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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">1092686</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.1092686</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>Precipitation variations of western equatorial pacific during glacial&#x2013;interglacial cycles since MIS8: Evidence from multi&#x2013;proxies of abyssal sediment</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2022.1092686">10.3389/feart.2022.1092686</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Genmin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2087540/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Jishang</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/847406/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Zhaoxia</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/1680316/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Guangxue</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/2130445/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2091542/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Wenchao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Submarine Geosciences and Prospecting Techniques (MOE)</institution>, <institution>Frontiers Science Center for Deep Ocean Multispheres and Earth System</institution>, <institution>Engineering Research Center of Marine Petroleum Development and Security Safeguard (MOE)</institution>, <institution>College of Marine Geosciences</institution>, <institution>Ocean University of China</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Qingdao National Laboratory for Marine Science and Technology</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/290212/overview">Maodu Yan</ext-link>, Institute of Tibetan Plateau Research(CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1191890/overview">Jinbo Zan</ext-link>, Institute of Tibetan Plateau Research (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1828276/overview">Wei Yuan</ext-link>, Tongji University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/918840/overview">Zhaojie Yu</ext-link>, Institute of Oceanology (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jishang Xu, <email>jishangxu@ouc.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geomagnetism and Paleomagnetism, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1092686</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Xu, Jiang, Li, Zhang, Zhang and Liu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Xu, Jiang, Li, Zhang, Zhang 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>As an important global water vapor source, the Western Pacific warm pool (WPWP) influences precipitation changes in middle and low latitudes. The low-latitude water cycle is a key climate parameter at different time scales, as it contributes to various feedback processes. However, at present, indicators of precipitation variability in the equatorial western Pacific are limited. In this work, we used the sedimentary record of the southern margin of the WPWP to study the precipitation variability over the western equatorial Pacific since MIS8. The age framework based on plankton-foraminifera &#x3b4;<sup>18</sup>O was used to analyze changes in geochemical elements, clay minerals, and magnetic parameters of a marine sediment core H10. As new precipitation records, our precipitation records (TiO<sub>2</sub>, <italic>&#x3c7;</italic>, and SIRM concentration without carbonate base) are closely related to monsoon and Intertropical Convergence Zone and generally in inverse phase with the oxygen isotope records of stalagmites from caves in China. A spectral analysis showed an obvious precession period. The southern margin of the WPWP water cycle is closely related to the East Asian monsoon in the last four climate cycles, and is influenced by both high and low latitudes.</p>
</abstract>
<kwd-group>
<kwd>western pacific warm pool</kwd>
<kwd>precipitation variability</kwd>
<kwd>intertropical convergence zone (ICTZ)</kwd>
<kwd>environmental magnetism</kwd>
<kwd>geochemical elements</kwd>
</kwd-group>
<contract-num rid="cn001">42103027 41976198 91858203</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Ministry of Natural Resources of the People&#x2019;s Republic of China<named-content content-type="fundref-id">10.13039/100015809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The low-latitude tropical Pacific Ocean is the primary source of global ocean heat and water vapor in the mid- and low-latitude regions, owing to its high temperature and strong atmosphere&#x2013;ocean interactions. The tropical Pacific variations induce global variations in atmospheric circulation and precipitation (<xref ref-type="bibr" rid="B99">Yan et al., 1992</xref>; <xref ref-type="bibr" rid="B86">Wang and Mehta, 2008</xref>). The scale, temperature, and precipitation of the tropical Pacific are affected by several factors, such as the Intertropical Convergence Zone (ITCZ), solar insolation, and volcanic activities (<xref ref-type="bibr" rid="B99">Yan et al., 1992</xref>; <xref ref-type="bibr" rid="B89">Webster, 1994</xref>; <xref ref-type="bibr" rid="B71">Shang et al., 2022</xref>). Location and intensity variations of the ITCZ significantly impact tropical precipitation, while the monsoons are the manifestations of the seasonal migration of the ITCZ (<xref ref-type="bibr" rid="B26">Gadgil, 2003</xref>). On the seasonal timescale, precipitation along the Pacific coast of the western Pacific is determined <italic>via</italic> the relationship between the location of the Asian&#x2013;Australian monsoon (AAM) and the ITCZ (<xref ref-type="bibr" rid="B77">Tachikawa et al., 2011</xref>). As part of the Asian monsoon, the Australian monsoon system synchronically changes with the Asian monsoon in modern climates: the dry Australian winter monsoon is synchronized with the wet East Asian summer, and <italic>vice versa</italic> (<xref ref-type="bibr" rid="B80">Trenberth et al., 2000</xref>).</p>
<p>Studies on the monsoon variations and paleo-precipitation in the tropical western Pacific region reported a close relationship among the hydrology, monsoon system, and solar insolation (<xref ref-type="bibr" rid="B77">Tachikawa et al., 2011</xref>; <xref ref-type="bibr" rid="B25">Fraser et al., 2014</xref>; <xref ref-type="bibr" rid="B13">Dang et al., 2015</xref>). However, complex regional differences were revealed by various sedimentary records (<xref ref-type="bibr" rid="B77">Tachikawa et al., 2011</xref>; <xref ref-type="bibr" rid="B91">Wu et al., 2013</xref>; <xref ref-type="bibr" rid="B25">Fraser et al., 2014</xref>; <xref ref-type="bibr" rid="B62">Rao et al., 2015</xref>). Present controversies over the Asian summer monsoon (ASM) are related to its periodic evolution and driving mechanism. The ASM is mainly controlled by variations in solar insolation (<xref ref-type="bibr" rid="B103">Yuan et al., 2004</xref>); however, previous findings suggested that changes in the global ice volume are a critical influencing factor (<xref ref-type="bibr" rid="B19">Ding et al., 1995</xref>). Recent studies emphasized the influence of orbital forcing (especially precession forcing) on low-latitude tropical monsoons and hydrology (<xref ref-type="bibr" rid="B39">Kissel et al., 2010</xref>; <xref ref-type="bibr" rid="B25">Fraser et al., 2014</xref>; <xref ref-type="bibr" rid="B10">Cheng et al., 2017</xref>). However, better understanding of the paleo-precipitation and monsoon intensity changes in the tropical western Pacific is hampered by the limited records of precipitation and monsoon indicators over long-time scales.</p>
