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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">865174</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.865174</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>Reconstruction of Aeolian Activity Variability in the Central Tibetan Plateau From Grain-Size Distributions: End-Member Modeling and Source Attribution of Sediments From Lake Selin Co</article-title>
<alt-title alt-title-type="left-running-head">Zhang et al.</alt-title>
<alt-title alt-title-type="right-running-head">Aeolian Activity of Tibetan Plateau</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Chunhui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1380791/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Wanyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/846898/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yao</surname>
<given-names>Jinjiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wan</surname>
<given-names>Renchao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1660633/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Huwei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hou</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Chengjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Earth Sciences &#x26; Key Laboratory of Mineral Resources in Western China (Gansu Province)</institution>, <institution>Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Oil and Gas Resources Research</institution>, <institution>Northwest Institute of Eco-Environment and Resources</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Lanzhou</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/1306394/overview">Yongli Wang</ext-link>, Institute of Geology and Geophysics (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/1097653/overview">Xianyong Cao</ext-link>, Institute of Tibetan Plateau Research (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1621717/overview">Wenxia Han</ext-link>, Linyi University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Wanyi Zhang, <email>zhangwanyi@lzu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Quaternary Science, Geomorphology and Paleoenvironment, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>865174</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhang, Zhang, Liu, Yao, Wan, Li, Hou and Zhang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhang, Zhang, Liu, Yao, Wan, Li, Hou and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The grain size analysis and end-member modeling of clastic fractions in the Selin Co basin sedimentary sequence have been revealing variations of aeolian activity in the central Tibetan Plateau since 3,900&#xa0;cal&#xa0;yr BP. The grain-size distributions measured in this study were classified into three statistical end-members that may be connected to clastic material inputs from a variety of sources and transport processes. Among these, the EM3 fraction (modal grain size of &#x223c;138&#xa0;&#x3bc;m) was suggested to indicate the aeolian activity history in the central Tibetan Plateau. The results indicate that the aeolian activity in this region occurred under dry and cold conditions since 3,900&#xa0;cal&#xa0;yr BP, with three strong aeolian activity intervals at 3,200&#x2013;2,900&#xa0;cal&#xa0;yr BP, 2,400&#x2013;1,400&#xa0;cal&#xa0;yr BP, and after 130&#xa0;cal&#xa0;yr BP. Comparison with other records showed that solar insolation, weakening Indian summer monsoon, and the strengthening westerlies have a direct relationship with the aeolian activity in the central Tibetan Plateau. We therefore suggest that the atmospheric circulation patterns and effective humidity may have a strong impact on the water balance and weathering intensity in the arid and semiarid areas, hence affecting dust emissions. Also, the coarse detrital end-member fraction of lake sediments is suggested as a potential aeolian activity proxy.</p>
</abstract>
<kwd-group>
<kwd>central Tibetan Plateau</kwd>
<kwd>Lake Selin Co</kwd>
<kwd>end-member analysis</kwd>
<kwd>aeolian activity</kwd>
<kwd>Indian summer monsoon</kwd>
<kwd>the westerlies</kwd>
</kwd-group>
<contract-num rid="cn001">41571177 41601187 41872146</contract-num>
