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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">1475316</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1475316</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hydrocarbon charge history of deeply buried clastic reservoirs in the Bozi area of the Kuqa Depression, western China: implications for deep and ultra-deep petroleum exploration</article-title>
<alt-title alt-title-type="left-running-head">Yang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1475316">10.3389/feart.2024.1475316</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Peng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2808273/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Yaya</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Keyu</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="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Shunyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Xinzhuo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Jianliang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Deep Oil and Gas</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Geosciences</institution>, <institution>China University of Petroleum (East China)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Research Institute of Exploration and Development</institution>, <institution>PetroChina Changqing Oilfield Company</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratory for Marine Mineral Resources</institution>, <institution>Laoshan Laboratory</institution>, <addr-line>Qingdao</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/2092772/overview">Leibo Bian</ext-link>, Aarhus University, Denmark</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/1388323/overview">Zhenzhu Zhou</ext-link>, Shandong University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1399781/overview">Ahmed E. Radwan</ext-link>, Jagiellonian University, Poland</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Keyu Liu, <email>liukeyu@upc.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1475316</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yang, Song, Liu, Wang, Wei and Liu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yang, Song, Liu, Wang, Wei 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>Significant progress has recently been made in deep and ultra-deep oil and gas exploration globally, demonstrating enormous exploration potential of the deep and ultra-deep strata. However, the accumulation and preservation pattern of deep and ultra-deep oil and gas remains poorly understood, greatly impeding further petroleum exploration and development in the deep and ultra-deep strata. By taking the Bozi deep and ultra-deep condensate gas reservoirs in the Kuqa Depression, western China as an example, we attempt to reconstruct the hydrocarbon charge history in such deep reservoirs via an integrated investigation involving quantitative grain fluorescence, fluid inclusion petrography and microthermometry, micro-fluorescence spectroscopy, laser Raman spectroscopy, PVT<italic>x</italic> modelling, and basin modelling. The results show that: (1) The Bozi deep and ultra-deep reservoirs contain one group of gas inclusion assemblage, and two groups of oil inclusion assemblages, with one being characterized by near yellowish-whitish and blue-whitish diphasic or triphasic oil inclusions, and the other being featured by bright blue diphasic oil inclusions; (2) The first oil charge occurred during the Early Neogene (6.5&#x2013;5.5 Ma), and the second oil charge occurred during the Late Neogene (4.4&#x2013;3.5 Ma), under normal hydrostatic pressure or slightly weak overpressure; and (3) The gas charge occurred during the Pleistocene (&#x223c;1.6 Ma), with a corresponding reservoir pressure coefficient of approximately 1.7, transforming the reservoir fluid phase state from black oil or volatile oil to condensate gas. Our findings highlight that aside from the present burial depth, a favorable burial history model is crucial for the preservation of liquid hydrocarbons in deep and ultra-deep reservoirs. The occurrence of liquid hydrocarbons in the Bozi deep and ultra-deep condensate gas reservoirs with depths over 7,000 m is benefited from a prolonged period (&#x3e;100 Ma) of shallow burial and a late-stage (since 10 Ma) rapid subsidence.</p>
</abstract>
<kwd-group>
<kwd>hydrocarbon charge history</kwd>
<kwd>fluid inclusion</kwd>
<kwd>deep and ultra-deep strata</kwd>
<kwd>Bozi condensate gas field</kwd>
<kwd>Kuqa Depression</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Georeservoirs</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Deep strata commonly refer to the strata with a burial depth of 4,500&#x2013;6,000 m, while the strata with a depth exceeding 6,000 m are defined as ultra-deep strata (<xref ref-type="bibr" rid="B10">Dyman et al., 2002</xref>; <xref ref-type="bibr" rid="B9">Dutton and Loucks, 2010</xref>). Significant progress has been made in global deep and ultra-deep oil and gas exploration in recent years. For example, condensate gas pools were discovered in the subsea Jurassic sandstone reservoirs of the Elgin and Franklin oil fields at depths of 5,100&#x2013;5,600 m in the North Sea Basin (<xref ref-type="bibr" rid="B19">Lasocki et al., 1999</xref>). Light oil was discovered in the Ordovician carbonate reservoirs with depths of more than 7,000 m in the Shunbei Oilfield of the Shuntuoguole Low Uplift in the Tarim Basin (<xref ref-type="bibr" rid="B45">Yang et al., 2021</xref>). The Luntan-1 well in the Tarim Basin recovered light oil from the Lower Cambrian Wusonggeer Formation dolomite reservoirs with a depth of 8,203&#x2013;8,260 m (<xref ref-type="bibr" rid="B44">Yang et al., 2020</xref>). These discoveries show that the deep and ultra-deep strata have significant exploration potential and that hydrocarbons can be well preserved under high temperature and high pressure (HTHP) conditions.</p>
<p>The Kelasu Thrust Belt is located in the northern part of the Kuqa Depression in the Tarim Basin, with an exploration area of 5,500 km<sup>2</sup> (<xref ref-type="bibr" rid="B15">Jia et al., 2000</xref>). It is characterized by thick Triassic and Jurassic mudstone source rocks, excellent Cretaceous sandstone reservoir rocks, and Paleogene gypsum salt cap rocks, forming a complete &#x201c;source-reservoir-cap&#x201d; assemblage (<xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). Since the breakthrough of the Keshen-2 well in the eastern part of the Kelasu Thrust Belt in 2008, a series of large gas fields, such as the Keshen, Dabei and Bozi accumulations, have been discovered through a decade-long exploration (<xref ref-type="bibr" rid="B50">Zou et al., 2006</xref>; <xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>). The discovery of the Bozi-9 (BZ9) well in 2020 marks the birth of another ultra-deep and large-scale condensate gas reservoir in the Kelasu Thrust Belt (<xref ref-type="bibr" rid="B38">Tian et al., 2020</xref>). The high-yield gas flow obtained from the BZ9 well also confirms the enormous exploration potential of the ultra-deep domain in the Kelasu Thrust Belt. To date, tremendous efforts have been made to understand the tectonic evolution (<xref ref-type="bibr" rid="B41">Wang et al., 2024b</xref>), fracture characterization and stress analysis (<xref ref-type="bibr" rid="B43">Xu et al., 2022</xref>; <xref ref-type="bibr" rid="B35">Tang et al., 2024</xref>), diagenetic history and reservoir quality (<xref ref-type="bibr" rid="B46">Zeng et al., 2020</xref>; <xref ref-type="bibr" rid="B18">Lai et al., 2023</xref>) of the Bozi deep and ultra-deep condensate gas reservoirs. However, considering the complicated petroleum geology conditions in the deep and ultra-deep strata, including multiple sets of source rocks with high maturity (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>; <xref ref-type="bibr" rid="B40">Wang et al., 2024a</xref>), and multi-episodic tectonism (<xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>; <xref ref-type="bibr" rid="B41">Wang et al., 2024b</xref>), the charge and preservation pattern of oil and gas accumulations in the Bozi deep and ultra-deep condensate gas reservoirs remains poorly understood (<xref ref-type="bibr" rid="B38">Tian et al., 2020</xref>). This greatly impedes further petroleum exploration and development in this area.</p>
