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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1637686</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Sedimentary processes controlling gas hydrate accumulation in the Shenhu area of the northern South China Sea</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Wenlin</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" corresp="yes">
<name>
<surname>Bai</surname>
<given-names>Chenyang</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Hongyuan</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>Xu</surname>
<given-names>Xiaolei</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>Key Laboratory of Polar Geology and Marine Mineral Resources (China University of Geosciences at Beijing), Ministry of Education</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Ocean Sciences, China University of Geosciences (Beijing)</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Hainan Institute, China University of Geosciences (Beijing)</institution>, <addr-line>Sanya</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Wei Zhang, Guangzhou Marine Geological Survey, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jiliang Wang, Chinese Academy of Sciences (CAS), China</p>
<p>Jinxiu Yang, China University of Petroleum (East China), China</p>
<p>Jinan Guan, Chinese Academy of Sciences (CAS), China</p>
<p>Jiapeng Jin, Qingdao National Laboratory for Marine Science and Technology, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Chenyang Bai, <email xlink:href="mailto:baicy@cugb.edu.cn">baicy@cugb.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1637686</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Chen, Bai, Xu and Xu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Chen, Bai, Xu and Xu</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>Gas hydrates, as an environmentally friendly energy resource, are primarily distributed in marine sediments, with the vast majority occurring in subseafloor fine-grained sediments. However, the formation mechanisms of gas hydrates within fine-grained sediments remain poorly constrained. In addition to the temperature and pressure conditions, variations in sedimentary layer properties resulting from distinct sedimentary processes critically control gas hydrate accumulation. Since the Quaternary, substantial environmental and sedimentary dynamic changes in the northern South China Sea have likely influenced gas hydrate enrichment. This paper investigates the variability of sedimentary processes and its implications for gas hydrate accumulation by integrating analyses of sediment grain-size parameters, clay mineral characteristics, biological data, and geochemical data. The results indicated that the gas hydrate reservoir in the study area was predominantly bearing in fine-grained turbidite sediments. In contrast, the overlying hydrate-free layer is primarily influenced by traction flow dynamics, specifically contour currents. The differences in the sedimentary processes are mainly governed by sea-level fluctuations and climate variations, which modulate the hydrodynamic intensity and sediment provenance. During periods of low sea level and colder climate conditions, gravity flows preferentially develop fine-grained turbidite deposits. Sediments form in such sedimentological and environmental conditions promote gas hydrate accumulation. Conversely, during periods of high sea level and warmer climate conditions, the enhanced contour current intensity and velocity are accompanied by increased illite/smectite mixed-layer content, whose complex internal structure and large specific surface area reduce sediment porosity and permeability, thereby inhibiting gas hydrate formation. These findings not only reveal the coupling between sedimentary processes and gas hydrate enrichment but also elucidate the underlying mechanisms driving this relationship. Moreover, they establish a link between paleoclimate conditions and gas hydrate enrichment by positioning sedimentary processes as an intermediary. This study contributes significantly to the understanding of gas hydrate accumulation theory and its environmental implications.</p>
</abstract>
<kwd-group>
<kwd>gas hydrates</kwd>
<kwd>sedimentary processes</kwd>
<kwd>sediment provenance</kwd>
<kwd>paleoenvironment</kwd>
<kwd>South China Sea</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
<counts>
<fig-count count="13"/>
<table-count count="0"/>
<equation-count count="4"/>
<ref-count count="90"/>
<page-count count="16"/>
<word-count count="7727"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Biogeochemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Gas hydrates are considered promising clean energy resources (<xref ref-type="bibr" rid="B63">Smith and Fritz, 1989</xref>; <xref ref-type="bibr" rid="B15">Collett, 2002</xref>; <xref ref-type="bibr" rid="B52">Pohlman et&#xa0;al., 2009</xref>). They are ice-like white crystalline solids formed from water and gas molecules under specific temperature and pressure conditions (<xref ref-type="bibr" rid="B33">Kvenvolden, 1993</xref>). Gas hydrates have a high energy efficiency and excellent potential for energy storage (<xref ref-type="bibr" rid="B8">Boswell and Collett, 2006</xref>; <xref ref-type="bibr" rid="B7">Boswell, 2009</xref>; <xref ref-type="bibr" rid="B35">Lei and Hu, 2023</xref>). They also significantly affect the environment, particularly due to their high climate sensitivity. Under global warming, they may release large amounts of methane into the oceans and atmosphere (<xref ref-type="bibr" rid="B17">Dickens, 2003</xref>; <xref ref-type="bibr" rid="B58">Ruppel and Kessler, 2017</xref>; <xref ref-type="bibr" rid="B18">Dyonisius et&#xa0;al., 2020</xref>). Owing to these characteristics, in recent years, increasing attention has been directed toward fundamental research on natural gas hydrates. Studies indicate that more than 90% of offshore gas hydrate resources are hosted in fine-grained sediments (<xref ref-type="bibr" rid="B8">Boswell and Collett, 2006</xref>; <xref ref-type="bibr" rid="B56">Ren et&#xa0;al., 2020</xref>). However, most existing theories on gas hydrate accumulation are derived based on sandy reservoirs, which provide clearer mechanisms for gas hydrate formation and enrichment in coarse-grained sediments (<xref ref-type="bibr" rid="B16">Colwell et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B7">Boswell, 2009</xref>; <xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B24">Heeschen et&#xa0;al., 2016</xref>). Furthermore, the accumulation patterns of gas hydrates in fine-grained sediments differ significantly from those in coarse-grained sediments, and the underlying mechanism remains poorly understood (<xref ref-type="bibr" rid="B36">Lei and Santamarina, 2018</xref>; <xref ref-type="bibr" rid="B56">Ren et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B3">Bai et&#xa0;al., 2022</xref>).</p>
<p>In recent years, global gas hydrate explorations and scientific ocean drilling programs, including those in the Nankai Trough, Ulleung Basin, and South China Sea (SCS), have identified various sedimentary processes associated with gas hydrate accumulation systems. These include turbidites (<xref ref-type="bibr" rid="B70">Torres et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B49">Noguchi et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B14">Chun et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lin et&#xa0;al., 2023</xref>), mass transport deposits (MTDs) (<xref ref-type="bibr" rid="B57">Riedel et&#xa0;al., 2012</xref>), contourites (<xref ref-type="bibr" rid="B25">Hustoft et&#xa0;al., 2009</xref>), and sediment waves (<xref ref-type="bibr" rid="B5">Bai et&#xa0;al., 2019</xref>).</p>
<p>Numerous studies have demonstrated that there is a strong correlation between turbidite deposition processes and the gas hydrate-bearing layer in both coarse and fine-grained sediments (<xref ref-type="bibr" rid="B70">Torres et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>). For example, studies of sandy gas hydrate reservoirs in the Nankai Trough indicate that turbidite sediments play a key role in gas hydrate accumulation within coarse-grained sediments (<xref ref-type="bibr" rid="B27">Ito et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B30">Kimura et&#xa0;al., 2019</xref>). Additionally, turbidite layers promote gas hydrate enrichment in fine-grained sediments, as observed on the northern continental slope of the SCS and the Ulleung Basin (<xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B38">2019</xref>; <xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B14">Chun et&#xa0;al., 2022</xref>). Complex sedimentary processes are interbedded within gas hydrate accumulation layers. Geophysical methods, particularly seismic facies interpretation of 2-D and 3-D seismic reflection data, have been commonly employed to identify various sedimentary processes (<xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B55">Rebesco et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B68">Stow and Faug&#xe8;res, 2008</xref>). Although seismic facies analysis is effective for identifying sedimentary processes at the macro-scale, its limited resolution hinders the detection of sedimentary process features on the micro-scale. Consequently, detailed analyses of the sedimentary process within gas hydrate reservoirs and adjacent non-gas hydrate layers remain insufficient. Furthermore, the coupling mechanisms between sedimentary processes and gas hydrate accumulation are not yet fully understood.</p>