<contract-num rid="cn002">lzujbky-2019-46</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">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Aeolian activity has garnered considerable attention from the government and academics as one of the most serious ecological and environmental challenges in Western China. It has a negative impact on human health, contributes to desertification, and has other environmental implications (<xref ref-type="bibr" rid="B39">Okin et al., 2001</xref>; <xref ref-type="bibr" rid="B15">Esmaeil et al., 2014</xref>). Dust released from aeolian activity plays an active role in modulating global climatic change, and the resulting change, in turn, influences the dust emission (<xref ref-type="bibr" rid="B37">Maher et al., 2010</xref>; <xref ref-type="bibr" rid="B56">Wang et al., 2013</xref>). Therefore, investigating dust history helps elucidate the releasing processes and shed light on the mechanisms behind the relationship between dust release and climatic change over time. It contributes to our growing understanding of the ocean&#x2013;atmosphere&#x2013;land interactions that govern the climate system. However, the dust storm events inferred from meteorological data and historical archives are insufficient to reconstruct the history of aeolian activity over past periods in the arid and semiarid regions of China, especially paleoenvironmental reconstruction based on environmental proxies is an indispensable method in the areas without history records (<xref ref-type="bibr" rid="B42">Qiang et al., 2007</xref>). Additional records from the local region are essential for improving our understanding of regional climate systems.</p>
<p>Lakes in arid regions are natural dust traps resulting in the deposition of continuous sediment that can provide a high-quality sedimentary record for paleoenvironmental changes, especially long-term changes associated with aeolian dust deposition (<xref ref-type="bibr" rid="B1">An et al., 2011</xref>; <xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>). The nature of dust grain size in lake sediments in the Central Asian arid zone can reflect Asian monsoon system change and wind intensity (<xref ref-type="bibr" rid="B42">Qiang et al., 2007</xref>). Therefore, aeolian grain-size distributions (GSDs) from the lake sediments are the most commonly applied proxy in reconstructing past aeolian activity in the Tibetan Plateau region (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="B43">Qiang et al., 2014</xref>; <xref ref-type="bibr" rid="B59">Wu et al., 2020</xref>). Owing to the complexity of the sources of lake sediments, it is important to understand how to distinguish the aeolian fractions and their proportions in lake sediments (<xref ref-type="bibr" rid="B66">Zhang et al., 2021</xref>). Several relevant investigations have determined the contribution of aeolian sediments by comparing the grain-size distributions of lake sediments and regional aeolian sediments (<xref ref-type="bibr" rid="B42">Qiang et al., 2007</xref>; <xref ref-type="bibr" rid="B43">Qiang et al., 2014</xref>). Moreover, several researchers have used mathematical methods to analyze grain size data and build models to identify the sources of various sediments; these models, so-called &#x201c;end-member models,&#x201d; have been developed by Paterson and Heslop in 2015. For example, <xref ref-type="bibr" rid="B12">Dietze et al. (2012)</xref> applied the end-member modeling analysis (EMMA) on Lake Donggi Cona and identified the following five end-members: EM1 (8.4&#x3c6;, 3.5&#xa0;&#xb5;m) represents suspended sediment from fluvial and alluvial processes, EM2 (6&#x3c6;, 15.7&#xa0;&#xb5;m) represents local dust, EM3 (4.4&#x3c6;, 47&#xa0;&#xb5;m) represents sandy well-sorted, probably dune sediment, EM4 (3&#x3c6;, 125&#xa0;&#xb5;m) represents remote dust, and EM5 (1.7&#x3c6;, 310&#xa0;&#xb5;m) which is poorly sorted, has actually three prominent modes, typical of fluvial and onshore deposition. The end-member model analysis has been successfully applied to determine the aeolian fractions in lake sediments (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="B59">Wu et al., 2020</xref>; <xref ref-type="bibr" rid="B66">Zhang et al., 2021</xref>).</p>