<p>In recent years, environmental magnetism has been widely used as an alternative proxy for paleoenvironmental and paleoclimatic variations (<xref ref-type="bibr" rid="B82">Verosub and Roberts, 1995</xref>; <xref ref-type="bibr" rid="B100">Yang et al., 2008</xref>). One study has demonstrated a definite relationship between magnetic susceptibility and temperature, monsoon intensity, and precipitation (<xref ref-type="bibr" rid="B104">Han et al., 1996</xref>). The magnetic susceptibility of Chinese loess is one of the most reliable indicators for recording the dynamic evolution of the East Asian summer monsoon (EASM) (<xref ref-type="bibr" rid="B2">An et al., 1990</xref>; <xref ref-type="bibr" rid="B31">Hao et al., 2012</xref>). Environmental magnetic methods are also widely applied in the tropical western Pacific region. For example, as a magnetic mineral grain size indicator, the ratio of anhysteretic remanent magnetization susceptibility (<italic>&#x3c7;</italic>
<sub>ARM</sub>) to magnetic susceptibility has been used to reflect changes in the upper waterbody of the West Philippine Sea (<xref ref-type="bibr" rid="B53">Meng et al., 2009</xref>). The grain size characteristics of environmental magnetism can also indicate the East Asian monsoon (<xref ref-type="bibr" rid="B33">Hou et al., 2020</xref>). Based on the variations in particle size and magnetic susceptibility of minerals in the South China Sea sediments, <xref ref-type="bibr" rid="B39">Kissel et al. (2010)</xref> studied the relationship between precipitation, the East Asian monsoon, and deep-sea circulation. Therefore, magnetic parameters can reveal important information on paleoclimatic changes. In this study, the magnetic parameters of the marine sediment core H10 from the WPWP were compared with various proxies of precipitation and were combined with elemental geochemistry and clay mineral assemblages to evaluate the main provenance, precipitation variability and orbital period characteristics of WPWP sediments since MIS8.</p>
</sec>
<sec id="s2">
<title>2 Study area</title>
<p>The study area is located at the junction of the Pacific, Philippine, and Caroline Plates, as well as the intersection of the Yap Trench, Western Caroline Ridge, and Sorol Trough (<xref ref-type="fig" rid="F1">Figure 1</xref>). The area is geologically active and has a complex circulation system. The North Equatorial Current (NEC) in the northern part of the study area is one of the major sources of water in the tropical western Pacific and forms the Kuroshio Current (KC) to the north and Mindanao Current (MC) to the south, off the coast of the Philippines (<xref ref-type="bibr" rid="B57">Nitani, 1972</xref>). As the MC flows through the southern Philippines, a part of it flows eastward into the North Equatorial Countercurrent (NECC), while the other flows along the southern tip of Mindanao into the Celebes Sea (<xref ref-type="bibr" rid="B92">Wyrtki, 1961</xref>). The undercurrents include the North Equatorial Undercurrent (NEUC), Luzon Undercurrent (LUC), and Mindanao Undercurrent (MUC). The New Guinea Coastal Undercurrent (NGCUC), originating from the Antarctic Intermediate Water (AAIW), also flows northwest in this area (<xref ref-type="bibr" rid="B81">Tsuchiya, 1991</xref>). The South Equatorial Current flows into the WPWP primarily through the New Guinea Coastal Current (NGCC) and NGCUC (<xref ref-type="bibr" rid="B60">Peng et al., 2021</xref>). Northwest and southeast monsoons control the intensity and variation of the NGCC. However, the NGCUC is relatively stable (<xref ref-type="bibr" rid="B24">Fine et al., 1994</xref>). These ocean currents and water masses play important roles in the WPWP material inputs and water vapor transportation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Geographical locations of core H10 (white pentagram). Black dots denote reference cores, including cores MD06-3047 (<xref ref-type="bibr" rid="B93">Xu et al., 2012</xref>), MD06-3067 (<xref ref-type="bibr" rid="B39">Kissel et al., 2010</xref>), PC631 (<xref ref-type="bibr" rid="B70">Seo et al., 2014</xref>), and KR0515-PC2 (<xref ref-type="bibr" rid="B94">Yamazaki and Horiuchi, 2016</xref>). The seabed topographic distribution was plotted using Ocean Data View software (<xref ref-type="bibr" rid="B69">Schlitzer, 2022</xref>). Orange arrows indicate the main oceanic currents acting in the WPWP region. AAIW, Antarctic Intermediate Water; KC, Kuroshio Current; LUC, Luzon Undercurrent; MC, Mindanao Current; MUC, Mindanao Undercurrent; NEC, North Equatorial Current; NECC, North Equatorial Counter Current; NEUC, North Equatorial Undercurrent; NGCC, New Guinea Coastal Current; NGCUC, New Guinea Coastal Undercurrent; EAWM, East Asian winter monsoon; ASM, Asian summer monsoon.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g001.tif"/>
</fig>
<p>Previous studies of nearby areas suggest that the terrestrial material in the WPWP mainly came from New Guinea (<xref ref-type="bibr" rid="B91">Wu et al., 2013</xref>; <xref ref-type="bibr" rid="B49">Liu et al., 2018</xref>), situated in the southern part of the WPWP and is the largest island closest to the study area. New Guinea was formed by the island arc magmatism associated with plate subduction. New Guinea precipitation varies seasonally and regionally, and is affected by the monsoon, migrations of the ITCZ, and topography. Central New Guinea is mountainous, at an altitude of over 4,000&#xa0;m with abundant rainfall and is the main source of runoff. Subsequently, New Guinea has an annual river flow of 1.7 &#xd7; 10<sup>9</sup> tons, even though its area is only 8 &#xd7; 10<sup>5</sup>&#xa0;km<sup>2</sup> (<xref ref-type="bibr" rid="B54">Milliman, 1995</xref>).</p>
<p>The quantity of sediment transported from New Guinea to the deep-sea varies substantially owing to the gradient of the continental shelf, transportation route, and ocean current patterns (<xref ref-type="bibr" rid="B83">Walsh and Nittrouer, 2003</xref>). The northern continental shelf of New Guinea is narrow and steep, with an extremely low storage capacity. Thus, &#x223c;90% of the fluvial materials are transported to the deep-sea after passing through the continental slope (<xref ref-type="bibr" rid="B38">Kineke et al., 2000</xref>). Conversely, the southern continental shelf of New Guinea (part of the Gulf of Papua) is wide and flat; thus, most fluvial sediments cannot pass through it and are deposited at the estuary, with a minimal amount transported to the deep ocean (<xref ref-type="bibr" rid="B83">Walsh and Nittrouer, 2003</xref>). Therefore, high sediment transport from New Guinea may affect the material composition of sediments in the WPWP.</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>3 Materials and methods</title>
<sec id="s3-1">
<title>3.1 Sample collection</title>
<p>The 310-cm H10 core sample (5&#xb0;30.80&#x2032;N, 139&#xb0; 59.19&#x2032;E, <xref ref-type="fig" rid="F1">Figure 1</xref>) was collected from the southern margin of the WPWP at a depth of 3,790&#xa0;m. The sediments in the study area are mainly clayey calcareous ooze with the largest number of calcareous organisms, followed by clay minerals and a small number of siliceous organisms. The core sediments were analyzed for major element concentrations, oxygen isotope ratios, clay mineral assemblage, and various magnetic parameters.</p>
</sec>
<sec id="s3-2">
<title>3.2 Method</title>
<sec id="s3-2-1">
<title>3.2.1 Age establishment</title>
<p>