<p>Fine-grained sediments on the continental slope of the northern SCS host highly saturated gas hydrates. The successful trial productions in 2017 and 2020 demonstrated the region&#x2019;s significant exploitation potential (<xref ref-type="bibr" rid="B39">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B81">Ye et&#xa0;al., 2020</xref>). Since the Quaternary, the northern SCS has experienced diverse sedimentary processes and complex environmental changes, which have likely influenced the gas hydrate enrichment (<xref ref-type="bibr" rid="B79">Xu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">Wang et&#xa0;al., 2020</xref>). Therefore, the northern SCS is an ideal natural laboratory for investigating the relationship between sedimentary processes and gas hydrate accumulation in fine-grained sediments. In this study, we focused on the Shenhu area, which was selected by the Guangzhou Marine Geological Survey (GMGS) as a key site for gas hydrate exploratory drilling expeditions conducted in 2015&#x2013;2016 (GMGS3 and GMGS4) (<xref ref-type="bibr" rid="B28">Ji et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>). In summary, the aims of this study were (1) to identify the sedimentary processes of gas hydrate-bearing and non-gas hydrate layers through analyses of actual sediment samples; (2) to elucidate the coupling relationship between gas hydrate accumulation and sedimentary processes; and (3) to investigate the underlying mechanisms of this coupling and construct corresponding evolutionary models.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Geological setting</title>
<p>The Shenhu area is situated in the central part of the northern continental margin of the SCS, which is characterized by a complex geological structure and numerous submarine canyons along the slope (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>) (<xref ref-type="bibr" rid="B53">Qiao et&#xa0;al., 2015</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(a)</bold> The map of and main contour currents study area, modified from <xref ref-type="bibr" rid="B31">Kuang et&#xa0;al. (2025)</xref> and <xref ref-type="bibr" rid="B23">Hu et&#xa0;al. (2021)</xref>; <bold>(b)</bold> enlarge the red box in <bold>(a)</bold>, the drilling area of GMGS3 and 4, modified from <xref ref-type="bibr" rid="B85">Zhang et&#xa0;al. (2019)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g001.tif">
<alt-text content-type="machine-generated">Map showing the geographical location around South China, Taiwan, and Luzon. Panel (a) illustrates the Shenhu area of the South China Sea, marked for research and drilling. Water depths vary from 500 to 3000 meters. Panel (b) is a detailed view of the drilling area, indicating GMGS coring sites and research locations. A scale is provided for distance, along with a legend indicating research sites, coring sites, and cities.</alt-text>
</graphic>
</fig>
<p>The Luzon Strait, with a sill depth of approximately 2400 m, is the only deep-water passage connecting the SCS to the western Pacific Ocean (<xref ref-type="bibr" rid="B34">Lan et&#xa0;al., 2013</xref>). This strait serves as a major conduit for water masses entering the SCS from the western Pacific. The ocean circulation in this region is influenced by the Kuroshio Current, the primary western boundary current of the North Pacific Ocean. The complex ocean circulation in the SCS significantly affects the deep-water sedimentary processes in the Shenhu area, making them highly dynamic (<xref ref-type="bibr" rid="B41">Liu et&#xa0;al., 2024</xref>). Along the slope, the ocean circulation is composed of westward contour currents influenced by the Kuroshio Current (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), especially the SCS Branch of the Kuroshio Current (<xref ref-type="bibr" rid="B62">Shaw and Chao, 1994</xref>; <xref ref-type="bibr" rid="B54">Qiu et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B44">Luan et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B48">Nan et&#xa0;al., 2015</xref>). The SCS has the highest sedimentation rate globally, with sediment thicknesses ranging from 500 m to 10 km (<xref ref-type="bibr" rid="B61">Shao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B85">Zhang et&#xa0;al., 2019</xref>).</p>
<p>The study area lies within the Shenhu area at water depths of 500&#x2013;3000 m and is located opposite the Pearl River Mouth to the northwest and Taiwan to the northeast (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>) <xref ref-type="bibr" rid="B88">Zhang et&#xa0;al., 2018</xref>). In this study, we used drilling data from GMGS4 Site W07 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>), which is located atop a structure highly influenced by complex sedimentary processes and has favorable gas hydrate accumulation (<xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>). The seafloor temperature and geothermal gradients in site W07 are conducive to gas hydrate accumulation, with values of approximately 4.04&#xb0;C and 56.1&#xb0;C/km, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).The gas sources of the hydrates in the research area comprise both microbial and thermogenic gases, with the dominant thermogenic gas migrating upward from deep formations through faults, mud diapirs, and gas chimneys, and eventually accumulating in the hydrate stability zone to form high-saturation gas hydrates (<xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B85">2019</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The gas hydrate stability diagram of Site W07. The temperature line (black solid line) intersects the stability curve (black dashed line), and the horizontal line at the intersection is the bottom of the HSZ. The research layer (between the white dashed line), sedimentary subsections (U is for the upper subsection; L is for the lower subsection), and the gas hydrate-bearing layer (green shaded area) are labeled in the diagram.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g002.tif">
<alt-text content-type="machine-generated">Graph depicting the relationship between depth and temperature at GMGS4 Site W07, showing a depth of 914.27 meters with 100% methane gas. The methane hydrate phase boundary and geothermal gradient at 56.1 degrees Celsius per kilometer are marked. Depth is measured in meters below sea surface with geological time indicators at various depths: greater than 0.44 million years, 1.73 million years, and 3.95 million years. The diagram includes the seafloor and indicates a bottom boundary of hydrate stability zone at 152 meters.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3" sec-type="materials|methods">
<label>3</label>
<title>Materials and methods</title>
<sec id="s3_1">
<label>3.1</label>
<title>Samples</title>
<p>Site W07, the drilling core site used in this study, is located in the uppermost part of the research area, with a water depth of 914.27 m and a borehole depth of 159 m below the seafloor (mbsf). In this study, we focused on the gas hydrate-bearing layers (121&#x2013;152 mbsf) (<xref ref-type="bibr" rid="B4">Bai et&#xa0;al., 2024</xref>) and the continuously cored adjacent sedimentary layers, covering depths of 102&#x2013;156 mbsf (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The gas hydrates in the study site mainly consisted of methane gas and belong to type I gas hydrates (<xref ref-type="bibr" rid="B64">Song et&#xa0;al., 2022</xref>), with approximately 152m thickness of the hydrate stable zone (HSZ) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The maximum age of the studied layer is estimated to be 3.95 Ma based on biostratigraphic analysis of calcareous nannofossils from the GMGS4 cruise report (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). A total of 132 samples were collected for grain-size measurements to reconstruct the deep-water sedimentary processes. A subset of 31 samples was analyzed using X-ray diffraction (XRD) to determine the clay mineral composition and infer the sedimentary provenance. Additionally, the major and trace element concentrations of 39 samples were measured, and the foraminiferal abundances of 37 samples were analyzed.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Gas hydrate saturation, resistivity, lithology, ages, and grain size parameters columns for Site W07. The orange and blue points indicate Type 1 and Type 2, respectively. The green shaded area indicates the gas hydrate reservoirs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g003.tif">