<p>The Tibetan Plateau, which is influenced by the Asian monsoon and the mid-latitude westerlies, is one of Central Asia&#x2019;s dust-producing regions (<xref ref-type="bibr" rid="B14">Dong et al., 2020</xref>). Lake Selin Co, located in the central Tibetan Plateau, is relatively unaffected by human activities. Therefore, it is one of the ideal lakes for studying aeolian activity. Meanwhile, due to its scarce precipitation and a sufficiently large lake surface, the coarse-grained fraction in the sediment at the center of the lake is less influenced by fluvial input (<xref ref-type="bibr" rid="B10">Deckker et al., 1991</xref>), which maybe come from air sources. Moreover, previous research has rebuilt the overall framework of monsoonal and paleoenvironmental changes in the Selin Co region using grain size characteristics, geochemical studies, and isotopic studies (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>; <xref ref-type="bibr" rid="B38">Morinaga et al., 1993</xref>; <xref ref-type="bibr" rid="B28">Kashiwaya et al., 1995</xref>; <xref ref-type="bibr" rid="B20">Gyawali et al., 2019</xref>). Recent studies (<xref ref-type="bibr" rid="B45">Shi et al., 2017</xref>; <xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>) used optically stimulated luminescence to date beach ridges in Lake Selin Co to monitor lake-level fluctuation. All previous studies provided basic archives between climate and aeolian activity.</p>
<p>In this article, a 1.79-m lake core from Lake Selin Co has been collected, and the grain size end-member model analysis was applied to the Lake Selin Co sediments since the Late Holocene as well as the aeolian components were identified to reconstruct the past aeolian activity in the central Tibetan Plateau.</p>
<sec id="s1-1">
<title>2 REGIONAL SETTING</title>
<p>Selin Co is a brackish lake located in the central Tibetan Plateau (88&#xb0;32&#x2032;-89&#xb0;22&#x2032;E, 31&#xb0;32&#x2032;-32&#xb0;07&#x2032;N, 4,530&#xa0;m, above the sea level), about 90&#xa0;km west of Bange County in Naqu District. The lake consists of two parts. The eastern part has a larger area and has a shallower water body with a maximum water depth of ca. 35&#xa0;m; the western part is relatively smaller but has a deeper water body (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). Lake Selin Co covers a total area of &#x223c;3,262&#xa0;km<sup>2</sup>. The pH value is 9.6, and the salinity is approximately 17.45%. It is a sodium sulfate-type brackish water lake. The total ion concentration in the lake is 11.07&#xa0;g/L. The cation primarily is Na<sup>&#x2b;</sup> with some K<sup>&#x2b;</sup>, Mg<sup>2&#x2b;</sup>, and Ca<sup>2&#x2b;</sup>; the anion primarily is SO<sub>4</sub>
<sup>2-</sup> with some Cl<sup>&#x2212;</sup>, HCO<sub>3</sub>
<sup>&#x2212;</sup>, and CO<sub>3</sub>
<sup>2-</sup> (<xref ref-type="bibr" rid="B18">Gu et al., 1994</xref>; <xref ref-type="bibr" rid="B11">DeJi et al., 2018</xref>; <xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Location of Lake Selin Co (black square) in the central Tibetan Plateau. <bold>(B)</bold> Core SL-4 site (red star) in Lake Selin Co (<xref ref-type="bibr" rid="B64">Yu et al., 2019</xref>). <bold>(C)</bold> Multi-year average monthly temperature and precipitation record (1979&#x2013;2017; <xref ref-type="bibr" rid="B51">Wang et al., 2020</xref>). The modern East Asian monsoon limit is shown by the red dashed line (<xref ref-type="bibr" rid="B16">Gao 1962</xref>); ISM and EASM mean the Indian summer monsoon and East Asia summer monsoon, respectively.</p>
</caption>
<graphic xlink:href="feart-10-865174-g001.tif"/>
</fig>
<p>The drainage system is largely developed in the Selin Co catchment, and the main perennial and seasonal rivers are Zhajia River, Zhagen River, Ali River, and Boqu River (<xref ref-type="fig" rid="F1">Figure 1B</xref>; <xref ref-type="bibr" rid="B11">DeJi et al., 2018</xref>; <xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). The Zhajia River originates in the Tanggula mountains, Geladandong, Jiregepa, and other snow mountains that fill into Lake Selin Co at the north shore of the eastern part. The Zhagen River, an intermittent river with shallow and clear water during the rainy season, originates from the Jiagang snow mountain in the east of Gyaring Co and enters Lake Selin Co from the west shore. The shallower Ali River, a clear seasonal river, infuses the western part of Lake Selin Co. The Boqu River is an intermittent river that originates from the Baburi snow mountain and empties into eastern Lake Selin Co (<xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). The glacier covers an area of around 593&#xa0;km<sup>2</sup> or about 1% of the total catchment area of Lake Selin Co (<xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>). The Lake Selin Co&#x2019;s principal supply source is glacial meltwater (<xref ref-type="bibr" rid="B11">DeJi et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>).</p>