<italic>Pulleniatina obliquiloculata</italic> (a planktonic foraminifera) from the H10 core was selected for oxygen isotope determination. A total of 150 oxygen isotope samples were tested in the whole column. First, each sample was soak in 5% hydrogen peroxide solution for 1&#xa0;h to remove organic impurities, the grease on the shell surface was then washed with acetone solution, dried in an oven at 60&#xa0;&#xb0;C for 5 h, and transferred to a stable isotope mass spectrometer for testing at the State Key Laboratory of Marine Geology at Tongji University. The age of the H10 station was determined by comparing the &#x3b4;<sup>18</sup>O curve of <italic>P. obliquiloculata</italic> and the LR04 Stack &#x3b4;<sup>18</sup>O curve (the global standard oxygen isotope curve) (<xref ref-type="bibr" rid="B46">Lisiecki and Raymo, 2005</xref>) (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Significant peaks and valleys were selected as the age control points (<xref ref-type="table" rid="T1">Table 1</xref>) before linear interpolation was used to obtain the final age (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Comparison with the LR04 Stack &#x3b4;<sup>18</sup>O curve revealed that the H10 core contained sedimentary records since &#x223c;330 ka. To assess the changes of sediments in the equatorial western Pacific since MIS8, we selected samples within the depth of 280&#xa0;cm for analysis.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Age control points (red cross symbol) of H10 &#x3b4;<sup>18</sup>O (compared with LR04 Stack &#x3b4;<sup>18</sup>O curve, <xref ref-type="bibr" rid="B46">Lisiecki and Raymo, 2005</xref>); and <bold>(B)</bold> age results.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g002.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Age control points at different depths of the H10 station.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Depth (cm)</th>
<th align="center">Age (kyr BP)</th>
<th align="center">The state of LR04 &#x3b4;<sup>18</sup>O</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">4</td>
<td align="center">9</td>
<td align="center">MIS1</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">18</td>
<td align="center">MIS 2</td>
</tr>
<tr>
<td align="center">46</td>
<td align="center">62</td>
<td align="center">MIS 4</td>
</tr>
<tr>
<td align="center">70</td>
<td align="center">87</td>
<td align="center">MIS 5b</td>
</tr>
<tr>
<td align="center">84</td>
<td align="center">109</td>
<td align="center">MIS 5d</td>
</tr>
<tr>
<td align="center">90</td>
<td align="center">123</td>
<td align="center">MIS 5e</td>
</tr>
<tr>
<td align="center">124</td>
<td align="center">140</td>
<td align="center">MIS 6</td>
</tr>
<tr>
<td align="center">156</td>
<td align="center">192</td>
<td align="center">MIS 7</td>
</tr>
<tr>
<td align="center">190</td>
<td align="center">217</td>
<td align="center">MIS7</td>
</tr>
<tr>
<td align="center">206</td>
<td align="center">240</td>
<td align="center">MIS7</td>
</tr>
<tr>
<td align="center">258</td>
<td align="center">286</td>
<td align="center">MIS8</td>
</tr>
<tr>
<td align="center">306</td>
<td align="center">329</td>
<td align="center">MIS9</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Determination of the magnetic parameters</title>
<p>For pre-processing, samples were extracted at intervals of 2&#xa0;cm and oven-dried at &#x3c; 35&#xb0;C. An agate mortar was used to powder the dried samples, which were then stored in sample bags. Approximately 1&#x2013;2&#xa0;g of each sample was wrapped in polyethylene plastic wrap and packed into a non-magnetic plastic box (2 &#xd7; 2 &#xd7; 2&#xa0;cm<sup>3</sup>). Another 0.2&#x2013;0.3&#xa0;g of each sample was stored in small non-magnetic capsules for subsequent analytical measurements.</p>
<p>The mass normalized magnetic susceptibility (<italic>&#x3c7;</italic>) of the sediments was measured using the MFK1-FA rotating multi-frequency Kappabridge. The low- and high-frequency magnetic susceptibilities (<italic>&#x3c7;</italic>
<sub>lf</sub> and <italic>&#x3c7;</italic>
<sub>hf</sub>) were measured with frequencies of 967 and 15,616&#xa0;Hz, respectively. The isothermal remanent magnetization (IRM) was measured with a 755-4KU Channel superconducting magnetometer and an ASC pulse magnetometer. The IRM component unmixing was performed using the web application MAX Unmix (<xref ref-type="bibr" rid="B52">Maxbauer et al., 2016</xref>). The SIRM was obtained by placing the samples in a 1&#xa0;T (maximum) magnetic field and setting a 300-mT magnetic field in the opposite direction prior to conducting measurements to obtain the corresponding IRM<sub>-300mT</sub>. The &#x201c;hard&#x201d; isothermal remanence magnetization (HIRM) was calculated using Eq. <xref ref-type="disp-formula" rid="e1">1</xref>:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mtext>HIRM</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SIRM</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>IRM</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>300</mml:mn>
<mml:mtext>mT</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>All remanent measurements were conducted in a magnetically shielded room with an accuracy of &#xd7;110<sup>&#x2212;12</sup> Am<sup>2</sup>.</p>
<p>Hysteresis loops and first-order reversal curves (FORCs) of the samples were measured using a VSM Model 8604 magnetometer system. The hysteresis loops were corrected to remove the influence of paramagnetic components and obtain the saturation magnetization (<italic>M</italic>
<sub>
<italic>s</italic>
</sub>), saturation remanence magnetization (<italic>M</italic>
<sub>
<italic>rs</italic>
</sub>), coercivity (<italic>B</italic>
<sub>
<italic>c</italic>
</sub>), and remanence coercivity (<italic>B</italic>
<sub>
<italic>cr</italic>
</sub>). All magnetic measurements above were conducted at the paleomagnetism laboratory of China University of Geosciences, Wuhan.</p>
<p>Temperature-dependent susceptibility (&#x3c7;&#x2013;T) curves of representative samples were measured using a MFK2-FA Kappabridge with CS-3 high-temperature furnace (AGICO), from 50&#xb0;C to 700&#xb0;C in an argon environment.</p>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Elemental geochemistry</title>
<p>The samples were taken at 5&#xa0;cm intervals then dried and ground before analysis. After weighing 0.05&#xa0;g of each sample into a Teflon digestion tank, 3&#xa0;ml of pure nitric acid and hydrofluoric acid (1:1) was added to each tank, the steel sleeve was stamped and sealed, and the tank was placed in an oven at 190&#xb0;C for 48&#xa0;h. After cooling, the Teflon tank was placed on an electric hot plate, the samples were evaporated to a wet salt-like state, and 1&#xa0;ml of nitric acid was added to the sample and evaporated (to remove residual hydrofluoric acid). Then, 3&#xa0;ml of nitric acid (1:1) was added, the steel sleeve was stamped and sealed again, and the tank was placed in an oven at 150&#xa0;&#xb0;C for 24&#xa0;h to ensure that the sample was extracted completely. After cooling, the extract was transferred to a clean PET (polyester) bottle and calibrated to 25.00&#xa0;g with deionized water. The samples were stored at &#x223c;4&#xb0;C until further analysis. The major element concentrations were determined using a desktop X-ray fluorescence spectrometer (XRF, SPECTRO XEPOS, Germany).</p>
<p>Carbonate content was determined using an automatic potentiometric titrator. Samples were taken at intervals of 5&#xa0;cm; based on the volumetric method, excessive hydrochloric acid was added to the sediment sample. After full reaction, the excessive hydrochloric acid was titrated with sodium hydroxide reagent. Carbonate content in the sample was calculated using Eq. <xref ref-type="disp-formula" rid="e2">2</xref> (<xref ref-type="bibr" rid="B76">Sun, 2011</xref>):<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mtext>CaCO</mml:mtext>
<mml:mn>3</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">V</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="normal">c</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>NaOH</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:msub>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi mathvariant="normal">F</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Clay mineral analysis</title>