<p>Hydrocarbon-bearing fluid inclusions are small aliquots of hydrocarbons entrapped in rock-forming minerals, such as quartz, feldspar, and calcite (<xref ref-type="bibr" rid="B11">Goldstein and Reynolds, 1994</xref>; <xref ref-type="bibr" rid="B27">Munz, 2001</xref>), and record the essential information on the temperature, pressure and compositions of hydrocarbons emplaced in reservoirs or during the entrapment of fluid inclusions (<xref ref-type="bibr" rid="B1">Aplin et al., 2000</xref>; <xref ref-type="bibr" rid="B36">Thi&#xe9;ry et al., 2000</xref>) and the timing of hydrocarbon migration and accumulation (<xref ref-type="bibr" rid="B17">Karlsen et al., 1993</xref>; <xref ref-type="bibr" rid="B3">Bhullar et al., 1999</xref>). Detailed hydrocarbon-bearing fluid inclusion analysis could contribute to reveal the unknown of charge and preservation pattern of oil and gas accumulations in deep and ultra-deep strata (<xref ref-type="bibr" rid="B39">Volk and George, 2019</xref>). In this study, the hydrocarbon charge history of the Bozi condensate gas reservoirs was investigated through basin modelling in combination with a suite of analyses including quantitative grain fluorescence (QGF) and QGF on extracts (QGF-E), and fluid inclusion petrography and microthermometry, micro-fluorescence spectroscopy, laser Raman spectroscopy, and PVT<italic>x</italic> modelling. The aims of this study are to (1) delineate the timing of hydrocarbon charge events, (2) reconstruct the hydrocarbon charge history of the Bozi condensate gas reservoirs, and (3) elucidate the pattern of oil and gas preservation in the deep and ultra-deep clastic reservoirs.</p>
</sec>
<sec id="s2">
<title>2 Geological setting</title>
<p>The Kuqa Depression is a Mesozoic to Cenozoic foreland depression situated in the northern margin of the Tarim Basin, with an estimated area of approximately 3.7 &#xd7; 10<sup>4</sup> km<sup>2</sup> (<xref ref-type="fig" rid="F1">Figure 1A</xref>), and is one of the deepest and most significant petroleum exploration areas in China (<xref ref-type="bibr" rid="B15">Jia et al., 2000</xref>). It has experienced three stages of tectonic movement: a peripheral foreland basin stage (Late Permian to Middle Triassic), an extensional rift basin stage (Late Triassic to Middle Jurassic) and a rejuvenated foreland basin stage (since the Neogene) (<xref ref-type="bibr" rid="B12">Graham et al., 1993</xref>; <xref ref-type="bibr" rid="B15">Jia et al., 2000</xref>). Since the Miocene, the Kuqa Depression has formed a series of large-scale thrust fold belts from north to south and fault-related folds under strong compression. It can be divided into three thrust belts (Kelasu, Yiqikelike, and Qiulitage), three sags (Wushi, Baicheng, and Yangxia), one monocline belt (northern), and one slope belt (southern) (<xref ref-type="bibr" rid="B20">Liang et al., 2003</xref>; <xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). The dominant source rocks in the Kuqa Depression consist of the Triassic-Jurassic coal bearing formations, including the Upper Triassic Huangshanjie (T<sub>3</sub>
<italic>h</italic>) and Taliqike (T<sub>3</sub>
<italic>t</italic>) formations, the Lower Jurassic Yangxia Formation (J<sub>1</sub>
<italic>y</italic>), and the Middle Jurassic Kezilenuer (J<sub>2</sub>
<italic>k</italic>) and Qiakemake (J<sub>2</sub>
<italic>q</italic>) formations (<xref ref-type="bibr" rid="B40">Wang et al., 2024a</xref>). The Paleogene Kumugeliemu Group (E<sub>1-2</sub>
<italic>km</italic>) and Suweiyi Formation, and the Neogene Jidike Formation thick-layer gypsum salt rock (<xref ref-type="fig" rid="F2">Figure 2</xref>), gypsum mudstone, and mudstone act as the regional cap rocks in the Kuqa depression. The reservoirs are mainly developed in the Jurassic, Cretaceous, Paleogene, and Neogene clastic strata.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Structural unit division of the Kuqa Depression in the Tarim Basin and location of the study area. Inset shows the geographic location of the Tarim Basin, west China. <bold>(B)</bold> Regional map of the Bozi area showing hydrocarbon distribution in the Bozi sandstone reservoirs (modified form <xref ref-type="bibr" rid="B16">Jiang et al., 2024</xref>) and sampled wells for QGF, QGF-E, fluid inclusion, and basin modelling analyses. The blue solid line AA&#x2019; shows the location of the cross-section profile presented in <bold>(C)</bold>. <bold>(C)</bold> Stratigraphic and structural cross section along AA&#x2019;, showing the &#x201c;source - reservoir-cap rock&#x201d; assemblage in the Bozi area (modified from <xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). </p>
</caption>
<graphic xlink:href="feart-12-1475316-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Generalized chart showing stratigraphic column, major unconformities, key seismic reflection surfaces (T<sub>x</sub>
<sup>y</sup>), and petroleum system elements of the Kuche Depression (modified from <xref ref-type="bibr" rid="B21">Lin et al., 2012</xref>).</p>
</caption>
<graphic xlink:href="feart-12-1475316-g002.tif"/>
</fig>
<p>The Kelasu Thrust Belt is located in the northern part of the Kuqa Depression, with an exploration area of 5,500 km<sup>2</sup> (<xref ref-type="fig" rid="F1">Figure 1A</xref>), and is the first row of thrust belts adjacent to the Southern Tianshan Orogenic Belt (<xref ref-type="bibr" rid="B15">Jia et al., 2000</xref>). Based on the difference in its salt thickness and fault characteristics, the Kelasu Thrust Belt can be subdivided into five trap concentration zones from west to east, i.e., Awate, Bozi, Dabei, Keshen, and Kela sections (<xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). The Bozi condensate gas field is located in the western part of the Kelasu Thrust Belt (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The Lower Cretaceous Bashijiqike (K<sub>1</sub>
<italic>bs</italic>) and Baxigai (K<sub>1</sub>
<italic>b</italic>) formations sandstone and the overlying Kumugeliemu Group (E<sub>1-2</sub>km) gypsum salt rock constitute a complete reservoir-cap assemblage (<xref ref-type="fig" rid="F1">Figure 1C</xref>). Geochemical evidence shows that the oil in the Bozi area mainly originated from the source rocks of the Middle Jurassic Qiakemake Formation, and the natural gas was dominantly derived from the Jurassic coal or coaly shale (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>; <xref ref-type="bibr" rid="B38">Tian et al., 2020</xref>). In 2020, the newly discovered BZ9 condensate gas pool had a gas bearing area of 41 km<sup>2</sup>, with predicted geological reserves of 1,153 &#xd7; 10<sup>8</sup> m<sup>3</sup> of natural gas, and 2,166 &#xd7; 10<sup>4</sup> t of condensate oil (<xref ref-type="bibr" rid="B38">Tian et al., 2020</xref>).</p>
</sec>
<sec id="s3">
<title>3 Samples and methods</title>
<sec id="s3-1">
<title>3.1 Core sample information</title>
<p>A total of 55 core samples in the Bashijiqike (K<sub>1</sub>
<italic>bs</italic>) and Baixigai (K<sub>1</sub>
<italic>b</italic>) formations were collected from the BZ9, Bozi-102 (BZ102) and Bozi-301 (BZ301) wells (<xref ref-type="fig" rid="F1">Figure 1B</xref>), with burial depths ranging from 5,836.30 to 7,795.50 m.</p>