<p>The Lake Selin Co region is mainly affected by the Indian summer monsoon and westerlies (<xref ref-type="bibr" rid="B20">Gyawali et al., 2019</xref>). According to remote sensing and field observations, Lake Selin Co is typically covered in ice from late December to mid-April of the following year (<xref ref-type="bibr" rid="B32">Krop&#xe1;&#x10d;ek et al., 2013</xref>; <xref ref-type="bibr" rid="B67">Zhang et al., 2014</xref>; <xref ref-type="bibr" rid="B19">Guo et al., 2016</xref>). Annual precipitation ranges between 290 and 321&#xa0;mm, and the annual evaporation total can reach 2,176&#xa0;mm. The average annual temperature is 0.8&#x2013;1.0&#xb0;C, and the number of annual gale days (i.e., winds &#x3e;62&#xa0;kmhr<sup>&#x2212;1</sup>) is between 103 and 132&#xa0;days (<xref ref-type="bibr" rid="B9">Da 2011</xref>). Except for May to September, the other months&#x2019; mean temperatures in the Lake Selin Co area are below 0&#xb0;C. Precipitation is the heaviest between June and September, contributing to 83% of annual precipitation; yet, the basin&#x2019;s multiyear average monthly precipitation is less than 10&#xa0;mm from November to March (<xref ref-type="fig" rid="F1">Figure 1C</xref>; <xref ref-type="bibr" rid="B51">Wang et al., 2020</xref>).</p>
<p>Modern dust storm events in the central Tibetan Plateau are recorded by meteorological stations at Shenza (30&#xb0;56&#x2032;N, 88&#xb0;42&#x2032;E, 4,680&#xa0;m) and Wudaoliang (35&#xb0;12&#x2032;N, 93&#xb0;06&#x2032;E, 4,800&#xa0;m) and primarily emerge from December to April (1961&#x2013;2000; <xref ref-type="fig" rid="F2">Figure 2</xref>; <xref ref-type="bibr" rid="B22">Han et al., 2008</xref>), owing to the absence of precipitation in the winter and early spring as well as the accompanying high frequency of wind (<xref ref-type="bibr" rid="B3">Bai et al., 2006</xref>). Therefore, the dust that falls into Lake Selin Co occurs primarily during the winter (December to April). The main vegetation types are alpine prairie, alpine meadows, and alpine shrubbery (<xref ref-type="bibr" rid="B31">Kou et al., 2021</xref>). The <italic>Aytemisia wellby</italic> grassland occupies the lake basin&#x2019;s periphery, while the <italic>Kobresia littledalei</italic> swampy meadow covers the river shoal and low swampy ground along the shoreline (<xref ref-type="bibr" rid="B46">Sun et al., 1993</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Monthly dust storm days (average of 1961&#x2013;2000) in the central Tibetan Plateau (<xref ref-type="bibr" rid="B22">Han et al., 2008</xref>).</p>
</caption>
<graphic xlink:href="feart-10-865174-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s2">
<title>3 Materials and Methods</title>
<sec id="s2-1">
<title>3.1 Core Sampling and Preparation</title>
<p>A total of six lake cores were drilled in the western part of Lake Selin Co at a water depth of 30&#xa0;m. The longest core measures 2.78&#xa0;m (<xref ref-type="bibr" rid="B50">Wang and Zheng 2014</xref>). A 1.79-m core SL-4 was sliced at 1&#xa0;cm intervals. For grain size testing, 167 samples were prepared. The upper half of the core is composed primarily of gray&#x2013;white medium-fine sand or fine silt with an interlayer of black clay, while the lower section is composed primarily of gray&#x2013;black and black clay with a reasonably fine lithology. <xref ref-type="fig" rid="F5">Figure 5</xref> illustrates the detailed lithology.</p>
</sec>
<sec id="s2-2">
<title>3.2 AMS <sup>14</sup>C Age Dating</title>
<p>6 AMS <sup>14</sup>C was extracted from bulk organic matter samples at the Beta <sup>14</sup>C Lab in the United States (<xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="fig" rid="F3">Figure 3</xref>). Calibration of the <sup>14</sup>C dates was performed using the IntCal13 calibration curve (<xref ref-type="bibr" rid="B44">Reimer et al., 2013</xref>). The age model was established using the Bacon package within the R open-source statistical environment by fitting a polynomial function to the age&#x2013;depth data (<xref ref-type="bibr" rid="B6">Blaauw and Christen 2011</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Radiocarbon ages for samples from cores collected at Lake Selin Co.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample ID</th>