<p>Clay mineral studies were performed on a &#x3c; 2-&#x3bc;m fraction of each sample, as previously described by <xref ref-type="bibr" rid="B84">Wan et al. (2007)</xref>. All samples were separated based on Stoke&#x2019;s settling velocity principle after removal of carbonate and organic matter by adding 15&#xa0;ml 15% H<sub>2</sub>O<sub>2</sub> and 10&#xa0;ml 25% acetic acid in 60&#xb0;C water bath for 3&#xa0;h. X-ray diffraction analysis was performed on oriented mounts with a D8 Advance diffractometer (in the Key Laboratory of Marine Geology and Environment, Institute of Oceanography, Chinese Academy of Sciences). Each sample was analyzed three times, including air drying, ethylene glycol solvation at 60&#xa0;&#xb0;C for 12 h, and heating at 550&#xb0;C for 2&#xa0;h. Three main groups, i.e., smectite (including mixed illite&#x2013;smectite), illite, and kaolinite plus chlorite, were estimated by weighting integrated peak areas of basal reflections in the glycolated state, with empirical factors (<xref ref-type="bibr" rid="B6">Biscaye, 1965</xref>). Random samples were selected for scanning (after 2&#xa0;h at 550&#xb0;C) to identify the proportions of kaolinite and chlorite from the 3.58/3.54 A double peak areas (<xref ref-type="bibr" rid="B22">Ehrmann, 1998</xref>; <xref ref-type="bibr" rid="B93">Xu et al., 2012</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>4 Results</title>
<sec id="s4-1">
<title>4.1 Profiles of geochemical elements and magnetic parameters</title>
<p>Major oxides, including Al<sub>2</sub>O<sub>3</sub> (average 3.97%), Fe<sub>2</sub>O<sub>3</sub> (average 2.13%) and TiO<sub>2</sub> (average 0.21%) (<xref ref-type="fig" rid="F3">Figures 3B&#x2013;D</xref>), which are related to terrigenous clasts, were in good agreement with the changes in oxygen isotope concentrations (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Among them, Al<sub>2</sub>O<sub>3</sub> and TiO<sub>2</sub> were more indicative of terrigenous origins (<xref ref-type="bibr" rid="B55">Murray, 1994</xref>). The CaCO<sub>3</sub> content in the study area varied from 53.96% to 85.28% (average 72.51%), and were inversely correlated with the terrestrial elements (<xref ref-type="fig" rid="F3">Figure 3E</xref>). Thus, to exclude the influence of carbonate dilution, we used the method of <xref ref-type="bibr" rid="B34">Hounslow and Maher (1999)</xref> to correct the magnetic parameters and chemical elements, i.e., normalized by the mass of the non-carbonate content of the sample. The difference in the carbonate-free basis element concentrations (TiO<sub>2cfb</sub>, Al<sub>2</sub>O<sub>3cfb</sub>, and Fe<sub>2</sub>O<sub>3cfb</sub> averaged 0.74%, 14.45%, 7.69%, respectively) remained almost the same as that before correction (the red curve in <xref ref-type="fig" rid="F3">Figure 3</xref>). Ti was almost unaffected by diagenesis and relatively stable in most sedimentary environments; therefore, it reflected the terrigenous clastic input in deep-sea sediments (<xref ref-type="bibr" rid="B29">Goldberg and Arrhenius, 1958</xref>). The low values of TiO<sub>2cfb</sub> concentration (average 0.74%) were mainly found in the MIS2, 4, 6, and 8 stages (cold periods), while the high values were mainly found in the MIS3 and 5 stages (warm periods). The changes in Fe<sub>2</sub>O<sub>3cfb</sub> concentration were consistent with TiO<sub>2cfb</sub> concentration, which were lowest in the MIS6 stage, and peaked during early MIS8 stage. The variation range of Al<sub>2</sub>O<sub>3cfb</sub> concentration was small in the MIS1-5 stages, while that of the MIS6-8 stages was large. However, it was generally high in interglacial periods, and low in glacial periods.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>
<bold>(A)</bold> Profiles of the &#x3b4;<sup>18</sup>O; <bold>(B)</bold> Fe<sub>2</sub>O<sub>3</sub> concentration and carbonate-free basis Fe<sub>2</sub>O<sub>3</sub> (Fe<sub>2</sub>O<sub>3cfb</sub>); <bold>(C)</bold> Al<sub>2</sub>O<sub>3</sub> concentration and carbonate-free basis Al<sub>2</sub>O<sub>3</sub> (Al<sub>2</sub>O<sub>3cfb</sub>); <bold>(D)</bold> TiO<sub>2</sub> concentration and carbonate-free basis TiO<sub>2</sub> (TiO<sub>2cfb</sub>); and <bold>(F,G)</bold> environmental magnetic parameters of the H10 core. Red curve represents the result of interpolation (linear interpolation at 1-ka intervals) using Matlab software.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g003.tif"/>
</fig>
<p>Since magnetic parameters and chemical elements were tested at different intervals, the corrected magnetic data (<italic>&#x3c7;</italic>
<sub>cfb</sub> and SIRM<sub>cfb</sub>) were sparse, hence the data in <xref ref-type="fig" rid="F3">Figure 3</xref> are the results of linear interpolation at a 1-ka interval to observe detailed changes, with the overall trend being similar to the prior one (<xref ref-type="fig" rid="F3">Figures 3F&#x2013;H</xref>). The types, contents, and particle sizes of the magnetic minerals in the samples were reflected using <italic>&#x3c7;</italic> and SIRM (<xref ref-type="bibr" rid="B79">Thompson and Oldfield, 1986</xref>; <xref ref-type="bibr" rid="B59">Oldfield, 1994</xref>). On the profile, <italic>&#x3c7;</italic>
<sub>cfb</sub> of the H10 samples varied greatly with a minimum, maximum, and average values of 3.3 &#xd7; 10<sup>&#x2212;7</sup>, 13.5 &#xd7; 10<sup>&#x2212;7</sup>, and 6.78 &#xd7; 10<sup>&#x2212;7</sup>&#xa0;m<sup>3</sup>/kg, respectively (<xref ref-type="fig" rid="F3">Figure 3F</xref>). The SIRM<sub>cfb</sub> distribution ranged from 7.9 &#xd7; 10<sup>&#x2212;3</sup> to 19.07 &#xd7; 10<sup>&#x2212;3</sup> Am<sup>2</sup>/kg (average 11.91 &#xd7; 10<sup>&#x2212;3</sup> Am<sup>2</sup>/kg). The high SIRM<sub>cfb</sub> values indicate that the samples contained large amounts of ferromagnetic minerals.</p>
</sec>
<sec id="s4-2">
<title>4.2 Types of magnetic minerals</title>
<p>Obtained &#x3c7;&#x2013;T curves can provide information on the mineralogy and mineral transformation during the heating process (<xref ref-type="bibr" rid="B106">Dunlop and &#x00D6;zdemir, 1997</xref>). According to the measured &#x3c7;&#x2013;T curves (<xref ref-type="fig" rid="F4">Figures 4A&#x2013;D</xref>), &#x3c7; increased rapidly with increasing temperature until &#x223c;320&#xb0;C and decreased gradually thereafter, likely due to the transformation of maghemite to hematite. At about 580&#xb0;C, &#x3c7; decreased sharply due to the presence of magnetite (<xref ref-type="bibr" rid="B107">Evans and Heller, 2003</xref>). The cooling curves are all above the heating curves, likely due to the new strongly magnetic minerals generated during the heating process. For example, iron-bearing silicate minerals or clay minerals decompose at high temperatures to form magnetite, while iron-bearing hydrate may also be transformed into magnetite (<xref ref-type="bibr" rid="B106">Dunlop and &#x00D6;zdemir, 1997</xref>; <xref ref-type="bibr" rid="B105">Hunt et al., 1995</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>&#x3c7;&#x2013;T curves of representative core H10 samples. All &#x3c7; values were normalized by &#x3c7; values at room temperature. Red and blue lines correspond to the heating and cooling processes, respectively. <bold>(A&#x2013;D)</bold> showed the results of representative samples at different depths.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g004.tif"/>
</fig>
<p>The saturation isothermal remanence acquisition curves and their reverse field demagnetization (RFD) curves were used to determine the types of magnetic minerals (<xref ref-type="bibr" rid="B15">Dankers, 1981</xref>). The five representative samples (<xref ref-type="fig" rid="F5">Figure 5A</xref>) of these curves (<xref ref-type="fig" rid="F5">Figure 5D</xref>) showed that the samples reached 70%&#x2013;80% and &#x3e;95% of saturation when the field strength was 100 and 300&#xa0;mT, respectively. The magnetic coercivities of the RFD curves were 35&#x2013;50&#xa0;mT, indicating that the main magnetic carriers were low-coercivity magnetic minerals.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Rock magnetism results from the H10 core. <bold>(A)</bold> Variations in mass normalized magnetic susceptibility (<italic>&#x3c7;</italic>); <bold>(B)</bold> hysteresis loops; <bold>(C)</bold> FORC plots; <bold>(D)</bold> IRM acquisition curves and RFD curves of representative samples.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g005.tif"/>
</fig>
