir and reduces the viscosity of crude oil, improves the flow ratio of crude oil to water, expands the volume of crude oil, and extracts and vaporizes light hydrocarbons in crude oil. The oil is driven by mechanisms such as the mixing effect, molecular diffusion, reduction of interfacial tension, dissolved gas drive, and increased permeability to improve recovery. Alleviate environmental pollution at the same time, while it can make a large amount of CO<sub>2</sub> buried underground, potentially changing the relationship between the oil and gas industry and the natural environment and promoting the impact of the oil and gas industry on the ecology from degradation to regeneration.</p>
</sec>
<sec id="s3">
<title>3 Current status of CCUS-EOR technology development</title>
<p>Foreign CCUS-EOR projects are mainly carried out in the United States, Canada and other countries. Especially, the United States has a mature CCUS-EOR industrial system. The U.S. CCUS-EOR project started in the 1950s, carried out fundamental technology research in the 1960s and 1970s, expanded the scale of industrial trials in the 1970s and 1990s, matured the technology package, and entered the commercialization and promotion stage after the 1980s. Since the 1980s, the scale of industrial application of CCUS-EOR technology in the United States has expanded rapidly. The project has achieved excellent application results, taking the CCUS-EOR project in the Kelly-Snyder field SACROC block in the Permian Basin of the United States as an example: the reservoir permeability of the block is 1 &#xd7; 10<sup>&#x2212;3</sup>&#x2013;30 &#xd7; 10<sup>&#x2212;3</sup>&#xa0;&#x3bc;m (<xref ref-type="bibr" rid="B14">ROCCO et al., 2018</xref>), geological reserves of about 4.1 &#xd7; 10<sup>8</sup> t, and in 1998 The oil production declined to 40 &#xd7; 10<sup>4</sup> t in 1998, the CO<sub>2</sub> mixed-phase drive project was implemented in 2002, and the oil production exceeded 150 &#xd7; 10<sup>4</sup> t in 2005, and the production has been stable for 16&#xa0;years until 2020, with a cumulative oil increase of 2,456 &#xd7; 10<sup>4</sup> t and a cumulative injection of CO<sub>2</sub> 3.9 &#xd7; 10<sup>8</sup> t, which is expected to improve the recovery rate by more than 26 percentage points (<xref ref-type="bibr" rid="B7">LIN and TAN, 2021</xref>).</p>
<p>China&#x2019;s CCUS-EOR research started early, and oil companies and related institutions started to explore CO<sub>2</sub> oil drive technology as early as the 1960s. Still, industrialization lagged due to gas source, mechanism understanding, equipment, and other problems. Since the 21st century, the state and oil companies have set up CCUS-EOR primary scientific and technological research and demonstration projects, which have extensively promoted the breakthrough of critical technologies and the success of minefield tests (<xref ref-type="bibr" rid="B2">ADU et al., 2019</xref>). China Petroleum &#x26; Chemical Corporation Limited has conducted several field trials in Jiangsu, Shengli, and East China oilfields; CO<sub>2</sub> oil drive projects have been implemented to cover geological reserves of 2,512 &#xd7; 10<sup>4</sup> t, with a cumulative oil increase of 25.58 &#xd7; 10<sup>4</sup> t. Among them, the CO<sub>2</sub> near-mixed phase drive pilot test in High 89-1 block of Shengli oilfield, with a cumulative CO<sub>2</sub> injection of 31 &#xd7; 10<sup>4</sup> t and a cumulative oil increase of 8.6 &#xd7; 10<sup>4</sup> t as of August 2021. It is predicted to improve the recovery rate by 17.2 percentage points. Yanchang Oilfield is also actively exploring CCUS-EOR technology and has made positive progress in integrated technology research and development and entire process low-cost commercialization engineering demonstration, and has built an annual processing capacity of 15 &#xd7; 10<sup>4</sup> t in Jingbian and Wuqi pilot areas. A CCUS demonstration project with an annual processing capacity of 15 &#xd7; 10<sup>4</sup> t has been built in Jingbian and Wuqi pilot areas, injecting 21.6 &#xd7; 10<sup>4</sup> t of CO<sub>2</sub>.</p>
</sec>
<sec id="s4">
<title>4 CCUS-EOR ecological future</title>
<p>Although there is a contradiction between oil production and low-carbon development, it can be achieved by constructing an ecological development concept with technological progress and scientific innovation. In terms of social benefits, annual buried CO<sub>2</sub> of 3,000 &#xd7; 10<sup>4</sup> t can absorb the carbon emissions of more than ten extensive refining and chemical enterprises (<xref ref-type="bibr" rid="B20">Zhao et al., 2021</xref>). Based on the goal of achieving carbon neutrality by 2060, the current high carbon emission infrastructure has a useful life of fewer than 40&#xa0;years. By addressing a portion of CO<sub>2</sub> emissions from coal power, cement and steel industries through the CCUS-EOR industry, we can avoid the early shutdown of newly invested infrastructure and wasted investment and enhance the cost-effectiveness of the carbon neutrality process.</p>