<th align="center">BETA Lab ID</th>
<th align="center">Depth (cm)</th>
<th align="center">Dating material</th>
<th align="center">
<sup>14</sup>C age (yr BP)</th>
<th align="center">
<sup>14</sup>C error</th>
<th align="center">RA-corrected <sup>14</sup>C age (yr BP)</th>
<th align="center">Calibrated age (yr BP)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">SL-4C-1</td>
<td align="char" char=".">548798</td>
<td align="char" char=".">10</td>
<td align="left">Organic matter</td>
<td align="char" char=".">2,370</td>
<td align="char" char=".">30</td>
<td align="char" char=".">121</td>
<td align="char" char=".">197</td>
</tr>
<tr>
<td align="left">SL-4C-2</td>
<td align="char" char=".">548799</td>
<td align="char" char=".">31</td>
<td align="left">Organic matter</td>
<td align="char" char=".">3,530</td>
<td align="char" char=".">30</td>
<td align="char" char=".">1,281</td>
<td align="char" char=".">1,202</td>
</tr>
<tr>
<td align="left">SL-4C-3</td>
<td align="char" char=".">548800</td>
<td align="char" char=".">73.75</td>
<td align="left">Organic matter</td>
<td align="char" char=".">4,740</td>
<td align="char" char=".">30</td>
<td align="char" char=".">2,491</td>
<td align="char" char=".">2,400</td>
</tr>
<tr>
<td align="left">SL-4C-4</td>
<td align="char" char=".">548801</td>
<td align="char" char=".">112.5</td>
<td align="left">Organic matter</td>
<td align="char" char=".">4,850</td>
<td align="char" char=".">30</td>
<td align="char" char=".">2,601</td>
<td align="char" char=".">2,765</td>
</tr>
<tr>
<td align="left">SL-4C-5</td>
<td align="char" char=".">548802</td>
<td align="char" char=".">151</td>
<td align="left">Organic matter</td>
<td align="char" char=".">5,280</td>
<td align="char" char=".">30</td>
<td align="char" char=".">3,031</td>
<td align="char" char=".">3,286</td>
</tr>
<tr>
<td align="left">SL-4C-6</td>
<td align="char" char=".">548803</td>
<td align="char" char=".">177.5</td>
<td align="left">Organic matter</td>
<td align="char" char=".">5,810</td>
<td align="char" char=".">30</td>
<td align="char" char=".">3,561</td>
<td align="char" char=".">3,844</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Age&#x2013;depth model for core SL-4. The blue area shows the probability density of the calibrated result for each radiocarbon date. The gray scale indicates the probability density function of the age&#x2013;depth modeling. The red lines indicate the weighted mean ages, which were used for all curves throughout the study.</p>
</caption>
<graphic xlink:href="feart-10-865174-g003.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>3.3 Grain-Size Measurement and End-Member Modeling</title>
<p>To eliminate organic matter and carbonates from subsamples, they were pre-treated by boiling with H<sub>2</sub>O<sub>2</sub> (10%) and HCl (10%). The samples were then added to distilled water and left overnight. Afterward, the samples were dispersed for 5&#xa0;min with 10&#xa0;ml sodium hexametaphosphate on an ultrasonic vibrator to completely disaggregate the particles prior to grain size analysis.</p>
<p>A Malvern Mastersizer 2000 instrument was used to determine the grain size. The range of measurement is 0.02&#x2013;2000&#xa0;&#x3bc;m. The repeated measurement error is less than 2%. Then, the samples were inserted into the system using a Hydro MV module. The sample quantity was adjusted to obtain a laser-beam obscuration of between 10 and 20%. The average GSDs for each sample (<italic>n</italic> &#x3d; 167) were calculated using two repeated measurements and served as the input data for the end-member analysis. The acquired GSDs were unmixed using the MATLAB graphical user interface software program AnalySize.</p>
</sec>
</sec>
<sec id="s3">
<title>4 Results</title>
<sec id="s3-1">
<title>4.1 Chronology</title>
<p>To determine the reservoir effect from the core, the &#x201c;intercept method&#x201d; was used (<xref ref-type="bibr" rid="B25">Hou et al., 2012</xref>). <xref ref-type="bibr" rid="B68">Zhang et al. (2016)</xref> proposed that the regression approach is not restricted to linear types and introduced quadratic-type regressions. Usually, the regression with the highest correlation (represented by <italic>R</italic>
<sup>2</sup> values) is used to describe the age&#x2013;depth relationship. In this study, the quadratic relationship gives a higher <italic>R</italic>