<p>Morphological features of the hysteresis loops can reflect the types of magnetic minerals (<xref ref-type="bibr" rid="B61">Pike et al., 1999</xref>). Hysteresis loops of the samples formed closed curves when the magnetic field was &#x223c;200&#xa0;mT (<xref ref-type="fig" rid="F5">Figure 5B</xref>). Morphologically, the overall hysteresis loops were high and narrow, showing that the main magnetic minerals in the samples had low coercivities (predominantly magnetite). The types of magnetic minerals and state of magnetic domains of the samples could be determined based on the values of <italic>B</italic>
<sub>
<italic>c</italic>
</sub> (11.79&#x2013;17.00 mT, averaging 14.85&#xa0;mT) and <italic>B</italic>
<sub>
<italic>cr</italic>
</sub> (17.57&#x2013;40.87 mT, averaging 29.46&#xa0;mT). These were comparable to the theoretical values of 10&#xa0;mT (<italic>B</italic>
<sub>
<italic>c</italic>
</sub>) and 33&#xa0;mT (<italic>B</italic>
<sub>
<italic>cr</italic>
</sub>) for magnetite (<xref ref-type="bibr" rid="B79">Thompson and Oldfield, 1986</xref>).</p>
<p>MAX UnMix (<xref ref-type="bibr" rid="B52">Maxbauer et al., 2016</xref>) in the analysis of the magnetic components of IRM curves can be used to determine the contents of different components and the distribution range of coercivity. MAX UnMix results revealed the presence of four magnetic components in these representative samples (<xref ref-type="fig" rid="F6">Figures 6A&#x2013;E</xref>, <xref ref-type="table" rid="T2">Table 2</xref>). Component 1 (C1) of the five representative samples made a large contribution (97.6%&#x2013;98.2%), with a low medium median acquisition field (B<sub>h</sub>,18&#x2013;41&#xa0;mT) and a high dispersion parameter (DP) of 0.24&#x2013;0.31. Component 2 (C2) had relatively low B<sub>h</sub> (9.19&#x2013;13.34&#xa0;mT) and DP (0.16&#x2013;0.29) values. Component 3 (C3) had a DP of 0.17&#x2013;0.24 and a B<sub>h</sub> of 96.60&#x2013;137.71&#xa0;mT for the five samples (<xref ref-type="fig" rid="F6">Figure 6</xref>). The magnetic characteristics of hematite were identified only in component 4 (C4), but only for 6%&#x2013;9%. The dispersion of the major component (C1) was wider than that of the common biogenic &#x2018;&#x2018;hard&#x2019;&#x2019; magnetite (DP generally &#x3c;0.2) previously defined by <xref ref-type="bibr" rid="B21">Egli (2004)</xref> (supporting information are shown in <xref ref-type="table" rid="T2">Table 2</xref> and <xref ref-type="fig" rid="F6">Figure 6</xref>). This indicated that the magnetic minerals in H10 core are primarily of detrital magnetite, and possibly contain a small amount of biogenic magnetite (<xref ref-type="bibr" rid="B32">Heslop et al., 2002</xref>; <xref ref-type="bibr" rid="B1">Abrajevitch and Kodama, 2011</xref>; <xref ref-type="bibr" rid="B64">Roberts et al., 2011</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Unmixing of isothermal remanent magnetization (IRM) acquisition. <bold>(A&#x2013;E)</bold> showed the results of representative samples at different depths.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g006.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>IRM component unmixing of representative samples.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Samples (cm)</th>
<th rowspan="2" align="center">22</th>
<th rowspan="2" align="center">46</th>
<th rowspan="2" align="center">97</th>
<th rowspan="2" align="center">181</th>
<th rowspan="2" align="center">281</th>
</tr>
<tr>
<th colspan="2" align="left">Component</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="left">C1</td>
<td align="center">Bh (mT)</td>
<td align="center">41.08</td>
<td align="center">37.92</td>
<td align="center">36.85</td>
<td align="center">36.71</td>
<td align="center">37.57</td>
</tr>
<tr>
<td align="center">DP</td>
<td align="center">0.31</td>
<td align="center">0.24</td>
<td align="center">0.24</td>
<td align="center">0.27</td>
<td align="center">0.26</td>
</tr>
<tr>
<td align="center">
<italic>P</italic>
</td>
<td align="center">0.98</td>
<td align="center">0.98</td>
<td align="center">0.98</td>
<td align="center">0.98</td>
<td align="center">0.98</td>
</tr>
<tr>
<td rowspan="3" align="left">C2</td>
<td align="center">Bh (mT)</td>
<td align="center">9.18</td>
<td align="center">9.71</td>
<td align="center">10.69</td>
<td align="center">11.37</td>
<td align="center">13.34</td>
</tr>
<tr>
<td align="center">DP</td>
<td align="center">0.29</td>
<td align="center">0.24</td>
<td align="center">0.22</td>
<td align="center">0.16</td>
<td align="center">0.17</td>
</tr>
<tr>
<td align="center">
<italic>p</italic>
</td>
<td align="center">0.12</td>
<td align="center">0.17</td>
<td align="center">0.21</td>
<td align="center">0.16</td>
<td align="center">0.18</td>
</tr>
<tr>
<td rowspan="3" align="left">C3</td>
<td align="center">Bh (mT)</td>
<td align="center">114.71</td>
<td align="center">106.22</td>
<td align="center">96.60</td>
<td align="center">137.31</td>
<td align="center">125.05</td>
</tr>
<tr>
<td align="center">DP</td>
<td align="center">0.17</td>
<td align="center">0.19</td>
<td align="center">0.17</td>
<td align="center">0.24</td>
<td align="center">0.23</td>
</tr>
<tr>
<td align="center">
<italic>p</italic>
</td>
<td align="center">0.09</td>
<td align="center">0.23</td>
<td align="center">0.19</td>
<td align="center">0.20</td>
<td align="center">0.21</td>
</tr>
<tr>
<td rowspan="3" align="left">C4</td>
<td align="center">Bh (mT)</td>
<td align="center">545.22</td>
<td align="center">638.98</td>
<td align="center">190.56</td>
<td align="center">4.97</td>
<td align="center">5.57</td>
</tr>
<tr>
<td align="center">DP</td>
<td align="center">0.14</td>
<td align="center">0.19</td>
<td align="center">0.21</td>
<td align="center">0.29</td>
<td align="center">0.30</td>
</tr>
<tr>
<td align="center">
<italic>p</italic>
</td>
<td align="center">0.06</td>
<td align="center">0.09</td>
<td align="center">0.13</td>
<td align="center">0.04</td>
<td align="center">0.07</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>B<sub>h,</sub> mean remanence coercivity; DP, dispersion parameters; <italic>p</italic>, proportions.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4-3">
<title>4.3 Magnetic domain states of the magnetic minerals</title>
<p>The FORCs were used to identify the types of magnetic minerals, magnetic domain states, and inter-particles interactions (<xref ref-type="bibr" rid="B79">Thompson and Oldfield, 1986</xref>). The horizontal axis represents the distribution characteristics of the coercivity of the magnetic minerals. The coercivity in the horizontal axes were between 10 and 40&#xa0;mT (<xref ref-type="fig" rid="F5">Figure 5C</xref>). This result was attributed to the soft ferromagnetic minerals. A narrow ridge was observed along the <italic>B</italic>
<sub>
<italic>c</italic>
</sub> axis at <italic>B</italic>
<sub>
<italic>u</italic>
</sub> &#x3d; 0, indicating weak and negligible magnetostatic interactions (<xref ref-type="bibr" rid="B63">Roberts et al., 2000</xref>; <xref ref-type="bibr" rid="B95">Yamazaki and Shimono, 2013</xref>). This central ridge is a distinctive feature of the biogenic magnetite (<xref ref-type="bibr" rid="B64">Roberts et al., 2011</xref>; <xref ref-type="bibr" rid="B65">Roberts et al., 2012</xref>; <xref ref-type="bibr" rid="B98">Yamazaki, 2012</xref>). The broad component had significant magnetostatic effects, which was in sharp contrast to the central ridge component representing biogenic magnetite; it was deduced that the magnetic minerals of the core were mainly terrigenous magnetite (<xref ref-type="bibr" rid="B96">Yamazaki, 2008</xref>, <xref ref-type="bibr" rid="B97">2009</xref>), which is consistent with the results of IRM component unmixing analysis.</p>