</sec>
<sec id="s3-2">
<title>3.2 Quantitative grain fluorescence (QGF) and quantitative grain fluorescence on extract (QGF-E)</title>
<p>Quantitative grain fluorescence (QGF) and quantitative grain fluorescence on extract (QGF-E) can realize the rapid delineation of palaeo-oil zones and current residual oil zones in petroleum reservoirs by detecting the fluorescence attributes of reservoir grains and their extracts after a robust pre-cleaning procedure (<xref ref-type="bibr" rid="B23">Liu and Eadington, 2005</xref>). For the purpose of QGF and QGF-E measurement, a Varian Cary-Eclipse fluorescence spectrophotometer from Agilent Technologies was used, which is fitted with a customized sampling stage that allows multiple aliquots to be analyzed automatically.</p>
</sec>
<sec id="s3-3">
<title>3.3 Fluid inclusion petrography and microthermometry, and micro-fluorescence spectroscopy</title>
<p>The core samples were prepared as doubly polished wafers with 80&#x2013;100 &#x3bc;m in thickness for fluid inclusion analysis. Petrographic observation of fluid inclusions was conducted using a Zeiss Axio Imager A2m microscope. In order to avoid human interference in fluorescence color recognition, fluorescence spectral characteristics of oil inclusions (OIs) and crude oil samples were measured using a Horiba iHR320 imaging spectrometer by coupling with a Zeiss Axio Imager A2m microscope with a UV light source unit. Fluid inclusion microthermometry was conducted using a Linkam THMSG600 heating-freezing stage combined with the cycling technique proposed by <xref ref-type="bibr" rid="B11">Goldstein and Reynolds (1994)</xref>. The measurement precision is &#xb1;1&#xb0;C for the homogenization temperature (<italic>T</italic>
<sub>h</sub>) and &#xb1;0.1&#xb0;C for the final ice melting temperature (<italic>T</italic>
<sub>m</sub>), respectively. The heating-freezing stage was calibrated using synthetic CO<sub>2</sub>-H<sub>2</sub>O inclusion (<italic>T</italic>
<sub>m</sub> &#x3d; &#x2212;56.6&#xb0;C) and pure H<sub>2</sub>O aqueous inclusion (<italic>T</italic>
<sub>m</sub> &#x3d; 0&#xb0;C) at low temperature. The NaCl-equivalent salinities of aqueous fluid inclusions were calculated based on an equation proposed by <xref ref-type="bibr" rid="B4">Bodnar (1993)</xref>.</p>
</sec>
<sec id="s3-4">
<title>3.4 Confocal laser scanning microscopy (CLSM)</title>
<p>Vapor volume fractions (<italic>&#x3c6;</italic>
<sub>vap</sub>) of oil inclusions at 20&#xb0;C were measured using a Zeiss LSM 5 Pascal confocal laser scanning microscopy (CLSM) after three-dimensional volumetric reconstruction. The CLSM delivers a stack of focused, two-dimensional (<italic>x&#x2013;y</italic>) fluorescence image slices down through the inclusion (<italic>z</italic> series). The bright fluorescence of oil within the inclusions with the excitation of 488 nm argon laser light (25 mW), can effectively distinguish it from non-fluorescent gas in the inclusion and the host mineral. Zeiss 3D for LSM image processing software was applied to assist construction of three-dimensional images and volume calculation of oil inclusions.</p>
</sec>
<sec id="s3-5">
<title>3.5 Laser Raman spectroscopy</title>
<p>A LabRAM HR Evolution spectrometer (Horiba Jobin Yvon) equipped with 600 and 1800 g mm<sup>&#x2013;1</sup> grating was utilized to analyze the compositions of monophasic gas inclusions and diphasic aqueous fluid inclusions. The confocal aperture and slit aperture were set to 1,000 &#x3bc;m and 200 &#x3bc;m, respectively. The excitation wavelength was &#x223c;532 nm (air-cooled, frequency doubled Nd:YAG) with an output power of 300 mW. Before each measurement, the spectrometer was calibrated with the 520.7 cm<sup>&#x2013;1</sup> Raman peak for silicon. During experiments, the Raman spectra were collected from 100 to 4,000 cm<sup>&#x2013;1</sup> for 20 s with 10 accumulations. Considering the dominance of CH<sub>4</sub> in the vapor phase of the investigated fluid inclusions, the wavenumber of the stretching vibration band of CH<sub>4</sub> was used to determine the internal pressure of both the monophasic gas inclusions and the vapor bubble of the diphasic aqueous fluid inclusions at room temperature (<xref ref-type="bibr" rid="B24">Lu et al., 2007</xref>) after calibration by simultaneously collected Neon lamp signal.</p>
</sec>
<sec id="s3-6">
<title>3.6 PVT<italic>x</italic> modelling</title>
<p>The trapping temperature (<italic>T</italic>
<sub>t</sub>) and pressure (<italic>P</italic>
<sub>t</sub>) of coexisting petroleum and aqueous inclusions were determined by the double isochore technique (<xref ref-type="bibr" rid="B31">Pironon, 2021</xref>). Following the procedure proposed by <xref ref-type="bibr" rid="B1">Aplin et al. (2000)</xref>, petroleum inclusions were modelled using PVTsim (Calsep, Inc.) software based on the Soave-Redilich-Kwong equation with Peneloux volume correction (<xref ref-type="bibr" rid="B29">P&#xe9;neloux et al., 1982</xref>). The present hydrocarbon compositions in the Tarim Basin were selected as the initial compositions for oil inclusion PVT modelling, which have not been affected by biodegradation, and an iterative analysis was adopted until the calculated vapor volume fraction of an inclusion is consistent with that measured from CLSM at 20&#xb0;C (<xref ref-type="bibr" rid="B1">Aplin et al., 2000</xref>; <xref ref-type="bibr" rid="B28">Munz et al., 2004</xref>). The phase envelope and isochore of the petroleum inclusion were then reconstructed.</p>
<p>For monophasic gas inclusions, the <italic>P</italic>
<sub>t</sub> can be calculated by combining the internal pressure of the monophasic gas inclusion and the <italic>T</italic>
<sub>t</sub> (equal to the <italic>T</italic>
<sub>h</sub> of coeval aqueous fluid inclusion in the case of heterogeneous trapping) and equation of state (EOS) for pure CH<sub>4</sub> (<xref ref-type="bibr" rid="B8">Duan et al., 1992</xref>). For diphasic aqueous fluid inclusions, combined with the internal pressure of the vapor bubble of the diphasic aqueous fluid inclusions at room temperature, salinity and <italic>T</italic>
<sub>h</sub> results and EOS for pure CH<sub>4</sub> (<xref ref-type="bibr" rid="B8">Duan et al., 1992</xref>) and CH<sub>4</sub>&#x2013;NaCl&#x2013;H<sub>2</sub>O (<xref ref-type="bibr" rid="B7">Duan and Mao, 2006</xref>), the homogenization pressure can be calculated following an iterative approach proposed by <xref ref-type="bibr" rid="B2">Becker et al. (2010)</xref>. Due to the tiny size of the aqueous fluid inclusions or low CH<sub>4</sub> concentration in the aqueous fluid inclusions, however, the stretching vibration band of CH<sub>4</sub> cannot be detected in most of the aqueous fluid inclusions investigated in the present study. In this case, we assumed the aqueous fluid inclusions as a NaCl-H<sub>2</sub>O system and reconstructed the corresponding isochores using the model proposed by <xref ref-type="bibr" rid="B34">Steele-MacInnis et al. (2012)</xref>.</p>
</sec>
<sec id="s3-7">
<title>3.7 Basin modelling</title>
<p>One dimensional (1D) basin modeling was applied to reconstruct the thermal and burial histories of the BZ9, BZ102 and BZ301 wells using PetroMod 1D software. The input parameters were mainly composed of stratigraphy, burial depth, thickness, lithology, age and erosion. The denudation thicknesses at different tectonic stages in the Bozi area were estimated based on <xref ref-type="bibr" rid="B22">Liu et al. (2018)</xref>. The boundary conditions were paleo water depth (PWD), sediment water interface temperature (SWIT) and heat flow (HF). The paleo-heat flows were determined according to <xref ref-type="bibr" rid="B25">Lu et al. (2014)</xref> and <xref ref-type="bibr" rid="B32">Qiu et al. (2015)</xref>. The thermal history was calibrated using the present-day measured formation (borehole) temperature data.</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>4 Results</title>