<alt-text content-type="machine-generated">Graph showing geological data with depth on the y-axis and various parameters on the x-axis, including gas hydrate saturation, lithology, mean grain size, sorting, skewness, kurtosis, and median grain size. Colored dots represent Type 1 and Type 2 hydrates. Vertical sections highlight sand, silt, and clay layers. Gas hydrate reservoirs and their properties are depicted.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Grain-size measurements</title>
<p>The grain-size parameters of all 132 samples were measured at the GMGS Test Center using a Marvin Mastersizer 2000 laser diffraction size analyzer. The samples were pretreated with deionized water and 0.5 mol/L sodium hexametaphosphate (Na<sub>6</sub>P<sub>6</sub>O<sub>18</sub>) as a dispersant. To prevent fine particle aggregation, the suspension was left to stand for ~24 hours and gently stirred every 8 hours. The grain-size data, including the mean grain size, sorting, kurtosis, and skewness, were analyzed using the logarithmic (original) <xref ref-type="bibr" rid="B19">Folk and Ward (1957)</xref> graphical measures. The calculation <xref ref-type="disp-formula" rid="eq1">Equations 1</xref>&#x2013;<xref ref-type="disp-formula" rid="eq4">4</xref> are as follows:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>Mean&#xa0;grain&#xa0;size</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>16</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>50</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>84</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtext>Sorting</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>84</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>16</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:mfrac>
<mml:mo>+</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>95</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>5</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>6.6</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtext>Skewness</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>84</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>16</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>50</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>84</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>16</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
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</mml:mrow>
</mml:mfrac>
<mml:mo>+</mml:mo>
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<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>95</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>5</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>50</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>95</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
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<mml:mn>5</mml:mn>
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</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq4">
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtext>Kurtosis</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>95</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>5</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>2.44</mml:mn>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>75</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mn>25</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where &#x3c6; is the phi-scale grain size (&#x3c6; = &#x2212;log<sub>2</sub>d, with d being the grain diameter in &#x3bc;m), which is plotted on the X-axis. The subscripts indicate the specific cumulative percentages on the Y-axis, corresponding to their intersections with the cumulative frequency curve (<xref ref-type="bibr" rid="B78">Wentworth, 1929</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>X-ray diffraction</title>
<p>A D8 Advance instrument (Bruker Corp., Germany) was used to acquire XRD data for the bulk and clay minerals. The methodology adhered to the protocols outlined by <xref ref-type="bibr" rid="B46">Moore and Reynolds (1989)</xref>, <xref ref-type="bibr" rid="B59">Sakharov et&#xa0;al. (1999)</xref>, and <xref ref-type="bibr" rid="B22">Hillier (1999)</xref>. The&#xa0;ClayQuan software was used to process the results (<xref ref-type="bibr" rid="B80">Yang et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B89">Zhou et&#xa0;al., 2023</xref>). The XRD analysis was conducted collaboratively by the Key Laboratory of Polar Geology and Marine Mineral Resources, Ministry of Education, and the Micro Structure Analytical Laboratory, Peking University.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Element geochemical analysis</title>
<p>The major and trace elements and rare earth elements (REE) measurements were performed using a PerkinElmer Optima 8300 ICP-OES instrument at the Laboratory of the GMGS.</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Biological analysis</title>
<p>The foraminifera abundance measurements conducted in this study were performed by the Laboratory of the GMGS. The dried sediment samples (approximately 6&#x2013;20 g) were soaked in distilled water to facilitate effective separation. Subsequently, the samples were wet-sieved using a copper sieve with a 0.063 mm aperture, and the &gt;0.063 mm fraction was dried. Finally, the &gt;0.15 mm fraction was used to quantify the foraminiferal abundance. The benthic and planktonic foraminifera were analysed separately. Additionally, the identification and relative abundance statistics of the calcareous nannofossils were conducted by the Laboratory of the GMGS.</p>
</sec>
</sec>
<sec id="s4" sec-type="results">
<label>4</label>
<title>Results</title>
<sec id="s4_1">
<label>4.1</label>
<title>Grain-size parameters</title>
<p>In this study, the sediment grain-size distribution at Site W07 was analyzed using several parameters, including the mean grain size, sorting, skewness, kurtosis, and median grain size.</p>
<p>For the 132 samples, the mean grain size ranged from 5.66 to 7.87 &#x3c6; (average of 6.91 &#x3c6;); the sorting values ranged from 1.40 to 3.00 (average of 1.83); the skewness and kurtosis ranges were from &#x2212;0.27 to 0.42 and from 0.86 to 1.26 (averages of 0.15 and 1.02), respectively; and the median grain size ranged from 5.66 to 7.84 &#x3c6; (average of 6.78 &#x3c6;) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Bulk and clay mineral components</title>
<p>In the sediment samples, the main minerals included quartz, feldspar, carbonates, and clay minerals (over 95%). The quartz content ranged from 23% to 46% (average of 36.8%), the feldspar content ranged from 8% to 14% (average of 11.0%), the carbonate&#xa0;content ranged from 14% to 42% (average of 28.2%), and the clay mineral content ranged from 11% to 30% (average of 18.2%) (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4a&#x2013;d</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Depth profiles of bulk and clay mineral components. <bold>(a)</bold> is for quartz contents. <bold>(b)</bold> is for feldspar contents. <bold>(c)</bold> It is for carbonate contents. <bold>(d)</bold> It is for clay minerals contents. <bold>(e)</bold> is for I/S mixed layer contents. <bold>(f)</bold> is for illite contents. <bold>(g)</bold> It is for kaolinite contents. <bold>(h)</bold> It is for chlorite contents. The blue and orange shaded areas indicate the upper subsection and the lower subsection, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g004.tif">
<alt-text content-type="machine-generated">Eight graphs display mineral composition data with depth. Quartz, feldspar, carbonate, and clay minerals are plotted in the first row, showing variation with depth from 100 to 160 units. The second row shows I/S, It, Kao, and Chl, also varying similarly with depth. Each graph uses a line connecting data points, with light blue and beige background sections, indicating different depth zones.</alt-text>
</graphic>
</fig>