<p>The Day diagram (<xref ref-type="bibr" rid="B20">Dunlop, 2002</xref>) is often used to determine the magnetic domain state of magnetic minerals. Most samples from the H10 core were concentrated in the PSD region (<xref ref-type="fig" rid="F7">Figure 7</xref>), close to the SD area, which was consistent with the FORC results.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Day plot of hysteresis ratios for the samples of core H10. SD, single-domain; PSD, pseudo-single-domain; MD, multi-domain; SP, superparamagnetic (modified from <xref ref-type="bibr" rid="B16">Day et al., 1977</xref>; <xref ref-type="bibr" rid="B20">Dunlop, 2002</xref>).</p>
</caption>
<graphic xlink:href="feart-10-1092686-g007.tif"/>
</fig>
</sec>
<sec id="s4-4">
<title>4.4 Composition characteristics of clay minerals</title>
<p>Regarding the studied core from the WPWP, the clay mineral assemblages mainly consisted of smectite (43%&#x2013;68%, averaging 57%), illite (19%&#x2013;37%, averaging 27%), kaolinite (2%&#x2013;10%, averaging 6%) and chlorite (5%&#x2013;16%, averaging 10%). The content of smectite was negatively correlated with those of the other three components (<xref ref-type="fig" rid="F8">Figure 8</xref>). In addition, during transitions from glacial to interglacial periods, the content of smectite initially decreased sharply and subsequently increased. High smectite content was evident mainly in interglacial periods, while low smectite content was in glacial periods; the contents of the other minerals exhibited contrasting trends.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Relative contributions of the four major clay minerals to the clay fraction of sediments in core H10.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>5 Discussion</title>
<sec id="s5-1">
<title>5.1 Provenance of sediments</title>
<p>Various clay mineral assemblages in sediments are related to the rock type, climate, degree of physical and chemical weathering, and transportation process of the provenance area and can be used to track provenance changes (<xref ref-type="bibr" rid="B47">Liu et al., 2003</xref>; <xref ref-type="bibr" rid="B85">Wan et al., 2012</xref>; <xref ref-type="bibr" rid="B102">Yu et al., 2016</xref>). Numerous studies have shown that the adjacent continents are the provenance of oceanic clay minerals (<xref ref-type="bibr" rid="B8">Chamley, 1989</xref>). The continents undergo different degrees of chemical weathering due to different rock types and weathering conditions (<xref ref-type="bibr" rid="B23">Fagel, 2007</xref>). Generally, smectite and kaolinite are often formed in warm and humid environments with strongly chemical weathering, whereas illite and chlorite are formed under cold and arid conditions (<xref ref-type="bibr" rid="B8">Chamley, 1989</xref>).</p>
<p>Clay minerals of the H10 core were compared with those of various potential provenance areas (including Luzon Island, Palau Island, China&#x2019;s Loess Plateau, and New Guinea) to understand their provenance more accurately. A ternary diagram (<xref ref-type="fig" rid="F9">Figure 9</xref>) comparative analysis showed that the H10 core contained smectite (average 57%), illite (average 27%), chlorite (average 10%), and kaolinite (average 6%). This clay mineral assemblage was intermediate between that of the Chinese Loess Plateau and Luzon Island, and closest to that of New Guinea. Illite is the main component of Quaternary loess (<xref ref-type="bibr" rid="B72">Shi et al., 2005</xref>), which has an extremely low smectite content. Therefore, the contribution of Asian aeolian dust (indicated by Chinese loess) to the clay minerals in the study area was insignificant.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Ternary diagram of the clay mineralogy of core H10 sediments. Potential source areas: Luzon Island (<xref ref-type="bibr" rid="B48">Liu et al., 2009</xref>), Palau Island (<xref ref-type="bibr" rid="B70">Seo et al., 2014</xref>), China&#x2019;s Loess Plateau (<xref ref-type="bibr" rid="B37">Kalm et al., 1996</xref>; <xref ref-type="bibr" rid="B72">Shi et al., 2005</xref>), and New Guinea (<xref ref-type="bibr" rid="B35">Howell et al., 2014</xref>; <xref ref-type="bibr" rid="B49">Liu et al., 2018</xref>).</p>
</caption>
<graphic xlink:href="feart-10-1092686-g009.tif"/>
</fig>
<p>The average contents of illite and chlorite in the core results near Luzon Island are 1% and 5%, respectively (<xref ref-type="bibr" rid="B48">Liu et al., 2009</xref>), greatly differing from our results. In addition, the clay mineral composition of Luzon during the glacial period was not significantly changed by the low paleo-temperature change. Therefore, the main source of illite in the sediments studied cannot be Luzon (<xref ref-type="bibr" rid="B93">Xu et al., 2012</xref>). Moreover, our magnetic parameters were consistent with the concentration trends of the terrestrial elements (Al<sub>2</sub>O<sub>3</sub>, TiO<sub>2</sub>, and Fe<sub>2</sub>O<sub>3</sub>), suggesting that they are derived from the same terrigenous component. The iron-rich sediments in the equatorial western Pacific are mainly fluvial inputs from New Guinea, with negligible aeolian contribution (<xref ref-type="bibr" rid="B90">Wu et al., 2012</xref>, <xref ref-type="bibr" rid="B91">2013</xref>). Therefore, we infer that the provenance of the study area is mainly from New Guinea, with minimal contributions from Asia and Luzon Island, which confirms the conclusions of <xref ref-type="bibr" rid="B91">Wu et al. (2013)</xref> and <xref ref-type="bibr" rid="B49">Liu et al. (2018)</xref> indicating that terrigenous materials in the western equatorial Pacific sediments were predominantly derived from New Guinea.</p>
<p>The Western Caroline Basin is affected by western boundary currents, such as the NGCUC, which originates from the AAIW and strongly influences the sedimentation of the western Pacific (<xref ref-type="bibr" rid="B94">Yamazaki and Horiuchi, 2016</xref>). The NGCUC is the primary ocean current flowing into EUC (<xref ref-type="bibr" rid="B91">Wu et al., 2013</xref>). Therefore, the deposited magnetic minerals and terrigenous might be transported from New Guinea to the study area by NGCUC and NGCC (<xref ref-type="bibr" rid="B81">Tsuchiya, 1991</xref>; <xref ref-type="bibr" rid="B91">Wu et al., 2013</xref>; <xref ref-type="bibr" rid="B60">Peng et al., 2021</xref>).</p>
</sec>
<sec id="s5-2">
<title>5.2 Precipitation variations at the southern margin of the WPWP over the past 300 ka</title>
<p>Herein, we focus on common features supported by elemental records (TiO<sub>2cfb</sub>) and magnetic parameters (<italic>&#x3c7;</italic>
<sub>cfb</sub>, SIRM<sub>cfb</sub>) of the H10 core to trace the precipitation variability at the southern margin of the WPWP, although these records can be affected by other factors, such as changes in ocean currents and sea level. First, previous studies suggested that the northern and southern parts of New Guinea had distinct source-to-sink patterns (<xref ref-type="bibr" rid="B83">Walsh and Nittrouer, 2003</xref>; <xref ref-type="bibr" rid="B38">Kineke et al., 2000</xref>). In high sea-level periods, most of the materials from the southern Fly River were deposited on the broad shelf and only a small amount was transported from the surface to the deep sea and into the subsurface current during the prevailing northwestern monsoon (<xref ref-type="bibr" rid="B54">Milliman, 1995</xref>; <xref ref-type="bibr" rid="B83">Walsh and Nittrouer, 2003</xref>; <xref ref-type="bibr" rid="B7">Brunskill, 2004</xref>). However, in the narrow active continental margin, fluvial materials can directly cross the continental slope, carried by a high density turbidity current forced by gravity, and can even be transported by ocean currents for long distances without being controlled by sea-level changes (<xref ref-type="fig" rid="F10">Figure 10A</xref>) (<xref ref-type="bibr" rid="B7">Brunskill, 2004</xref>). Fluvial materials from the Sepik River in the north are typically transported in this way (<xref ref-type="bibr" rid="B54">Milliman, 1995</xref>; <xref ref-type="bibr" rid="B38">Kineke et al., 2000</xref>; <xref ref-type="bibr" rid="B7">Brunskill, 2004</xref>; <xref ref-type="bibr" rid="B41">Kuehl et al., 2004</xref>). Overall, the impact of this mechanism on the study area is limited.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>The variation of precipitation index of the H10 core over the past 300 ka. <bold>(A)</bold> Sea level (<xref ref-type="bibr" rid="B74">Spratt and Lisiecki, 2014</xref>); <bold>(B)</bold> Chemical weathering indicator F<sub>ed</sub>/F<sub>et</sub> of the Xifeng loess (<xref ref-type="bibr" rid="B30">Guo et al., 2000</xref>); <bold>(C)</bold> magnetic susceptibility frequency (<italic>&#x3c7;</italic>