<sec id="s4-1">
<title>4.1 QGF and QGF-E</title>
<p>The QGF index values obtained at the depths of 7,676.05&#x2013;7,795.50 m in the BZ9 well range from 3.7 to 11.6, while the QGF-E intensities range from 7.0 to 19.5 photometer counts, with spectral peaks in the range of 356&#x2013;367 nm (<xref ref-type="fig" rid="F3">Figure 3</xref>). The QGF index values obtained at the depths of 6,758.80&#x2013;6,866.70 m in the BZ102 well span from 0.4 to 12.9, while the QGF-E intensities are in the range of 6.9&#x2013;24.4 photometer counts with spectral peaks ranging between 357 and 370 nm (<xref ref-type="fig" rid="F4">Figure 4</xref>). The QGF index values obtained at the depths of 5,836.30&#x2013;5,930.90 m in the BZ301 well range from 3.4 to 12.3 (<xref ref-type="fig" rid="F5">Figure 5</xref>), which are comparable with that for the BZ9 and BZ102 wells, while the QGF-E intensities fall in the range of 8.1&#x2013;99.7 photometer counts, with spectral peaks occurring in the ranges of 368&#x2013;383 nm and 451&#x2013;460 nm, respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Quantitative fluorescence profile and spectra of K<sub>1</sub>bs reservoir sandstone samples from the BZ9 well, Kuqa Depression.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Quantitative fluorescence profile and spectra of K<sub>1</sub>bs reservoir sandstone samples from the BZ102 well, Kuqa Depression.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Quantitative fluorescence profile and spectra of K<sub>1</sub>bs and K<sub>1</sub>b reservoir sandstone samples from the BZ301 well, Kuqa Depression.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g005.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Fluid inclusion petrography</title>
<p>Oil inclusions assemblages (OIAs) in the three wells occur mainly in healed micro-fractures within detrital quartz grains (<xref ref-type="fig" rid="F6">Figures 6A, B</xref>). They are commonly colorless or yellowish under plane-polarized light. Under the UV illumination they show near yellowish-whitish, blue-whitish and bright blue fluorescence colors (<xref ref-type="fig" rid="F6">Figures 6C, D</xref>). OIAs are composed predominantly of diphasic (L<sub>oil</sub>-V) and triphasic (S<sub>bit</sub>-L<sub>oil</sub>-V) oil inclusions with bitumen component occurring along inclusion walls. Oil inclusions primarily have elliptic, elongated or irregular shapes with diameters of 5&#x2013;10 &#x3bc;m. Two groups of OIAs were recognized based on fluorescence color and bitumen content. The first group (Group I OIAs) are characterized by near yellowish-white and blue-white fluorescing, diphasic (L<sub>oil</sub>-V) or triphasic (S<sub>bit</sub>-L<sub>oil</sub>-V) oil inclusions (<xref ref-type="fig" rid="F6">Figures 6E, F</xref>), with vapor volume fractions (<italic>&#x3c6;</italic>
<sub>vap</sub>) ranging from 2.3% to 7.5% (<xref ref-type="fig" rid="F7">Figure 7</xref>). The second group (Group II OIAs) are typical of bright blue fluorescing, diphasic (L<sub>oil</sub>-V) oil inclusions (<xref ref-type="fig" rid="F6">Figures 6G, H</xref>), with <italic>&#x3c6;</italic>
<sub>vap</sub> in the range of 8.2%&#x2013;11.6% (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Paired photomicrographs of fluid inclusions under plain transmitted light and ultraviolet illumination from core samples in the Bozi sandstone reservoirs. <bold>(A, B)</bold> Near yellowish-whitish fluorescing Group I OIAs occurring along fracture trails, BZ9, K<sub>1</sub>bs, 7,677.20 m; <bold>(C&#x2013;D)</bold> Near yellowish-whitish fluorescing Group I OIAs occurring along fracture trails, BZ102, K<sub>1</sub>bs, 6,861.50 m; <bold>(E&#x2013;F)</bold> Near blue-whitish fluorescing, diphasic or triphasic Group I OIAs, BZ301, K<sub>1</sub>b, 5,884.80 m; <bold>(G&#x2013;H)</bold> Near bright blue fluorescing, diphasic Group II OIAs, BZ102, K<sub>1</sub>bs, 6,770.70 m; <bold>(I)</bold> Monophasic gas inclusions occurring mainly in micro-fractures within detrital quartz grains, BZ301, K<sub>1</sub>b, 5,930.90 m.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Vapor volume fraction (<italic>&#x3c6;</italic>
<sub>vap</sub>) (20&#xb0;C) and scanning confocal microscopic images of oil inclusions of different OIAs in the Bozi sandstone reservoirs.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g007.tif"/>
</fig>
<p>Gas inclusion assemblages (GIAs) were also observed in some core samples, occurring mainly in micro-fractures within detrital quartz grains. The GIAs are composed of monophasic gas inclusions with the absence of bitumen component (<xref ref-type="fig" rid="F6">Figure 6I</xref>). Gas inclusions have elongated or irregular shape with 3&#x2013;5 &#x3bc;m length, and are commonly opaque to semitransparent under plane-polarized light. The gaseous components in the gas inclusions are composed of CH<sub>4</sub> and subordinately CO<sub>2</sub> (<xref ref-type="fig" rid="F8">Figure 8</xref>), with a measured CH<sub>4</sub> Raman spectra shift being approximately 2,910.31 cm<sup>&#x2013;1</sup>.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Laser Raman spectra of typical gas inclusions in the Bozi sandstone reservoirs (BZ301, K1b, 5,930.90 m), showing the dominance of CH4 in the gas inclusions <bold>(A)</bold> and calibration by simultaneously collected Neon lamp signal <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g008.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>4.3 Micro-fluorescence spectroscopy</title>
<p>The micro-fluorescence spectral characteristics of oil inclusions are shown in <xref ref-type="fig" rid="F9">Figure 9</xref> and <xref ref-type="table" rid="T1">Table 1</xref>. The wavelength of the maximum intensity (<italic>&#x3bb;</italic>
<sub>max</sub>) of the fluorescence spectra and the ratio of the fluorescence spectral intensity at 650 nm over that at 500 nm (<italic>Q</italic>
<sub>650/500</sub>) for Group I OIAs are in the range of 538&#x2013;552 nm and 0.61&#x2013;1.37 (average: 0.86), respectively. The <italic>&#x3bb;</italic>
<sub>max</sub> and <italic>Q</italic>
<sub>650/500</sub> values for Group II OIAs fall in the range of 523&#x2013;532 nm and 0.23&#x2013;0.72 (average: 0.46), respectively. Three condensate samples collected from the Kuqa Depression have <italic>&#x3bb;</italic>
<sub>max</sub> and <italic>Q</italic>
<sub>650/500</sub> values in the range of 504&#x2013;511 nm and 0.19&#x2013;0.27 (average: 0.22), respectively.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Cross plot of fluorescence spectral parameters of oil inclusions in the Bozi sandstone reservoirs and condensate oil samples in the Kuqa Depression.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g009.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Summary of microthermometric and fluorescence spectral characteristics of fluid inclusions investigated in the Bozi sandstone reservoirs.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Well</th>
<th rowspan="2" align="center">Fluid inclusion type</th>
<th colspan="2" align="center">Fluorescence spectral parameters</th>
<th rowspan="2" align="center">
<italic>T</italic>
<sub>h</sub> of oil inclusions (&#xb0;C) (<italic>N</italic>)</th>
<th colspan="3" align="center">Microthermometric data of coeval aqueous fluid inclusions</th>
</tr>
<tr>
<th align="center">
<italic>&#x3bb;</italic>
<sub>max</sub> (nm)</th>
<th align="center">
<italic>Q</italic>
<sub>650/500</sub>
</th>
<th align="center">
<italic>T</italic>
<sub>h</sub> (&#xb0;C) (<italic>N</italic>)</th>
<th align="center">
<italic>T</italic>
<sub>m</sub> (&#xb0;C) (<italic>N</italic>)</th>
<th align="center">Salinity (wt%) (ave)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">BZ9</td>