<p>The XRD analysis of the clay minerals revealed that the principal clay minerals at Site W07 included the illite-smectite (I/S) mixed layer, illite, kaolinite, and chlorite. The I/S mixed layer and illite accounted for 46&#x2013;75% (average of 57.3%) and 13&#x2013;28% (average of 21.7%) of the clay minerals, respectively, while the kaolinite and chlorite contents ranged from 6% to 12% (average of 9.3%) and from 6% to15% (average of 11.7%), respectively (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4e&#x2013;h</bold>
</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Geochemical data</title>
<p>We measured the major, trace, and REE contents of the sediment samples from Site W07. Some of the elements were used to calculate indicators such as the P/Al, A/Ti, P/Ti, Sr/Ba, and Zr/Ti ratios, which are vital for sedimentary environment reconstruction. The details are shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>. The P/Ti ratios ranged from 0.0924 to 0.1915 (average of 0.1502), the Al/Ti ratios ranged from 13.67 to 19.64 (average of 16.32), and the P/Al ratios ranged from 0.0127 to 0.053 (average of 0.0094). Additionally, the Sr/Ba ratios ranged from 0.430 to 2.147 (average of 1.045). The Zr/Ti ratios ranged from 0.031 to 0.0472 (average of 0.0375).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Depth profiles of geochemical data. <bold>(a)</bold> is for P/Ti ratio. <bold>(b)</bold> It is for the Al/Ti ratio. <bold>(c)</bold> if for P/Al ratio. <bold>(d)</bold> It is for the Sr/Ba ratio. <bold>(e)</bold> It is for the Zr/Ti ratio. The blue and orange shaded areas indicate the upper subsection and the lower subsection, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g005.tif">
<alt-text content-type="machine-generated">Graphs display geochemical ratios (P/Ti, Al/Ti, P/Al, Sr/Ba, Zr/Ti) against depth in meters below the sea floor. Each graph shows a line with dots indicating data points, highlighting variations across a depth range from 100 to 160 meters. Background shading differentiates depth zones.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Biological content</title>
<p>The foraminifera abundance, defined as the number of undistorted, intact foraminifera shells per gram (ind/g), was determined following the method of <xref ref-type="bibr" rid="B2">Azharuddin et&#xa0;al. (2017)</xref>. For the samples from Site W07, the total foraminifera abundance ranged from 12 to 14,878 ind/g, exhibiting a general trend of decreasing with increasing depth. The planktonic foraminifera abundance ranged from 11 to 14,720 ind/g, whereas the benthic foraminifera abundance ranged from 0.2 to 158.4 ind/g. In addition, the planktic/benthic foraminifera (P/B) ratio increased with depth, ranging from 13 to 423. The relative abundance of the calcareous nannofossils is defined as the number of individuals per field of view (ind/F). For the samples from the research layer, the relative calcareous nannofossil abundance ranged from 57.6 to 292.2 ind/F, exhibiting a general trend of decreasing with increasing depth.</p>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<label>5</label>
<title>Discussion</title>
<sec id="s5_1">
<label>5.1</label>
<title>Sedimentary process identification</title>
<sec id="s5_1_1">
<label>5.1.1</label>
<title>Division of sedimentary layer</title>
<p>The grain-size parameters and lithology of the gas hydrate-bearing sediments and adjacent layers at Site W07 exhibit pronounced heterogeneity (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Grain-size parameters provide essential insights into sedimentary hydrodynamic processes. Accordingly, the K-means sediment classification method was employed to classify the grain-size parameter data (<xref ref-type="bibr" rid="B89">Zhou et&#xa0;al., 2023</xref>). The results of the grain-size parameter analysis are presented in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. The results indicated that the sediments at Site W07 can be divided into two categories: Type 1 (orange points in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) and Type 2 (blue points in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<p>The grain-size distribution curves of the different sediment types at Site W07 exhibited distinct patterns. The Type 1 sediments exhibited sharp unimodal grain-size distribution curves (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6a</bold>
</xref>). For the Type 1 sediments, the grain sizes were predominantly distributed at &#x3c6; = 6, with kurtosis values ranging from 0.98 to 1.26 (mean of 1.07) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6a</bold>
</xref>). Nearly all of the grain-size distributions of the Type 1 sediment samples exhibited positive skewness, with values ranging from 0.01 to 0.42 (average of 0.29). In contrast, the Type 2 sediments predominantly exhibited bimodal or broad unimodal grain-size distribution curves (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6b</bold>
</xref>). For the Type 2 sediments, the kurtosis values ranged from 0.86 to 1.17 (mean of 0.99). Additionally, the skewness of the Type 2 sediment samples ranged from &#x2212;0.27 to 0.28 (average of 0.05), indicating predominantly negative to slight positive distributions (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6b</bold>
</xref>). Within the bimodal distribution of the Type 2 sediments, two prominent grain-size peaks occurred at &#x3c6; = 2 and &#x3c6; = 8 (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6b</bold>
</xref>). A comparison of the grain-size distribution curves of the Type 1 and 2 sediments suggested that distinct sedimentary hydrodynamic processes governed their formation. The unimodal distributions of the Type 1 sediments indicated that they were formed by a uniform, continuous, and stable sedimentary process (<xref ref-type="bibr" rid="B45">McManus, 1988</xref>; <xref ref-type="bibr" rid="B50">Ordonez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>). In contrast, the Type 2 sediments were influenced by more complex hydrodynamic modifications than the Type 1 sediments (<xref ref-type="bibr" rid="B50">Ordonez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B67">Stow &amp; Smillie, 2020</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The particle size distribution curve of the <bold>(a)</bold> Type1 and <bold>(b)</bold> Type2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g006.tif">
<alt-text content-type="machine-generated">Two line graphs compare frequency distributions of particle sizes for two types. Graph (a) shows Type 1 with a sample size of fifty-four, and graph (b) shows Type 2 with a sample size of seventy-eight. Both graphs have similar curved distributions, peaking between particle sizes four and eight on the phi scale. Frequency on the y-axis ranges from zero to thirty-five for both graphs.</alt-text>
</graphic>
</fig>
<p>As shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, the majority of the blue points (Type 2) were predominantly plotted in the upper half of the grain-size parameter columns, and only a few scattered orange points were plotted in this area (Type 1), whereas the lower sections exhibited the opposite distribution. At Site W07, the sediments are stratified into upper and lower subsections. The boundary between the distinct sedimentary hydrodynamic processes was identified to occur at a depth of 120.75 mbsf, coinciding with the interface of the gas hydrate reservoir and the non-gas hydrate layer (<xref ref-type="bibr" rid="B4">Bai et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s5_1_2">
<label>5.1.2</label>
<title>Upper subsection sedimentary process</title>
<p>For the upper sediment subsection at Site W07, the sediment grain-size distribution is predominantly Type 2 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The C-M (one-percentile coarsest grain size (C) versus median grain size (M)) diagram of the grain-size parameters directly reflects the hydrodynamic conditions within the sedimentary layer (<xref ref-type="bibr" rid="B51">Passega, 1964</xref>). The trend line of the data points on the C-M diagram for the sediment samples from the upper subsection was oriented obliquely relative to both the C-M baseline and X-axis (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7a</bold>
</xref>). This orientation indicates that the sedimentary dynamics were not governed by gravity flow or deep-water suspension but were primarily influenced by traction flow (<xref ref-type="bibr" rid="B51">Passega, 1964</xref>; <xref ref-type="bibr" rid="B67">Stow &amp; Smillie, 2020</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<bold>(a)</bold>The C-M diagram of sediments at Site W07 upper subsection; <bold>(b)</bold> the contourite identified diagram of sediments at Site W07 upper subsection, the red line is modified by <xref ref-type="bibr" rid="B82">Yu et&#xa0;al. (2020)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g007.tif">