<p>In terms of economic benefits, CO<sub>2</sub> drive is one of the main technologies to replenish reservoir formation energy and improve crude oil recovery effectively. According to the 2020 evaluation results of the China Petroleum Exploration and Development Research Institute, the geological reserves of low-permeability reservoirs suitable for CO<sub>2</sub> drive to improve recovery in some oil fields of China are 67.3 &#xd7; 10<sup>8</sup> t, which are expected to improve recovery by 16.5 percentage points on average and add 11.1 &#xd7; 10<sup>8</sup> t of recoverable reserves, and can effectively bury CO<sub>2</sub> 29.5 &#xd7; 10<sup>8</sup> t in the drive phase (<xref ref-type="bibr" rid="B15">TANG et al., 2016</xref>).</p>
<p>According to the preliminary evaluation of the CO<sub>2</sub> geological storage potential of the main oil and gas reservoirs in the major oil and gas basins in China, the CO<sub>2</sub> storage potential of reservoirs exceeds 140 &#xd7; 10<sup>8</sup> t. Among them, the CO<sub>2</sub> burial potential in the main oil areas of Songliao, Ordos, Bohai Bay and Junggar basins is high, and they are the key areas for implementing CCUS-EOR. The theoretical CO<sub>2</sub> burial potential in the deep saline layer of major basins in China is even larger, reaching more than 6 &#xd7; 10<sup>12</sup> t. In addition, promoting the development of new CCUS-EOR industries on a large scale can also provide many employment opportunities for society.</p>
</sec>
<sec id="s5">
<title>5 Prospects and challenges of CCUS-EOR technology development</title>
<p>Compared with foreign countries, the main problem facing CO<sub>2</sub> capture in China is the high capture cost and challenges of the large-scale capture of low-concentration CO<sub>2</sub> (<xref ref-type="bibr" rid="B11">PARK et al., 2021</xref>). Low-concentration chemical amine capture CO<sub>2</sub> technology has been commercialized in foreign countries for more than 5&#xa0;years at the megaton level. However, China is still in the demonstration operation stage, and steam consumption is more than 40% more than abroad (<xref ref-type="bibr" rid="B13">Qin et al., 2020</xref>). In terms of large-scale integrated process optimization, foreign countries have already realized commercialized process packages for million-ton carbon capture. In contrast, China still has no commercialized standard process package to offer. Foreign governments have integrated heat recovery of composite amine liquid purification technology, while China only has partial process technology integration. Foreign countries have a complete adaptation of the device transformation optimization and solutions. China is still in the initial stage of research (<xref ref-type="bibr" rid="B21">Zou et al., 2021</xref>).</p>
<p>At this stage, China and North America CCUS-EOR need to be further improved in terms of technology level, application scale and production effect (<xref ref-type="table" rid="T1">Table 1</xref>). The current CO<sub>2</sub> oil recovery enhancement range is 10%&#x2013;25%, and the CO<sub>2</sub> burial rate is about 60%&#x2013;70%. Under the current technical conditions, more than 50% of the geological reserves of crude oil remain in the subsurface at the end of the oil drive life cycle. Therefore, we need more in-depth research on the mechanism of multiphase seepage in CO<sub>2</sub>-driven porous media, characterization techniques of gas drive dominant channels in strongly inhomogeneous reservoirs, rational good networks and development laws, and expansion of wave volume (<xref ref-type="bibr" rid="B19">ZHANG et al., 2013</xref>). The CO<sub>2</sub> burial mechanism and main control factors of different injection methods and different geological bodies have been clarified, and the contribution degree and characterization methods of CO<sub>2</sub> burial mechanisms such as &#x201c;volume replacement, dissolution retention and mineralization reaction&#x201d; of reservoir geological bodies have been determined, the evaluation methods of CO<sub>2</sub> safe burial potential of natural gas reservoirs, saline water reservoirs and coal-bed methane reservoirs have been established, and the technique of CO<sub>2</sub> concentration, soil concentration, and mineralization reaction have been developed. CO<sub>2</sub> concentration, soil carbon flux, stable isotopes, and other integrated methods to monitor the CO<sub>2</sub> leakage burial safety monitoring technology system (<xref ref-type="bibr" rid="B18">ZHANG et al., 2015</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Comparison of Chinese and US CO<sub>2</sub> oil drive technologies (<xref ref-type="bibr" rid="B17">Xiang et al</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Projects</th>