<td align="center">Group I OIAs</td>
<td align="center">537.91&#x223c;542.29</td>
<td align="center">0.75&#x223c;0.96</td>
<td align="center">48.6&#x223c;62.8 (5)</td>
<td align="center">104.2&#x223c;106.5 (2)</td>
<td align="center">&#x2212;8.2&#x223c;-7.9 (2)</td>
<td align="center">11.58&#x223c;11.93 (11.75)</td>
</tr>
<tr>
<td align="center">Group II OIAs</td>
<td align="center">523.38&#x223c;531.40</td>
<td align="center">0.23&#x223c;0.72</td>
<td align="center">16.3&#x223c;78.5 (14)</td>
<td align="center">114.3&#x223c;146.2 (8)</td>
<td align="center">&#x2212;10.5&#x223c;-9.8 (5)</td>
<td align="center">13.72&#x223c;14.46 (14.10)</td>
</tr>
<tr>
<td rowspan="2" align="center">BZ102</td>
<td align="center">Group I OIAs</td>
<td align="center">538.17&#x223c;552.05</td>
<td align="center">0.61&#x223c;1.37</td>
<td align="center">47.6&#x223c;66.1 (5)</td>
<td align="center">86.1&#x223c;101.8 (5)</td>
<td align="center">&#x2212;8.2&#x223c;-7.2 (3)</td>
<td align="center">10.73&#x223c;11.93 (11.49)</td>
</tr>
<tr>
<td align="center">Group II OIAs</td>
<td align="center">526.74&#x223c;531.40</td>
<td align="center">0.29&#x223c;0.64</td>
<td align="center">39.6&#x223c;88.5 (28)</td>
<td align="center">98.7&#x223c;130.4 (10)</td>
<td align="center">&#x2212;10.7&#x223c;-9.8 (6)</td>
<td align="center">13.72&#x223c;14.67 (14.30)</td>
</tr>
<tr>
<td rowspan="3" align="center">BZ301</td>
<td align="center">Group I OIAs</td>
<td align="center">538.46&#x223c;543.02</td>
<td align="center">0.61&#x223c;1.27</td>
<td align="center">41.6&#x223c;64.2 (4)</td>
<td align="center">nd</td>
<td align="center">nd</td>
<td align="center">nd</td>
</tr>
<tr>
<td align="center">Group II OIAs</td>
<td align="center">526.48&#x223c;531.66</td>
<td align="center">0.44&#x223c;0.56</td>
<td align="center">43.8&#x223c;96.5 (17)</td>
<td align="center">107.2&#x223c;115.8 (3)</td>
<td align="center">&#x2212;10.6&#x223c;-10.5 (2)</td>
<td align="center">14.46&#x223c;14.57 (14.51)</td>
</tr>
<tr>
<td align="center">GIAs</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="center">131.6&#x223c;139.3 (5)</td>
<td align="center">&#x2212;12.5&#x223c;-11.4 (3)</td>
<td align="center">15.37&#x223c;16.43 (15.79)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviation: ave &#x3d; average; nd &#x3d; not determined.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4-4">
<title>4.4 Fluid inclusion microthermometry</title>
<p>A total of 107 fluid inclusions investigated were selected for microthermometric measurements (<xref ref-type="fig" rid="F10">Figure 10</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). Detailed microthermometric results for the three wells are summarized as follows:</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Histograms of fluid inclusion homogenization temperature (<italic>T</italic>
<sub>h</sub>) in the Bozi sandstone reservoirs for the BZ9 <bold>(A)</bold>, BZ102 <bold>(B)</bold> and BZ301 <bold>(C)</bold> wells. Insets show cross plots of homogenization temperature (<italic>T</italic>
<sub>h</sub>) versus final ice melting temperature (<italic>T</italic>
<sub>m</sub>) of coeval aqueous fluid inclusions.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g010.tif"/>
</fig>
<p>In the BZ9 core samples, a total of 19 oil inclusions and 10 coeval aqueous fluid inclusions were measured for microthermometry (<xref ref-type="fig" rid="F10">Figure 10A</xref>). The <italic>T</italic>
<sub>h</sub> values of Group I oil inclusions vary from 48.6&#xb0;C to 62.8&#xb0;C, while the coeval aqueous fluid inclusions have <italic>T</italic>
<sub>h</sub> values of 104.2&#xba;C&#x2013;106.5&#xb0;C. The corresponding <italic>T</italic>
<sub>m</sub> values for the aqueous inclusions are in the range from &#x2212;8.2&#xb0;C to &#x2212;7.9&#xb0;C, with calculated NaCl-equivalent salinities of 15.6&#x2013;11.9 wt% (average: 11.8 wt%). Group II oil inclusions have <italic>T</italic>
<sub>h</sub> values ranging from 16.3&#xb0;C to 78.5&#xb0;C, while the coeval aqueous fluid inclusions have <italic>T</italic>
<sub>h</sub> values in the range of 114.3&#xba;C&#x2013;146.2&#xb0;C. The corresponding <italic>T</italic>
<sub>m</sub> values for the aqueous inclusions are in the range from &#x2212;10.5&#xb0;C to &#x2212;9.8&#xb0;C, with calculated NaCl-equivalent salinity in the range of 13.7&#x2013;14.5 wt% (average: 14.1 wt%).</p>
<p>In the BZ102 core samples, a total of 33 oil inclusions and 15 coeval aqueous fluid inclusions were measured for microthermometry (<xref ref-type="fig" rid="F10">Figure 10B</xref>). Group I oil inclusions have <italic>T</italic>
<sub>h</sub> values ranging from 47.6&#xb0;C to 66.1&#xb0;C, while the coeval aqueous fluid inclusions have <italic>T</italic>
<sub>h</sub> values in the range of 86.8&#xba;C&#x2013;101.8&#xb0;C. The corresponding <italic>T</italic>
<sub>m</sub> values vary from &#x2212;8.2&#xb0;C to &#x2212;7.2&#xb0;C, with calculated NaCl-equivalent salinities of 10.7&#x2013;11.9 wt% (average: 11.5 wt%). For Group II OIAs, the oil inclusions have <italic>T</italic>
<sub>h</sub> values ranging from 39.6&#xb0;C to 88.5&#xb0;C, while the coeval aqueous fluid inclusions have <italic>T</italic>
<sub>h</sub> values varying between 98.7&#xb0;C and 130.4&#xb0;C. The corresponding Tm values range between &#x2212;10.7&#xb0;C and &#x2212;9.8&#xb0;C, with calculated NaCl-equivalent salinities in the range of 13.7&#x2013;14.7 wt% (average: 14.3 wt%).</p>
<p>In the BZ301 core samples, a total of 21 oil inclusions and 8 aqueous fluid inclusions were measured for microthermometry (<xref ref-type="fig" rid="F10">Figure 10C</xref>). Group I oil inclusions have <italic>T</italic>
<sub>h</sub> values ranging from 41.6&#xb0;C to 64.2&#xb0;C, but no microthermometric measurement on the coeval aqueous inclusions was obtained. The bright blue fluorescing Group II oil inclusions have <italic>T</italic>
<sub>h</sub> values ranging from 43.8&#xb0;C to 96.5&#xb0;C, while the <italic>T</italic>
<sub>h</sub> values of coeval aqueous fluid inclusions fall in the range of 107.2&#xba;C&#x2013;115.8&#xb0;C. The corresponding <italic>T</italic>
<sub>m</sub> values vary from &#x2212;10.6&#xb0;C to &#x2212;10.5&#xb0;C, with calculated NaCl-equivalent salinities in the range of 14.5&#x2013;14.6 wt% (average: 14.5 wt%). For the GIAs, the coeval aqueous fluid inclusions have <italic>T</italic>
<sub>h</sub> values of 131.6&#xba;C&#x2013;138.3&#xb0;C. The corresponding <italic>T</italic>
<sub>m</sub> values vary from &#x2212;12.5&#xb0;C to &#x2212;11.4&#xb0;C, with calculated NaCl-equivalent salinities in the range of 15.4&#x2013;16.4 wt% (average: 15.8 wt%).</p>
</sec>
<sec id="s4-5">
<title>4.5 Basin modelling</title>
<p>The key input parameters for 1D basin modelling of the BZ9, BZ102 and BZ301 wells are shown in <xref ref-type="table" rid="T2">Table 2</xref>. Based on the 1D basin modelling results, taking the BZ102 well as an example (<xref ref-type="fig" rid="F11">Figure 11</xref>), it can be seen that from the Late Cretaceous to the Early Paleogene, the strata in the Bozi area underwent a prolonged period of slow subsidence. Since the Late Paleogene, the sedimentation rate of strata has accelerated greatly, especially during the Miocene, and the formation temperature of strata has also increased significantly with depth. There were two important uplifting and denudation events in the study area, one occurred in the Late Cretaceous to Early Eocene (96&#x2013;65 Ma), resulting in an estimated erosion thickness of 1,100&#x2013;1,300 m, and the other occurred in the Late Pliocene (3.0&#x2013;1.8 Ma), causing an estimated erosion thickness of 300&#x2013;500 m.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Key input parameters for 1D basin modelling of the BZ9, BZ102 and BZ301 wells.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="3" align="center">Strata</th>