<alt-text content-type="machine-generated">Two-panel graph depicting contourite facies characteristics. Panel (a) shows a scatter plot with axes labeled C/&#xb5;m and M/&#xb5;m, featuring a linear trend line. Panel (b) is a sorting versus mean grain size graph with points clustered at maximum flocculation and bioturbation. Three facies are listed: clay-fine silt, medium silt-fine sand, and medium-coarse sand, each with specific sorting, skewness, and kurtosis details.</alt-text>
</graphic>
</fig>
<p>Some recent studies have utilised grain-size data from a large amount of modern contourite sediments to derive identification diagrams for contourite currents (<xref ref-type="bibr" rid="B9">Brackenridge et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B82">Yu et&#xa0;al., 2020</xref>). This method is capable of quantitatively identifying contourite sedimentary processes based on the grain size parameters of the sediments. It was discovered that the grain-size parameters of the upper subsection of the study layer closely align with the fitting curve associated with the weak bottom current process in a contourite current (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7b</bold>
</xref>). Given the extensive sedimentary records of contour currents in the study area accurately reflecting the input of terrestrial sediments (<xref ref-type="bibr" rid="B20">Gong et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>), the upper subsection was primarily formed under the influence of traction flow and was most likely impacted by the along-slope contourite currents.</p>
</sec>
<sec id="s5_1_3">
<label>5.1.3</label>
<title>Lower subsection sedimentary process</title>
<p>For the lower subsection at Site W07, the sediment grain-size distribution is predominantly Type 1 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Unlike the upper subsection, the trend line of the data points of the lower subsection sediment samples was oriented parallel to the C-M baseline (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8a</bold>
</xref>), a hallmark of gravity-flow processes (<xref ref-type="bibr" rid="B51">Passega, 1964</xref>). <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8b</bold>
</xref> illustrates that the distribution of the data points of the lower subsection samples did not exhibit a measurable correlation with the best-fit trend line used on contourite currents identification diagrams. Based on the features of both diagrams and considering the canyon geomorphology at the study site (<xref ref-type="bibr" rid="B87">Zhang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Wang et&#xa0;al., 2023</xref>), we infer that the formation of the lower subsection was primarily driven by a fine-grained turbidite process, which is distinct from the sedimentary dynamics of the upper subsection. The results of the particle size analysis indicated that the lower sedimentary layer is neither the product of stable, uniform sedimentary dynamics nor governed by a simple canyon slump system, and this complexity may significantly influence the gas hydrate accumulation.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>
<bold>(a)</bold> The C-M diagram of sediments at Site W07 lower subsection;<bold>(b)</bold> the contourite identified diagram of sediments at Site W07 lower subsection, the red line is modified by <xref ref-type="bibr" rid="B82">Yu et&#xa0;al. (2020)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g008.tif">
<alt-text content-type="machine-generated">Two graphs depict sediment characteristics. Graph (a) shows a plot of C (coarseness) versus M (mean grain size) with clustered triangular data points along a dashed line. Graph (b) presents sorting versus mean grain size, displaying a curved trend line with scattered triangular points labeled &#x201c;maximum flocculation, +bioturbation.&#x201d; Three categories of sediment facies are labeled: clay-fine silt, medium silt-fine sand, and medium-coarse sand, each with characteristics like sorting, skewness, and kurtosis.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Sediment provenance</title>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4e&#x2013;h</bold>
</xref> illustrates that the trend of the clay mineral component value changed at the transition boundary between the two distinct sedimentary processes. <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> further reveals the occurrence of significant longitudinal differences in the mineral composition within the studied sediment interval, particularly between the upper and lower subsections. The upper subsection has a significantly higher concentration of felsic minerals (quartz and feldspar), whereas the lower subsection has a higher total clay mineral content (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4e, f</bold>
</xref>). Additionally, the clay mineral species in the upper and lower subsections differ markedly. The split violin plot shown in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref> clearly demonstrates the variations in the clay mineral components in the upper and lower subsection sediments. Notably, the variations in the I/S mixed layer, illite, and chlorite contents are the most pronounced. The I/S mixed layer content is higher in the upper subsection (57&#x2013;75%) and lower in the lower subsection (46&#x2013;64%). Conversely, the illite content is lower in the upper subsection (13&#x2013;23%) and higher in the lower subsection (17&#x2013;28%). The kaolinite and chlorite content variations between the two subsections exhibit features similar to the variations in the illite content. Specifically, the lower subsection contains slightly more kaolinite and chlorite than the upper subsection.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>The split violin plot of clay mineral components in the contourite layer (blue) and the turbidite layer(orange).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g009.tif">
<alt-text content-type="machine-generated">Violin plot showing mineral component percentages divided into upper (blue) and lower (orange) subsections. The mineral types are I/S, It, Kao, and Chl, with varying distribution patterns and percentages.</alt-text>
</graphic>
</fig>
<p>These differences in the clay minerals between the upper and lower subsections can be attributed to distinct provenance sources. Several studies have investigated the source-to-sink transport processes between seafloor surface sediments in the SCS and adjacent riverbed sediments, based on the similarities of their clay mineral components (<xref ref-type="bibr" rid="B43">Liu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Hu et&#xa0;al., 2021</xref>). To determine the provenances of the two subsections, we employed a ternary diagram of the primary clay mineral groups (illite + chlorite, kaolinite, and smectite) to compare the clay mineral contents of the sediment samples from Site W07 (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10a</bold>
</xref>) and the seafloor surface samples (indicated by shaded areas in <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10b</bold>
</xref>). <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10a</bold>
</xref> indicates that the data points of the samples from studied layer at Site W07 clustered in area A. In contrast, the clay mineral composition of the upper subsection was shifted toward area B. In the northern part of the SCS, three primary sediment sources have been identified: the Pearl River (dominated by kaolinite and illite), Taiwan (dominated by illite and chlorite), and Luzon (dominated by smectite) (<xref ref-type="bibr" rid="B43">Liu et&#xa0;al., 2016</xref>). Area A&#x2019;s clay mineral assemblage was marked by high concentrations of illite and chlorite, along with minor amounts of smectite and kaolinite, reflecting a predominantly Taiwan-sourced signature with an admixture of Luzon-derived smectite. This suggests that the sediments were primarily transported by currents flowing through the Luzon and Taiwan straits, possibly including the SCS Branch of the Kuroshio Current (SCSBKC) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>). Moreover, the variations in sea level and current direction and intensity since the Quaternary have likely altered the influence zones of these three provenance areas (<xref ref-type="bibr" rid="B66">Steinke et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B42">Liu et&#xa0;al., 2010</xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>