<sub>fd</sub>) records of the Luochuan loess (<xref ref-type="bibr" rid="B31">Hao et al., 2012</xref>); <bold>(D)</bold> carbonate-free basis <italic>&#x3c7;</italic> (<italic>&#x3c7;</italic>
<sub>cfb</sub>, magenta), carbonate-free basis SIRM (SIRM<sub>cfb</sub>, gray); <bold>(E)</bold> carbonate-free basis TiO<sub>2</sub> (TiO<sub>2cfb</sub>) of the H10 sediment; <bold>(F)</bold> CIA value of the H10 core sediment; <bold>(G)</bold> &#x3b4;<sup>18</sup>O sequence of stalagmites in the China&#x2019;s Sanbao Cave (<xref ref-type="bibr" rid="B87">Wang et al., 2008</xref>); <bold>(H)</bold> summer solar insolation at 20&#xb0; N (<xref ref-type="bibr" rid="B43">Laskar et al., 2004</xref>); <bold>(I)</bold> the ln (Ti/Ca) indicator of ITCZ swing from the MD05-2920 core. Gray bars represent the interglacial periods, and gray broken lines indicate the maximum solar insolation periods.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g010.tif"/>
</fig>
<p>Second, NGCUC and NGCC in New Guinea, as the main route of AAIW to EUC, may affect the input of terrigenous materials to the ocean. Affected by the coastal monsoon, the NGCC flow velocity in the northwest direction increases during summer, while the flow velocity in the southeast direction increases during winter. Conversely, NGCUC is relatively stable and flows northward continuously, but its velocity intensity is also affected by the coastal monsoon, which increases during summer and decreases during winter (<xref ref-type="bibr" rid="B92">Wyrtki, 1961</xref>). Therefore, monsoons may influence both precipitation and the strength of coastal currents in the region.</p>
<p>Magnetic parameters and terrestrial elements showed higher values during the interglacial periods compared with the glacial periods (<xref ref-type="fig" rid="F3">Figure 3</xref>). Additionally, the amplitudes of their variations were the highest during the interglacial period. Therefore, we infer that the primary factor may be closely related to the summer monsoon. Previous studies have reported that magnetic susceptibility in loess-paleosol could be an indicator of the EASM (<xref ref-type="bibr" rid="B18">Deng, 2007</xref>; <xref ref-type="bibr" rid="B56">Nie et al., 2016</xref>). The magnetic susceptibility frequency (<italic>&#x3c7;</italic>
<sub>fd</sub>) (<xref ref-type="bibr" rid="B31">Hao et al., 2012</xref>) and loess weathering index (F<sub>ed</sub>/F<sub>et</sub>) at the Xifeng (<xref ref-type="bibr" rid="B30">Guo et al., 2000</xref>) profile are also accepted as indicators of the EASM. Therefore, <italic>&#x3c7;</italic>
<sub>fd</sub> and loess F<sub>ed</sub>/F<sub>et</sub> (<xref ref-type="fig" rid="F10">Figures 10B,C</xref>) were selected for a comparison with our precipitation proxies (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>). The results show that the magnetic records of core H10 have similar changes with the EASM index (<italic>&#x3c7;</italic>
<sub>fd</sub> and loess F<sub>ed</sub>/F<sub>et</sub>) in the long-time scale, showing high values in the interglacial period and low values in the glacial period. This suggests that the precipitation proxies of the equatorial western Pacific sediments are closely linked with the evolution of EASM.</p>
<p>Monsoon strength affects precipitation, which determines the degree of chemical weathering at the sediment provenance area. Elemental geochemical methods have been widely used in the evolution of Asian monsoon and Pacific Ocean sediments (<xref ref-type="bibr" rid="B9">Chen et al., 2018</xref>). The Chemical Index of Alteration that excludes CaO (CIX), as a common indicator to evaluate the chemical weathering intensity of the source region (<xref ref-type="bibr" rid="B28">Garzanti et al., 2014</xref>) and is defined as follows:<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mtext>CIX</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mtext>Al</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mtext>Al</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mn>3</mml:mn>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mtext>Na</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">K</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>The CIX values of the core (<xref ref-type="fig" rid="F10">Figure 10F</xref>), which ranged between 57.0 and 68.9 (average 63.1) regularly change. The high values occurred during the warm period, indicating enhanced chemical weathering and <italic>vice versa</italic>. The high <italic>&#x3c7;</italic>
<sub>cfb</sub> and TiO<sub>2cfb</sub> content represented great flux of terrigenous detritus&#x2014;consistent with the high ratio of CIX&#x2014;exhibiting the intensified erosion, and strong flux from river transport (<xref ref-type="bibr" rid="B101">Yang et al., 2016</xref>). Chemical weathering is closely related to the enhanced summer monsoon during the warm period, thus the increase in terrigenous debris flux suggests an enhanced summer monsoon.</p>
<p>The &#x3b4;<sup>18</sup>O of stalagmites in the Sanbao Cave, China (<xref ref-type="fig" rid="F10">Figure 10G</xref>) records the precipitation variations of the EASM, which are closely related to summer solar insolation in the northern hemisphere (<xref ref-type="bibr" rid="B10">Cheng et al., 2017</xref>). Our precipitation proxies (<xref ref-type="fig" rid="F10">Figures 10D,E</xref>) exhibited an inverse correlation with the northern hemisphere summer solar insolation (<xref ref-type="fig" rid="F10">Figure 10H</xref>). With maximum summer solar insolation, our precipitation indicators showed minimum values. This relationship was particularly apparent in the MIS3, 5, and 8 periods. The variations of various parameters during interglacial periods are likely related to the variations of solar radiation. <xref ref-type="fig" rid="F10">Figure 10H</xref> shows that the variations of solar radiation were also relatively large during interglacial periods. In this study area, considering the factors affecting paleo-precipitation changes in the southern margin of the WPWP, we believe that the inverse correlation between our precipitation proxies and the solar insolation in the northern hemisphere is due to the ITCZ migration. The precipitations for the northern continental and the southern ocean are in contrast as the increased solar insolation in the northern hemisphere moved the ITCZ northward (<xref ref-type="bibr" rid="B36">Igarashi and Oba, 2006</xref>; <xref ref-type="bibr" rid="B78">Tachikawa et al., 2014</xref>). The ln (Ti/Ca) index (<xref ref-type="fig" rid="F10">Figure 10I</xref>) from sediments in northern New Guinea indicate oscillations in the ITCZ, with a southerly shift of the ITCZ corresponding to high values of our indices (<italic>&#x3c7;</italic>
<sub>cfb</sub>, SIRM<sub>cfb</sub> and TiO<sub>2cfb</sub>) and a northerly shift of the ITCZ corresponding to low values of those indices.</p>
<p>A similar pattern was recorded in the cores MD06-3067 (6&#xb0;30.86&#x2032;N, 126&#xb0;29.86&#x2032;E) and KR0515-PC2 (0&#xb0;08.99&#x2032;S, 138&#xb0;56.97&#x2032;E) (<xref ref-type="bibr" rid="B39">Kissel et al., 2010</xref>; <xref ref-type="bibr" rid="B94">Yamazaki and Horiuchi, 2016</xref>), which were attributed to the migration of the ITCZ, ocean currents, or monsoons. Other studies also proposed that the migration of ITCZ caused local precipitation changes (<xref ref-type="bibr" rid="B90">Wu et al., 2012</xref>).</p>