<th align="left">The U.S.</th>
<th align="left">China</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Geological conditions</td>
<td align="left">Main marine sedimentary reservoirs; relative homogeneous physical properties</td>
<td align="left">Onshore sedimentary reservoirs with strong inhomogeneity and thin reservoirs</td>
</tr>
<tr>
<td align="left">Mixed phase</td>
<td align="left">Low mixed-phase pressure, 90% of mixed-phase drive can be achieved</td>
<td align="left">High mixed-phase pressure, the small difference between formation pressure and mixed-phase pressure</td>
</tr>
<tr>
<td align="left">Seepage mechanism</td>
<td align="left">more mature conventional seepage mechanism theory and experimental methods; much studied multi-phase cross-scale seepage theory; less experiments</td>
<td align="left">Breakthroughs in the study of CO<sub>2</sub> drive phase state, and the core replacement experimental method is relatively complete; less research on multiphase seepage theory and simulation in porous media</td>
</tr>
<tr>
<td align="left">Reservoir Description</td>
<td align="left">Large oil layer thickness; good continuity, no attention to small layer subdivision contrast and dominant channel portrayal</td>
<td align="left">Thin oil layer; small scale of sand spreading; the formation is based on single sand level reservoir fine description technology, the boundary and delineation of CO<sub>2</sub> drive dominant channel is to be clarified</td>
</tr>
<tr>
<td align="left">Annual production</td>
<td align="left">1,550 &#xd7; 10<sup>4</sup> t</td>
<td align="left">20 &#xd7; 10<sup>4</sup> t</td>
</tr>
<tr>
<td align="left">Cost</td>
<td align="left">15&#x2013;30 USD/t</td>
<td align="left">47&#x2013;55 USD/t</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>CCUS-EOR technology is one of the effective means to reduce carbon emissions and one of the fundamental ways to utilize CO<sub>2</sub>. From the perspective of ecological development, China and the United States, as essential components in driving the world toward carbon neutrality, both countries have good potential in CCUS-EOR technology, and the combination of CO<sub>2</sub> drive and buried reservoirs is also a significant trend for future development. By sorting out the current status and development prospects of CCUS-EOR technology development. To establish a new direction for the development of dual carbon in the world and also for the large reservoirs of low permeability in China, where the traditional water drive is inadequate, the oil and gas production enhancement scheme based on CCUS-EOR technology is proposed. The international development pattern regarding large-scale oil-driven burial and intelligent monitoring technologies is also dissected. In this way, we present the research of responsive technologies and the construction of supporting infrastructure, which to some extent, promote the large-scale use of CCUS technology for all humankind (<xref ref-type="bibr" rid="B1">ABUOV et al., 2022</xref>).</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Author contributions</title>
<p>All authors conceived and designed the study. Write the first draft, LY, and QD; Writing review and editing, JH, and QF; Format modification, BL, XX.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>Supported by the Open Foundation of Cooperative Innovation Center of Unconventional Oil and Gas, Yangtze University (Ministry of Education &#x0026; Hubei Province), No. UOG2022-03; Supported by Open Fund of Hubei Key Laboratory of Drilling and Production Engineering for Oil and Gas (Yangtze University), No. YQZC202206; Supported by the Key Program of Hubei Provincial Department of Education, No. D20221303; Supported by the Natural Science Foundation of Hubei Province, No. ZRMS2022000846.</p>
</sec>
<sec id="s9">
<title>Conflict of interest</title>
<p>Author QD and LY were employed by Carbon Hydrogen Epoch Technology Co. Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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