<bold>(a)</bold> Ternary diagram of the major clay mineral groups: illite + chlorite, kaolinite, and smectite. The eight shaded areas(A-H) of clay mineral assemblages are distributed in surface samples. The distribution of A-H areas modified by (<xref ref-type="bibr" rid="B43">Liu et&#xa0;al., 2016</xref>).<bold>(b)</bold> Distribution of clay mineral assemblage areas (A&#x2013;H) in seafloor surface sediments of the SCS and average clay mineral assemblages in Peal River, Taiwan and Luzon (represented by pie charts), modified by (<xref ref-type="bibr" rid="B43">Liu et&#xa0;al., 2016</xref>). Average contents of clay minerals in areas A-H are indicated.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g010.tif">
<alt-text content-type="machine-generated">Ternary diagram and map comparing clay minerals. (a) Ternary diagram showing distribution of clay samples from eight provinces labeled A to H, categorized by mineral composition: Illite plus Chlorite, Kaolinite, and Smectite. Different symbols indicate subsections. (b) Map of East Asia with regions labeled A to H, showing their geographical locations. Insets depict pie charts of clay mineral proportions from Taiwan, Pearl River, and Luzon. A table below details the percentage composition of each mineral in the provinces.</alt-text>
</graphic>
</fig>
<p>The distribution trends of the data points of the samples from the two subsections facilitated interpretation of the variations in the sediment provenances. For the lower subsection, the data point distribution resembled that of area A. In contrast, the data points of the upper subsection had higher smectite contents, and the data points clustered near area B, implying a greater contribution from Luzon. The lower subsection had a lower smectite content, which implies a weak contribution from Luzon and a predominant influence from Taiwan. Furthermore, the lower subsection had higher kaolinite and chlorite contents than the upper subsection, indicating some influence from the Pearl River provenance.</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Environmental changes</title>
<p>Differences in sedimentary processes are closely linked to evolving paleoenvironments (<xref ref-type="bibr" rid="B60">Scheffler et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B6">Bj&#xf8;rlykke, 2014</xref>). The SCS, which includes our study area, is widely recognized as a natural laboratory for deciphering paleoenvironmental changes based on sedimentary records (<xref ref-type="bibr" rid="B79">Xu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">Wang et&#xa0;al., 2020</xref>). In this study, we employed geochemical and foraminifera evidence from sediments as proxies to reconstruct changes in the sea level, primary productivity, and paleoenvironments in the research area.</p>
<p>Sea level fluctuations significantly influence various sedimentary processes that respond to paleoenvironment changes. The Al/Ti ratio is an effective proxy for tracing sea level changes by accurately reflecting the input of terrestrial sediments (<xref ref-type="bibr" rid="B65">Steinke et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2013</xref>). Al and Ti predominantly originate from terrestrial debris material (TDM), which is characterized by stable chemical properties and a high resistance to chemical weathering (<xref ref-type="bibr" rid="B47">Murray &amp; Leinen, 1996</xref>). Additionally, the distributions of these elements vary between mineral types: Ti is primarily associated with heavier minerals, whereas Al is more abundant in light minerals. In summary, the Al/Ti ratio tends to be lower during lower sea levels and increases as the sea level rises (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2013</xref>). The Sr/Ba ratio is a widely adopted proxy for paleo-salinity and is closely associated with sea level changes (<xref ref-type="bibr" rid="B77">Wei &amp; Algeo, 2020</xref>). Sea level fluctuations can modify the mixing ratios of freshwater and seawater, thereby influencing the Sr/Ba ratio. Generally, the Sr/Ba ratio exhibits a proportional increase with increasing water depth.</p>
<p>Potential factors affecting the Al and Ti concentrations must be eliminated to ensure the reliability of the Al/Ti ratio, particularly the potential increase in Ti related to volcanic activity (<xref ref-type="bibr" rid="B63">Smith and Fritz, 1989</xref>; <xref ref-type="bibr" rid="B37">Li et&#xa0;al., 2020</xref>). <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5e</bold>
</xref> shows that within the studied interval, the Zr/Ti ratio remained low and exhibited a relatively smooth trend throughout the interval. Because sedimentary Zr is primarily derived from volcanic activity, the consistently low and stable Zr/Ti ratios in the studied interval may indicate that terrestrial detritus was the predominant source (Bo&#xeb;s et&#xa0;al., 2011). The PAAS-normalized REE distribution pattern (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11a</bold>
</xref>) showed that both the upper and lower subsections exhibited essentially identical REE patterns and lacked significant positive Eu anomalies, thus further supporting the absence of active volcanism during the research interval (<xref ref-type="bibr" rid="B21">Green, 2006</xref>). Accordingly, the Al/Ti ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>) is a robust proxy indicator for sea level changes in the study area.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>
<bold>(a)</bold> Rare earth elements PAAS normalized distribution map of the upper subsection and the lower subsection. Dispersion diagrams showing the correlation between Sr and calcareous nannofossil relative abundance <bold>(b)</bold>, carbonate mineral <bold>(c)</bold>; the correlation between Ba and feldspar <bold>(d)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g011.tif">
<alt-text content-type="machine-generated">Four-panel chart showing: (a) REE to PAAS ratios for various elements with overlapping data for upper and lower subsections. (b) Scatter plot of CRF versus Sr(ppm) with regression line, R&#xb2;=0.2928. (c) Scatter plot of Carbonate% versus Sr(ppm) with regression line, R&#xb2;=0.6093. (d) Scatter plot of Feldspar% versus Ba(ppm) with regression line, R&#xb2;=0.5484. Circles represent upper subsection data; triangles represent lower subsection data.</alt-text>
</graphic>
</fig>
<p>To use the Sr/Ba ratio as a proxy for paleo-salinity, which reflects sea level changes, it is crucial to eliminate potential interfering factors. Carbonate minerals and calcareous nannofossils, including coccolithophores, primarily affect the Sr concentration. We performed correlation analysis between the Sr concentrations and the calcareous nannofossil abundances and the carbonate mineral contents of the upper and lower subsections. The&#xa0;results are shown in <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11b</bold>
</xref> and c. In the upper subsection, the Sr concentration exhibited a weak positive correlation with the calcareous nannofossil abundance (R2 = 0.2928; <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11b</bold>
</xref>) and a stronger positive correlation with the carbonate mineral content (R2 = 0.6039; <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11c</bold>
</xref>). In contrast, the low subsection did not exhibit significant correlations between the Sr concentration and&#xa0;these two indicators (<xref ref-type="fig" rid="f11">
<bold>Figures&#xa0;11b, c</bold>
</xref>). These results suggest that the Sr/Ba ratio of the upper subsection may not reliably indicate&#xa0;the paleo-salinity. Because the studied sediments are unconsolidated, potential terrestrial influences, especially from feldspar, on the Ba concentration must be excluded. Moreover, there was a weak correlation between the Ba and feldspar contents (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11d</bold>
</xref>) in the upper subsection (R2 = 0.5484), while there was no significant correlation in the lower subsection. Thus, the Ba concentration in the upper subsection may be overestimated due to terrestrial inputs, whereas estimates for the lower subsection are likely more reliable.</p>
<p>Accordingly, the Al/Ti ratio indicated that the sea level was higher when the upper subsection was deposited and lower when the lower subsection was deposited (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>). The Sr/Ba ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) exhibited a trend similar to that of the Al/Ti ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>), with fluctuations in the upper subsection attributed to the effects of feldspar and carbonate minerals on the Sr and Ba concentrations. However, the Sr/Ba ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) was higher in the upper subsection than in the lower subsection.</p>