<th rowspan="2" align="center">Depo.from (Ma)</th>
<th rowspan="2" align="center">Depo.to (Ma)</th>
<th rowspan="2" align="center">Eroded from (Ma)</th>
<th rowspan="2" align="center">Eroded from (Ma)</th>
<th rowspan="2" align="center">Lithology</th>
<th colspan="3" align="center">BZ9</th>
<th colspan="3" align="center">BZ102</th>
<th colspan="3" align="center">BZ301</th>
</tr>
<tr>
<th align="center">System</th>
<th align="center">Formation (group)</th>
<th align="center">Strata code</th>
<th align="center">Top (m)</th>
<th align="center">Base (m)</th>
<th align="center">Eroded (m)</th>
<th align="center">Top (m)</th>
<th align="center">Base (m)</th>
<th align="center">Eroded (m)</th>
<th align="center">Top (m)</th>
<th align="center">Base (m)</th>
<th align="center">Eroded (m)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Quaternary</td>
<td align="center">Xiyu</td>
<td align="center">Q<sub>1</sub>
</td>
<td align="center">1.8</td>
<td align="center">0</td>
<td align="left"/>
<td align="left"/>
<td align="center">Conglomerate</td>
<td align="center">0</td>
<td align="center">1,281</td>
<td align="left"/>
<td align="center">0</td>
<td align="center">1844</td>
<td align="left"/>
<td align="center">0</td>
<td align="center">420</td>
<td align="left"/>
</tr>
<tr>
<td rowspan="3" align="center">Neogene</td>
<td align="center">Kuqa</td>
<td align="center">N<sub>2</sub>
<italic>k</italic>
</td>
<td align="center">5.3</td>
<td align="center">3</td>
<td align="center">3</td>
<td align="center">1.8</td>
<td align="center">Sandstone</td>
<td align="center">1,281</td>
<td align="center">3,906</td>
<td align="center">400</td>
<td align="center">1844</td>
<td align="center">3,736</td>
<td align="center">300</td>
<td align="center">420</td>
<td align="center">2,326</td>
<td align="center">500</td>
</tr>
<tr>
<td align="center">Kangcun</td>
<td align="center">N<sub>1-2</sub>
<italic>k</italic>
</td>
<td align="center">12</td>
<td align="center">5.2</td>
<td align="left"/>
<td align="left"/>
<td align="center">Sandstone</td>
<td align="center">3,906</td>
<td align="center">4,825</td>
<td align="left"/>
<td align="center">3,736</td>
<td align="center">5,126</td>
<td align="left"/>
<td align="center">2,326</td>
<td align="center">3,818</td>
<td align="left"/>
</tr>
<tr>
<td align="center">Jidike</td>
<td align="center">N<sub>1</sub>
<italic>j</italic>
</td>
<td align="center">23.3</td>
<td align="center">12</td>
<td align="left"/>
<td align="left"/>
<td align="center">Sandstone</td>
<td align="center">4,825</td>
<td align="center">5,737</td>
<td align="left"/>
<td align="center">5,126</td>
<td align="center">6,020</td>
<td align="left"/>
<td align="center">3,818</td>
<td align="center">4,683</td>
<td align="left"/>
</tr>
<tr>
<td rowspan="6" align="center">Paleogene</td>
<td align="center">Suweiyi</td>
<td align="center">E<sub>2-3</sub>
<italic>s</italic>
</td>
<td align="center">34</td>
<td align="center">23.3</td>
<td align="left"/>
<td align="left"/>
<td align="center">Siltstone</td>
<td align="center">5,737</td>
<td align="center">5,943</td>
<td align="left"/>
<td align="center">6,020</td>
<td align="center">6,358</td>
<td align="left"/>
<td align="center">4,683</td>
<td align="center">5,038</td>
<td align="left"/>
</tr>
<tr>
<td rowspan="5" align="center">Kumugelie-mu</td>
<td align="center">E<sub>1-2</sub>
<italic>km</italic>
<sup>1</sup>
</td>
<td align="center">42</td>
<td align="center">34</td>
<td align="left"/>
<td align="left"/>
<td align="center">Shale</td>
<td align="center">5,943</td>
<td align="center">6,099</td>
<td align="left"/>
<td align="center">6,358</td>
<td align="center">6,450</td>
<td align="left"/>
<td align="center">5,038</td>
<td align="center">5,200</td>
<td align="left"/>
</tr>
<tr>
<td align="center">E<sub>1-2</sub>
<italic>km</italic>
<sup>2</sup>
</td>
<td align="center">49</td>
<td align="center">42</td>
<td align="left"/>
<td align="left"/>
<td align="center">Salt</td>
<td align="center">6,099</td>
<td align="center">6,727</td>
<td align="left"/>
<td align="center">6,450</td>
<td align="center">6,712</td>
<td align="left"/>
<td align="center">5,200</td>
<td align="center">5,270</td>
<td align="left"/>
</tr>
<tr>
<td align="center">E<sub>1-2</sub>
<italic>km</italic>
<sup>3</sup>
</td>
<td align="center">60</td>
<td align="center">49</td>
<td align="left"/>
<td align="left"/>
<td align="center">Shale</td>
<td align="center">6,727</td>
<td align="center">7,518</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="center">5,270</td>
<td align="center">5,662</td>
<td align="left"/>
</tr>
<tr>
<td align="center">E<sub>1-2</sub>
<italic>km</italic>
<sup>4</sup>
</td>
<td align="center">64</td>
<td align="center">60</td>
<td align="left"/>
<td align="left"/>
<td align="center">Gypsum</td>
<td align="center">7,518</td>
<td align="center">7,635</td>
<td align="left"/>
<td align="center">6,712</td>
<td align="center">6,737</td>
<td align="left"/>
<td align="center">5,662</td>
<td align="center">5,790</td>
<td align="left"/>
</tr>
<tr>
<td align="center">E<sub>1-2</sub>
<italic>km</italic>
<sup>5</sup>
</td>
<td align="center">65</td>
<td align="center">64</td>
<td align="left"/>
<td align="left"/>
<td align="center">Shale</td>
<td align="center">7,635</td>
<td align="center">7,664</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="center">5,790</td>
<td align="center">5,834</td>
<td align="left"/>
</tr>
<tr>
<td align="center">Cretaceous</td>
<td align="center">Bashijiqike</td>
<td align="center">K<sub>1</sub>
<italic>bs</italic>
</td>
<td align="center">112</td>
<td align="center">96</td>
<td align="center">96</td>
<td align="center">65</td>
<td align="center">Sandstone</td>
<td align="center">7,664</td>
<td align="center">7,880</td>
<td align="center">1,300</td>
<td align="center">6,737</td>
<td align="center">6,926</td>
<td align="center">1,250</td>
<td align="center">5,834</td>
<td align="center">5,859</td>
<td align="center">1,100</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>
<bold>(A)</bold> Burial and thermal evolution history diagram of the BZ102 well; <bold>(B)</bold> Thermal history calibration of the BZ102 well based on measured formation temperature data.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g011.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>5 Discussion</title>
<sec id="s5-1">
<title>5.1 Fluid inclusion PVT<italic>x</italic> modelling and timing of hydrocarbon charge</title>
<p>The <italic>T</italic>
<sub>h</sub>&#x2212;<italic>&#x3c6;</italic>
<sub>vap</sub> relationship shows that the modelled oils in Group I oil inclusions consist mainly of black oil or volatile oil, whilst those in Group II oil inclusions are primarily composed predominantly of volatile oil (<xref ref-type="fig" rid="F12">Figure 12</xref>). The <italic>T</italic>
<sub>t</sub> and <italic>P</italic>
<sub>t</sub> of Group I OIAs in the BZ9 well are 128.5&#xb0;C and 58.3 MPa, and those of Group II OIAs are 141.1&#xb0;C and 65.0 MPa (<xref ref-type="fig" rid="F13">Figure 13A</xref>; <xref ref-type="table" rid="T3">Table 3</xref>). The <italic>T</italic>
<sub>t</sub> and <italic>P</italic>
<sub>t</sub> of Group I and II OIAs in the BZ102 well are 105.6&#xb0;C and 47.9 MPa and 121.9&#xb0;C and 58.8 MPa, respectively (<xref ref-type="fig" rid="F13">Figure 13B</xref>). The <italic>T</italic>
<sub>t</sub> and <italic>P</italic>
<sub>t</sub> of Group II OIAs in the BZ301 well are 131.7&#xb0;C and 61.3 MPa (<xref ref-type="fig" rid="F13">Figure 13C</xref>). Based on the wavenumber of the stretching vibration band of CH<sub>4</sub> (<xref ref-type="fig" rid="F8">Figure 8</xref>), the internal pressure of the monophasic gas inclusions is 49.2 MPa at room temperature, and the calculated <italic>P</italic>