<p>There are two possible reasons why our precipitation index showed the opposite relationship with the EASM intensity recorded by loess and stalagmite. First, both the loess magnetic sensitivity index and stalagmite oxygen isotopes are widely recognized as EASM indicators. However, the former suggests that the EASM variability is dominated by the glacial&#x2013;interglacial cycles (&#x223c;100 ka), with the precession period being of minor importance; this is obviously different from that suggested by the stalagmite oxygen isotope sequence (<xref ref-type="bibr" rid="B75">Sun et al., 2006</xref>). <xref ref-type="bibr" rid="B11">Cheng et al. (2021)</xref> concluded that this difference is related to the variation of precipitation due to the precession cycles and the significant change of loess accumulation rate. In other words, the simple magnetic susceptibility index underestimates the precipitation changes due to the precession cycles, while the ASM is mainly driven by precession (<xref ref-type="bibr" rid="B40">Kong et al., 2020</xref>). Our magnetic parameters and geochemical element records are positively correlated with the loess index at the glacial&#x2013;interglacial cycles; at the precession cycles, they are correlated with the stalagmite index, albeit exhibiting negative correlations. In brief, our sedimentary record is closely related to the summer monsoon. The two indicators exhibiting contrasting trends may be attributed to differences in resolution. Second, since New Guinea is the primary source area for the transport of terrestrial components to the study area, the precipitation and ocean current changes in New Guinea are controlled by the Australian monsoon, our precipitation records thus may be influenced by the Asia&#x2013;Australia monsoon system, which is the manifestation of ITCZ migration. Therefore, we believe that the precipitation in the western equatorial Pacific is mainly affected by the movement of ITCZ and monsoon precipitation, which further affects the amount of provenance input in the study area.</p>
<p>The variation in the ITCZ shifting indicated by ln (Ti/Ca) exhibited a distinct precession cycle (<xref ref-type="bibr" rid="B77">Tachikawa et al., 2011</xref>). To extract the components of the orbital periods throughout the paleoenvironmental evolution, we used the Acycle 2.4.0 software (<xref ref-type="bibr" rid="B44">Li et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Li et al., 2019</xref>) to perform Lomb&#x2013;Scargle spectrum analysis (<xref ref-type="bibr" rid="B50">Lomb, 1976</xref>; <xref ref-type="bibr" rid="B68">Scargle, 1982</xref>) on <italic>&#x3c7;</italic> and SIRM.</p>
<p>According to the energy spectrum results (<xref ref-type="fig" rid="F11">Figure 11</xref>), both <italic>&#x3c7;</italic> and SIRM exhibited significant precession periods of 19.6 ka in the high-frequency band, whereas poorly correlated (or non-existent) periods were found in the mid- and low-frequency bands. Among them, the 53.8 ka period in the mid-frequency band resulted from the combined effect of precession and inclination (<xref ref-type="bibr" rid="B4">Berger, 1977</xref>, <xref ref-type="bibr" rid="B5">1978</xref>) and is considered to be a large-scale solar insolation event (<xref ref-type="bibr" rid="B12">Clemens et al., 1991</xref>). The 161.3 ka period in the low-frequency band was not evident. The 19.6 ka period in the high-frequency band demonstrated a high confidence level; therefore, we hypothesize that precession forcing controls the precipitation variability over the southern margin of the WPWP. After the <italic>&#x3c7;</italic> and SIRM precession cycles were superimposed on the glacial&#x2013;interglacial sequence, the concentrations of interglacial magnetic minerals and high contents of terrigenous assemblages corresponded to the strong summer monsoon and abundant precipitation in the southern margin of the WPWP. An energy spectrum analysis revealed a dominant precession period, in accordance with previous simulation results of the Milankovitch cycles at various latitudes. This precession period played a significant role in the low-latitude regions (<xref ref-type="bibr" rid="B73">Short et al., 1991</xref>). Therefore, we hypothesize that the precipitation change in the southern margin of the WPWP region is regulated by precession.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Time series analysis of &#x3c7; and SIRM. They were interpolated to a median 0.2-m sample rate. Confidence levels in this study were determined following the robust noise modelling methods of <xref ref-type="bibr" rid="B51">Mann and Lees (1996)</xref>.</p>
</caption>
<graphic xlink:href="feart-10-1092686-g011.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>To investigate precipitation changes in the tropical western Pacific, we determined the chemical composition, clay mineral composition, and magnetic parameters of marine sediment core H10 since MIS8. Deposition in the equatorial western Pacific is associated with high terrigenous deposition rates and abundant year-round precipitation in the northern part of the neighboring island of New Guinea. Through a comparative analysis of the mineral assemblage characteristics of core H10 and the potential provenance area, it is concluded that the provenance of core H10 is mainly from the input of the coastal current of New Guinea.</p>
<p>The &#x3c7; and SIRM indices of precipitation records are basically inversely correlated with the &#x3b4;<sup>18</sup>O records of stalagmites in Sanbao Cave, China&#x2014;which represent the intensity of EASM&#x2014;indicating a close relationship between the Australian monsoon and East Asian monsoon in the past four climate cycles. The precipitation records vary in phase with EASM on glacial-interglacial cycles, by in reverse phase during precessional cycles. It indicates that the precipitation changes in the western Pacific may be affected by both high and low latitudes, and the phase relationship with the EASM also differs at different time scales. The spectral analysis of &#x3c7; and SIRM components showed that the precipitation in the western equatorial Pacific has a significant precession period, which further indicates that the interhemispheric orbital forcing is the dominant factor determining the precipitation in the western equatorial Pacific.</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/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>GW: conceptualization, methodology, software, formal analysis, and writing (original draft preparation, and review and editing). JX: conceptualization, methodology, data curation, validation, formal analysis, investigation, resources, writing (review and editing), funding acquisition, project administration. ZJ: methodology, validation, formal analysis, resources, writing (review and editing). GL: resources, supervision. YZ: software, methodology. WZ: validation, funding acquisition, writing (review and editing). YL: investigation, software, visualization. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This research was funded by the Global Change and Air-Sea Interaction Project granted by the Ministry of Natural Resources of China (grant number GASI-02-PAC-CJ15) the National Natural Science Foundation of China (grants 42,103,027, 41,976,198, 42,274,089 and 91,858,203), and the Taishan Scholar grant to Guangxue Li.</p>
</sec>
<ack>
<p>The authors would like to thank the crew and scientists on the voyage of GASI-02-PAC-CJ15 cruise for sample collection.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<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 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>
<sec id="s12">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2022.1092686/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2022.1092686/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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