<p>The P/B ratio, defined as the ratio of planktonic foraminifera abundances to benthic foraminifera abundances, is strongly correlated with paleo-productivity and typically increases as the sea level rises (<xref ref-type="bibr" rid="B42">van der Zwaan et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B2">Azharuddin et&#xa0;al., 2017</xref>). <xref ref-type="bibr" rid="B71">Tyrrell (1999)</xref> proposed that P inputs govern oceanic primary productivity, as P is not regenerated once consumed. To mitigate the influence of the absolute P concentration, we employed the P/Ti and P/Al ratios as geochemical proxies for deciphering the paleo-productivity in the study area. The paleo-productivity is an essential factor in reconstructing paleoenvironments due to its close association with climate change. These parameters can be used to reconstruct the sedimentary environment and reveal longitudinal variations within the studied interval.</p>
<p>In the bottom layer (155&#x2013;147 mbsf), the overall foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12a</bold>
</xref>) decreased with decreasing water depth (i.e., sea level drop). The planktonic foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12b</bold>
</xref>) exhibited a similar decreasing trend, while the benthic foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12c</bold>
</xref>) remained relatively stable. Notably, the significant decrease in the P/B ratio (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12d</bold>
</xref>) reflected a reduction in the surface primary productivity. Both the P/Al (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5c</bold>
</xref>) and P/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>) ratios exhibited decreasing trends, thereby supporting this inference. Furthermore, the Al/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>) and Sr/Ba (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) ratios suggested that this layer corresponded to a persistently low sea level phase.In the middle-lower layer (147&#x2013;133 mbsf), the foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12a</bold>
</xref>) initially increased, accompanied by increasing P/Al (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5c</bold>
</xref>) and P/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>) ratios, which indicates enhanced surface primary productivity. Simultaneously, both the Al/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>) and Sr/Ba (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) ratios increased, suggesting a rise in sea level and a warmer climate. The unusually high P/B ratio (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12d</bold>
</xref>) may result from the reducing conditions of the marine subsurface environment. Subsequently, both the P/Al (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5c</bold>
</xref>) and the P/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>) ratios decreased, demonstrating a cooling climate, falling sea level, and reduced productivity. In the middle-upper layer (133&#x2013;121 mbsf), the foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12a</bold>
</xref>) decreased sharply before gradually recovering. Simultaneously, both the planktonic (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12b</bold>
</xref>) and benthic foraminifera abundances (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12c</bold>
</xref>) increased, leading to a sharp increase in the P/Ti ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>). Additionally, the P/Al ratio (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5c</bold>
</xref>) increased gradually, while both the Sr/Ba (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) and Al/Ti ratios (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>) increased significantly. These observations indicate a rise in sea level and a warm climate, resulting in enhanced surface primary productivity, as evidenced by the marked increase in the foraminifera abundance (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12a</bold>
</xref>). During the deposition of the top layer (121-102mbsf), a higher sea level and warmer climate prevailed, as indicated by the higher Al/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>) and Sr/Ba (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5d</bold>
</xref>) ratios, along with a substantial increase in foraminiferal abundance (&gt;2 orders of magnitude) (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>). Meanwhile, GMGS4 cruise report show that this layer exhibits a marked shift in planktonic foraminiferal assemblage, with <italic>G. ruber</italic>, a surface-dwelling warm-water species, rapidly becoming dominant, indicating a significant climatic warming event (<xref ref-type="bibr" rid="B75">Wang, 2000</xref>; <xref ref-type="bibr" rid="B32">Kubota et&#xa0;al., 2010</xref>). The observed decrease in the surface primary productivity, as reflected by the&#xa0;decreases in the P/Al (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5c</bold>
</xref>) and P/Ti (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>) ratios, may be attributed to nutrient consumption caused by the extensive foraminifera.</p>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Depth profiles of biological data. <bold>(a)</bold> is for FA (foraminifera abundance). <bold>(b)</bold> is for PFA (planktonic foraminifera abundance). <bold>(c)</bold> if for BFA (benthic foraminifera abundance). <bold>(d)</bold> is for P/B ratio. <bold>(e)</bold> It is for CRA (calcareous nannofossil relative abundance). The blue and orange shaded areas indicate the upper subsection and the lower subsection, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g012.tif">
<alt-text content-type="machine-generated">Graph showing five line plots labeled from (a) to (e) against depth in meters below seafloor (mbsf). Each plot illustrates different variables: FA, PFA, BFA, P/B, and CRA, all with varying scales on the x-axis. Data points are marked on each plot showing trends across depths. Background colors alternate between blue and beige.</alt-text>
</graphic>
</fig>
<p>Overall, the studied layer indicated a transition from a glacial period characterized by lower sea levels to an interglacial period characterized by higher sea levels. Moreover, the transitions of the paleoenvironment and paleoclimate coincided with the boundary separating the upper and lower subsections.</p>
</sec>
<sec id="s5_4">
<label>5.4</label>
<title>Coupling relationship between the sedimentary processes and gas hydrate accumulation</title>
<p>The sedimentary processes at Site W07 are closely correlated with the distribution of the gas hydrate reservoirs and the non-gas hydrate layers. The lower subsection, dominated by gravity flows, corresponds to the gas hydrate reservoirs, whereas the upper subsection, influenced by traction (contour) currents, corresponds to the non-gas hydrate layers.</p>
<p>Turbidite processes, including both sandy and fine-grained types, are generally considered to be favourable for gas hydrate accumulation because their coarser and heterogeneous grain sizes enhance the pore space and provide migration pathways for gas (<xref ref-type="bibr" rid="B26">Ito et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B69">Su et&#xa0;al., 2021</xref>). At Site W07, the upper subsection has slightly finer sediment grain sizes than the lower subsection. The mean grain sizes were 5.66&#x2013;7.87 &#x3c6; (average of 6.94 &#x3c6;) in the upper subsection and 6.05&#x2013;7.32 &#x3c6; (average of 6.74 &#x3c6;) in the lower subsection. The median grain sizes were 5.66&#x2013;7.84 &#x3c6; (average of 6.90 &#x3c6;) in the upper subsection and 5.69&#x2013;7.24 &#x3c6; (average of 6.49 &#x3c6;) in the lower subsection. However, the difference in the sorting values between the two subsections was minimal. Some of the samples from the upper subsection even exhibited poorer sorting, possibly due to their higher foraminifera contents. This presents a paradox. Although some studies suggest that a high foraminifera content promotes gas hydrate accumulation due to their coarse grain size and chambered structures (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Bai et&#xa0;al., 2022</xref>), at Site W07, the non-gas hydrate layers have significantly higher foraminifera contents (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12a</bold>