<sub>t</sub> of GIAs in the BZ301 well is 93.0 MPa at 139.1&#xb0;C (<xref ref-type="fig" rid="F13">Figure 13C</xref>).</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Cross plot of homogenization temperature (<italic>T</italic>
<sub>h</sub>) versus vapor volume fraction (<italic>&#x3c6;</italic>
<sub>vap</sub>) (20&#xb0;C) of oil inclusions in the Bozi sandstone reservoirs. Reference curves with different petroleum compositions are derived from <xref ref-type="bibr" rid="B5">Bourdet et al. (2008)</xref>.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g012.tif"/>
</fig>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>Pressure-temperature evolution path in the BZ9 <bold>(A)</bold>, BZ102 <bold>(B)</bold> and BZ301 <bold>(C)</bold> sandstone reservoirs. Also shown are calculated isochores after PVT reconstruction of oil and aqueous fluid inclusions, hydrostatic and lithostatic pressure evolution curves with time.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g013.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Summary of fluid inclusion PVT<italic>x</italic> modelling results in the Bozi sandstone reservoirs.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Well</th>
<th rowspan="2" align="center">Fluid inclusion type</th>
<th rowspan="2" align="center">
<italic>T</italic>
<sub>h</sub> (&#xb0;C)</th>
<th colspan="3" align="center">Coeval aqueous fluid inclusions</th>
<th rowspan="2" align="center">
<italic>T</italic>
<sub>t</sub> (&#xb0;C)</th>
<th rowspan="2" align="center">
<italic>P</italic>
<sub>t</sub> (MPa)</th>
</tr>
<tr>
<th align="center">
<italic>T</italic>
<sub>h</sub> (&#xb0;C)</th>
<th align="center">
<italic>T</italic>
<sub>m</sub> (&#xb0;C)</th>
<th align="center">Salinity (wt%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="center">BZ9</td>
<td align="center">Group I OIAs</td>
<td align="center">48.6</td>
<td align="center">104.2</td>
<td align="center">&#x2212;7.9</td>
<td align="center">11.6</td>
<td align="center">128.5</td>
<td align="center">58.3</td>
</tr>
<tr>
<td align="center">Group II OIAs</td>
<td align="center">43.5</td>
<td align="center">114.3</td>
<td align="center">&#x2212;10.0</td>
<td align="center">13.9</td>
<td align="center">141.1</td>
<td align="center">65.0</td>
</tr>
<tr>
<td rowspan="2" align="center">BZ102</td>
<td align="center">Group I OIAs</td>
<td align="center">47.6</td>
<td align="center">86.1</td>
<td align="center">&#x2212;8.2</td>
<td align="center">11.9</td>
<td align="center">105.6</td>
<td align="center">47.9</td>
</tr>
<tr>
<td align="center">Group II OIAs</td>
<td align="center">39.6</td>
<td align="center">98.7</td>
<td align="center">&#x2212;9.8</td>
<td align="center">13.7</td>
<td align="center">121.9</td>
<td align="center">58.8</td>
</tr>
<tr>
<td rowspan="2" align="center">BZ301</td>
<td align="center">Group II OIAs</td>
<td align="center">43.8</td>
<td align="center">107.2</td>
<td align="center">&#x2212;10.6</td>
<td align="center">14.6</td>
<td align="center">131.7</td>
<td align="center">61.3</td>
</tr>
<tr>
<td align="center">GIAs</td>
<td align="center">nd</td>
<td align="center">139.1</td>
<td align="center">&#x2212;12.5</td>
<td align="center">16.4</td>
<td align="center">139.1</td>
<td align="center">93.0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abbreviation: nd &#x3d; not determined.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Fluorescence color has been commonly used as a thermal maturity indicator for oil trapped in inclusions (<xref ref-type="bibr" rid="B13">Guilhaumou et al., 1990</xref>; <xref ref-type="bibr" rid="B33">Stasiuk and Snowdon, 1997</xref>; <xref ref-type="bibr" rid="B39">Volk and George, 2019</xref>; <xref ref-type="bibr" rid="B30">Ping et al., 2020</xref>). With increasing maturity, fluorescence colors would change from yellow to blue (<xref ref-type="bibr" rid="B26">McLimans, 1987</xref>). The variations in fluorescence color and fluorescence spectral parameters of oil inclusions in our study indicate an obvious maturity difference of oils charged at these two stages. The near yellowish-white and blue-white fluorescing Group I OIAs represent a relatively &#x201c;low-maturity&#x201d; oil compared with that for the bright blue fluorescing Group II OIAs. By combining the fluid inclusion PVT modelling and 1D basin modelling results, the timing of hydrocarbon charge can be determined (<xref ref-type="fig" rid="F14">Figure 14</xref>). The first oil charge event, indicated by Group I OIAs, occurred during the Early Neogene (&#x223c;6.5 Ma) in the BZ9 well, while the second oil charge event, as evidenced by Group II OIAs, occurred during the Late Neogene (&#x223c;3.5 Ma) (<xref ref-type="fig" rid="F14">Figure 14A</xref>). In the BZ102 well, the first and second oil charge events occurred during the Early Neogene (&#x223c;5.5 Ma) and Late Neogene (&#x223c;3.0 Ma), respectively (<xref ref-type="fig" rid="F14">Figure 14B</xref>). In the BZ301 well, the timing of the first oil charge event cannot be determined, due to the lack of aqueous fluid inclusions coeval with Group I OIs, and the second oil charge event occurred during the Late Neogene (&#x223c;4.4 Ma) (<xref ref-type="fig" rid="F14">Figure 14C</xref>). The timing of gas charge event, as evidenced by GIAs in <xref ref-type="fig" rid="F6">Figure 6I</xref>, is approximately 1.6 Ma. It is worth noting that the reservoir pressure coefficients (ratio of oil inclusion trapping pressure to hydrostatic pressure) were in the range of 1.0&#x2013;1.3 during the first and second oil charge events (<xref ref-type="fig" rid="F13">Figure 13</xref>), equivalent to normal hydrostatic (formation) pressure or weak overpressure. However, the reservoir pressure reached 93 MPa during the gas charge event, with a calculated pressure coefficient of 1.7 in the BZ301 well (<xref ref-type="fig" rid="F13">Figure 13C</xref>).</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Plots showing the timing of hydrocarbon charge events in the BZ9 <bold>(A)</bold>, BZ102 <bold>(B)</bold> and BZ301 <bold>(C)</bold> wells. Grey solid line denotes the reservoir temperature evolution curves.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g014.tif"/>
</fig>
</sec>
<sec id="s5-2">
<title>5.2 Hydrocarbon charge history</title>
<p>During the Late Cretaceous to Early Neogene, the Bozi area experienced a period of stable subsidence (<xref ref-type="fig" rid="F11">Figure 11A</xref>), accompanied by local structural deformation and fault development. With the sedimentation of the Paleogene Kumugeliemu Group thick gypsum salt unit, a complete source-reservoir-cap rock assemblage and overburden strata were in place in the Bozi area (<xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). During the deposition of the Plicene Kangcun and Kuqa formations, the Bozi area underwent strong compression and structural deformation, causing plastic flow of the Paleogene gypsum salt unit and substantial variations in the thickness of the gypsum salt unit and the Kuqa Formation. Large-scale thrust faults developed simultaneously, even breaching through some thinner sections of the gypsum salt unit (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>). This rapid subsidence promoted the Middle Jurassic Qiakemake Formation source rocks to become mature and generate hydrocarbons. These hydrocarbons migrated upward along the thrust faults and charged into the Early Cretaceous traps to form oil pools. A total of two oil charge events have been recorded by OIAs, with the first characterized by near yellowish-white and blue-white fluorescing OIAs, while the second characterized by bright blue fluorescing OIAs (<xref ref-type="fig" rid="F6">Figure 6</xref>). In addition, abnormally high QGF index and QGF-E values were observed at 5,830&#x2013;5,850 m in the BZ301 well (<xref ref-type="fig" rid="F5">Figure 5</xref>), indicating the accumulation of paleo-oil or residual oil. It is hypothesized that oil was once charged into this sandstone interval with relatively good reservoir petrophysical properties, but the scale of the oil pool was relatively limited, with oil column height of only &#x223c;10 m. The first oil charge occurred during the Early Neogene (6.5&#x2013;5.5 Ma), while the second oil charge occurred during the Late Neogene (4.4&#x2013;3.5 Ma) (<xref ref-type="fig" rid="F14">Figure 14</xref>). At this time, the reservoir pressure coefficients were in the range of 1.0&#x2013;1.3 (<xref ref-type="fig" rid="F13">Figure 13</xref>), indicating the occurrence of a normal hydrostatic (formation) pressure or a weak overpressure in the reservoirs.</p>