</xref>) (<xref ref-type="bibr" rid="B29">Jin et&#xa0;al., 2020</xref>). This suggests that coarser components do not necessarily promote gas hydrate accumulation. Both the grain size and foraminifera abundance indicated that grain size variations had a limited influence on gas hydrate accumulation in fine-grained sediments.</p>
<p>Furthermore, the data for Site W07 indicated that the varying sedimentary processes led to distinct mineralogical variations. Previous studies have shown that the mineralogy significantly influences gas hydrate formation. Quartz, due to its hydrophilic surface, promotes hydrate nucleation (<xref ref-type="bibr" rid="B83">Yu et&#xa0;al., 2024</xref>), whereas clay minerals hinder accumulation due to their high strong-bound water contents and complex structures (<xref ref-type="bibr" rid="B73">Venaruzzo et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Bai et&#xa0;al., 2022</xref>). Among clay minerals, the I/S mixed layer plays a dominant role due to its complex internal structure and large specific surface area, which significantly reduce porosity and permeability, effectively hindering the migration of gases and fluids in sediments and thereby suppressing hydrate formation (<xref ref-type="bibr" rid="B86">Zhang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B4">Bai et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B80">Yang et&#xa0;al., 2024</xref>). These findings are consistent with the mineralogical variations observed at Site W07 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>Analysis of the sedimentary processes and depositional environments at Site W07 (Stage 1; <xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>) indicated that the gravity flow-dominated lower subsection formed under cold climatic and low sea level conditions and that the sediments were primarily sourced from Taiwan. Under these conditions, the reduced inflow of the SCSBKC through the Luzon Strait limited the Luzon-derived sediment input, while the lower sea levels enhanced the sediment discharge from the paleo-Pearl River. The study site&#x2019;s proximity to shelf edges, where slumping events are more frequent, also contributed to the sediment delivery. These conditions led to mineral assemblages enriched in felsic minerals and depleted in the I/S mixed layer, both of which are favourable for gas hydrate accumulation. In Stage 2 (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>), the contour current-dominated upper subsection developed under warmer climatic and higher sea level conditions. The increased inflow of the SCSBKC through the Luzon Strait enhanced the Luzon-derived sediment input, while the rising sea level reduced the influence of the paleo-Pearl River discharge and suppressed gravity flow activity. These changes resulted in mineral assemblages with lower felsic contents and higher I/S mixed layer contents, conditions unfavourable for gas hydrate accumulation. It is worth noting that during periods of relatively intensified contour current activity, the sedimentary environment may become more oxidising, which could hinder the preservation of organic matter by promoting its degradation (<xref ref-type="bibr" rid="B68">Stow and Faug&#xe8;res, 2008</xref>; <xref ref-type="bibr" rid="B1">Amsler et&#xa0;al., 2022</xref>). This degradation leads to a reduction in the total organic carbon content of the sediments, potentially suppressing the generation of <italic>in-situ</italic> microbial gas and thereby exerting a negative influence on gas hydrate formation (<xref ref-type="bibr" rid="B84">Zhang et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B85">2019</xref>).</p>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>The model of the coupling relationship between the sedimentary process and gas hydrate accumulation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1637686-g013.tif">
<alt-text content-type="machine-generated">Illustration of two geological stages. Stage I depicts a turbidite current flowing through a submarine landscape with vegetation. Stage II features a traction (contour) current in a similar landscape. Both stages show a cross-section with gas and fluid beneath, indicated by an inset.</alt-text>
</graphic>
</fig>
<p>Due to the high sensitivity of HSZ to environmental factors, such as geothermal gradient and formation pressure, gas hydrate reservoirs may undergo repeated cycles of dissociation and reformation with changes in the thickness of HSZ, making hydrate accumulation a dynamic process. In site W07, the gas hydrates at 121~152 mbsf formed at relatively recent ages, possibly after 0.15 Ma (<xref ref-type="bibr" rid="B64">Song et&#xa0;al., 2022</xref>), much later than the sedimentary formation of gas hydrate-bearing layers. Thus, the spatiotemporal linkage between sedimentation and gas hydrate accumulation is clarified. The prior formation of fine-grained turbidites (the lower subsection) and overlying contourite sediments (the upper subsection) provided suitable reservoir space for the upward migration and accumulation of thermogenic gas or gas released from hydrate dissociation in the underlying layers. Given the minor contribution of microbial gas to hydrate formation in the study area, the different enrichment of gas hydrates in the two sedimentary subsections is primarily attributed to variations in their sediment properties.</p>
<p>Therefore, the link between sedimentary processes and gas hydrate reservoirs is governed by two key factors: (1) mineralogical variations driven by different sedimentary processes, and (2) the joint control of depositional environments on both sedimentation and gas hydrate accumulation.</p>
</sec>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusions</title>
<p>1) At Site W07 in the Shenhu area, traction currents (contour currents) primarily governed the sedimentation of the upper sediment subsection, whereas the lower subsection is composed of fine-grained turbidites. Notably, the interface between these distinct sedimentary layers aligns with the distribution of the gas hydrates at this site. Moreover, the fine-grained turbidite deposits were intimately associated with the gas hydrate reservoir.</p>
<p>2) Our reconstruction of the sedimentary processes, supported by geochemical data, clarifies the differences in the sedimentary environments in which the sediments of the gas hydrate reservoirs and non-gas hydrate layers in the Shenhu area of the northern SCS were deposited. The characteristics of the lower subsection reflect a depositional environment dominated by gravity flows. This environment was characterized by cooler conditions, a lower sea level, and a predominant influence from sediment sources originating in Taiwan and the paleo-Pearl River. The upper subsection has high felsic mineral contents and low I/S mixed layer contents, thereby promoting gas hydrate accumulation. In contrast, the deposition of the upper subsection was characterized by traction current (contour current) control, which is associated with warmer climatic and high sea level conditions. In addition to sediment derived from Taiwan, materials from the Luzon source were transported along the SCSBKC pathway, while the influence of the paleo-Pearl River source diminished. Conversely, the lower subsection has low felsic mineral contents and high I/S mixed layer contents, resulting in unfavourable conditions for gas hydrate formation.</p>
<p>3) Paleo-environmental changes regulated both the sedimentary processes and sediment sources, thereby affecting the gas hydrate accumulation. Investigating sedimentary processes provides a novel&#xa0;perspective for linking paleo-environments with gas hydrate enrichment.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://figshare.com/s/2f7427e1178efe75c4fd">https://figshare.com/s/2f7427e1178efe75c4fd</uri>.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>WC: Investigation, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Formal analysis. CB: Supervision, Project administration, Conceptualization, Validation, Investigation, Funding acquisition, Writing &#x2013; review &amp; editing, Formal analysis, Writing &#x2013; original draft. HX: Methodology, Investigation, Visualization, Software, Writing &#x2013; review &amp; editing, Formal analysis. XX: Software, Methodology, Investigation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This works was supported by National Key Research and Development Program of China (No. 2024YFC2814702), National Natural Science Foundation of China (No. 42376217), and Fundamental Research Funds for the Central Universities of China (3-7-10-2025-003).</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<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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