<p>Since the Quaternary, large-scale thrust faults in the Bozi area continued to develop and gradually formed the current tectonic configuration (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>). This had caused the Jurassic coal or coaly shales to become mature rapidly, entering the stage of dry gas generation (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>; <xref ref-type="bibr" rid="B38">Tian et al., 2020</xref>). This gas charge event occurred during the Pleistocene (&#x223c;1.6 Ma) (<xref ref-type="fig" rid="F14">Figure 14</xref>), and was recorded by the GIAs, which are composed of CH<sub>4</sub> and subordinately CO<sub>2</sub> (<xref ref-type="fig" rid="F8">Figure 8</xref>). The dry gas migrated upward to the Cretaceous traps through faults, and altered the reservoir hydrocarbons via gas flushing, causing the hydrocarbon fluid phase state in the sandstone reservoirs changing from black oil or volatile oil to condensate gas (<xref ref-type="fig" rid="F15">Figure 15</xref>). This is also supported by the changes in fluorescence spectral parameters from oil inclusions to condensate oil samples (<xref ref-type="fig" rid="F9">Figure 9</xref>). The QGF-E spectra peaks in the range of 451&#x2013;460 nm are indicative of the presence of asphaltene in the reservoirs (<xref ref-type="bibr" rid="B23">Liu and Eadington, 2005</xref>), as QGF-E measures adsorbed hydrocarbons extracted from the reservoir grains (<xref ref-type="fig" rid="F5">Figure 5</xref>). This suggests the occurrence of gas-flushing-oil within the reservoirs, which may have caused the exsolution and precipitation of asphaltene from the reservoir oil (<xref ref-type="bibr" rid="B14">Hammami et al., 2000</xref>). In addition, the negative deviation of light n-alkanes in the crude oil away from the normal n-alkane profile for normal oil further supports the occurrence of gas flushing in the Kuqa Depression (<xref ref-type="bibr" rid="B48">Zhang et al., 2011</xref>). During rapid gas injection, the formation pressure reached 93 MPa with a calculated pressure coefficient of 1.7 in the BZ301 well. Due to the continuous tectonic compression, the formation pressure in the Bozi area continued to increase and eventually became the current ultra-high-pressure condensate gas reservoirs, with the present-day pressure coefficients in the range of 1.8&#x2013;2.0 (<xref ref-type="fig" rid="F13">Figure 13</xref>).</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Phase diagrams of reservoir fluids and oil inclusions, showing that reservoir hydrocarbons (HCs) changing from black oil or volatile oil into condensate gas via gas flushing.</p>
</caption>
<graphic xlink:href="feart-12-1475316-g015.tif"/>
</fig>
<p>It can thus be concluded that the presence of excellent sandstone reservoirs, abundant oil and gas sources, efficient cap rocks, and suitable fault activities promoted the formation of Bozi deep and ultra-deep condensate gas reservoirs.</p>
</sec>
<sec id="s5-3">
<title>5.3 Implications for deep and ultra-deep petroleum exploration</title>
<p>The burial evolution history in the Bozi area is characterized by a prolonged (&#x3e;100 Ma) shallow burial and a late-stage rapid subsidence (10 Ma-present) (<xref ref-type="fig" rid="F11">Figure 11</xref>). The strata experienced a prolonged period of slow subsidence during the Late Cretaceous to Early Paleogene, which is crucial for maintaining porosity in the sandstone reservoirs. Since the Late Paleogene, the subsidence rate has accelerated abruptly, with an incremental burial depth reaching 2000&#x2013;3,000 m over a short time span, and consequently a sharp increase of the formation temperature. This unique burial evolution history had promoted the maturation of source rocks and caused an intense hydrocarbon generation, migration, and accumulation (<xref ref-type="bibr" rid="B49">Zhu et al., 2015</xref>). In addition, the current geothermal gradient in the Bozi area is approximately 20&#xb0;C/km, and the formation temperature of the Cretaceous sandstone reservoirs is mostly less than 160&#xb0;C, lower than the threshold temperature for oil cracking (<xref ref-type="bibr" rid="B42">Waples, 2000</xref>; <xref ref-type="bibr" rid="B37">Tian et al., 2006</xref>). Under this circumstance, a large quantity of condensate gas can be well preserved. The unique burial history model in the Bozi area is primarily responsible for the stable preservation of liquid hydrocarbons (including condensate gas) in the ultra-deep reservoirs.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>Our study used QGF and QGF-E, fluid inclusion petrography and microthermometry, micro-fluorescence spectroscopy, laser Raman spectroscopy, PVT<italic>x</italic> modelling, and 1D basin modelling to investigate the hydrocarbon charge history of the deeply buried clastic reservoirs in the Bozi area of the Kuqa Depression, western China. The results show:<list list-type="simple">
<list-item>
<p>(1) The Bozi area experienced two oil charges at the Early Neogene (6.5&#x2013;5.5 Ma) and the Late Neogene (4.4&#x2013;3.5 Ma), and a gas charge in the Pleistocene (&#x223c;1.6 Ma). The oils were charged into the Bozi ultra-deep reservoirs under a normal hydrostatic (formation) pressure or weak overpressure, whereas the gas dominated by CH<sub>4</sub> was charged at an ultra-deep (&#x3e;6,000 m) depth under overpressure with a corresponding reservoir pressure coefficient of approximately 1.7.</p>
</list-item>
<list-item>
<p>(2) The unique burial-thermal evolution history model in the Bozi area shows that a prolonged shallow burial and a late-stage rapid subsidence, are crucial for liquid hydrocarbon preservation in the ultra-deep strata.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<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="s8">
<title>Author contributions</title>
<p>PY: Conceptualization, Data curation, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing. YS: Data curation, Formal Analysis, Investigation, Writing&#x2013;original draft. KL: Resources, Supervision, Writing&#x2013;review and editing. SW: Formal Analysis, Investigation, Visualization, Writing&#x2013;review and editing. XW: Formal Analysis, Visualization, Writing&#x2013;review and editing. JL: Formal Analysis, Visualization, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The research received the financial support provided by the National Natural Science Foundation of China (Grant Nos 92055204 and 41821002), the Shandong Provincial Natural Science Foundation (Grant No. ZR2023QD006), and the China Postdoctoral Science Foundation (Grant No. 2023M733876).</p>
</sec>
<ack>
<p>The authors gratefully appreciate editors and reviewers for their comments and helpful suggestions.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Author YS was employed by PetroChina Changqing Oilfield Company.</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="s11">
<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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