<sup>2</sup> value than the linear equation. There is an intercept of 2,249&#xa0;years BP according to quadratic-type regression (<italic>R</italic>
<sup>2</sup> &#x3d; 0.9522). <xref ref-type="bibr" rid="B50">Wang and Zheng (2014)</xref>, and <xref ref-type="bibr" rid="B20">Gyawali et al. (2019)</xref> calculated the reservoir age to be 1890 and 2,635&#xa0;years from Lake Selin Co. The inconsistency in the predicted reservoir was probably caused by cores obtained from different locations. However, there are no discernible variations between the reservoir age calculated in this study and the results of earlier investigations. Therefore, the reservoir age in this study was 2,249&#xa0;years BP.</p>
<p>It was subtracted from all measured <sup>14</sup>C ages assuming a constant reservoir age throughout the depth. The reservoir effect-adjusted chronology was loaded into Bacon software after deducting the reservoir age. A Bayesian accumulation model was used to establish an age&#x2013;depth model (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="bibr" rid="B6">Blaauw and Christen 2011</xref>). At the bottom of the core, the old stage was about 3,900&#xa0;cal&#xa0;yr BP. The average sedimentation rate is 0.046&#xa0;cm/yr. The average rate calculated in this study is essentially same as the <xref ref-type="bibr" rid="B20">Gyawali&#x2019;s et al. (2019)</xref> average sedimentation rate of 0.045&#xa0;cm/yr, which is slightly lower than the average sedimentation rate of 0.052&#xa0;cm/yr calculated by <xref ref-type="bibr" rid="B50">Wang and Zheng (2014)</xref>.</p>
</sec>
<sec id="s3-2">
<title>4.2 Grain Size Results</title>
<p>The sediments of Lake Selin Co contain sand, silt, and clay components. However, a polymodal grain-size distribution is revealed when all samples (<italic>n</italic> &#x3d; 167) are superimposed. Hence, all the GSD data were separated by the AnalySize program, and the minimum number of end-members (EMs) required is also determined based on the calculated coefficient of determinations (<italic>R</italic>
<sup>2</sup>) and angular deviation (<xref ref-type="bibr" rid="B41">Paterson and Heslop 2015</xref>). As the number of EMs increases, the goodness-of-fit statistics show an increasing fit (higher <italic>R</italic>
<sup>2</sup>) to the raw GSDs spectra (<xref ref-type="fig" rid="F4">Figure 4A</xref>). According to <xref ref-type="fig" rid="F4">Figures 4A,B</xref>, the third end-member represents a critical position in terms of linear correlations and angular deviation. Therefore, the three end-members fit in minimum EMs with relatively high <italic>R</italic>
<sup>2</sup>. So, we chose a three-EM model to depict the particle sources and deposition process in Lake Selin Co since the Late Holocene. The end-member modal sizes are 2.9&#xa0;&#x3bc;m (EM1), 5&#xa0;&#x3bc;m (EM2), and 138&#xa0;&#x3bc;m (EM3; <xref ref-type="fig" rid="F4">Figure 4C</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>End-member modeling results for core SL-4. <bold>(A)</bold> Increasing coefficient of determination (<italic>R</italic>
<sup>2</sup>) as a function of the number of end-members (EMs) chosen to model the observed GSDs, from 1 to 10. <bold>(B)</bold> Angular differences (in degrees) between the reconstructed and observed data sets as a function of the number of end-members. <bold>(C)</bold> Plot of some observed GSDs (gray shading) overlain with the three retained EMs (colored lines) together. All EMs have a unimodal distribution, with varying width and amplitude.</p>
</caption>
<graphic xlink:href="feart-10-865174-g004.tif"/>
</fig>
<p>The percentage contents of these three modeled end-members are shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. EM1 is the most abundant particle fraction throughout the whole core and is highly varied, ranging from &#x223c;12.9 to &#x223c;98.4%. The relative abundance of EM2 varies between 0 and &#x223c;56.3%. EM3 ranges from 0 to &#x223c;77.7%, with very low percentages throughout the core and moderately high percentages outside at some intervals (e.g., 76&#x2013;38&#xa0;cm, 148&#x2013;125&#xa0;cm, and 7&#x2013;0&#xa0;cm).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>SL-4 core variation in the % abundance of all three modeled end-members.</p>
</caption>
<graphic xlink:href="feart-10-865174-g005.tif"/>
</fig>
<p>The grain size changes in the SL-4 core sediments are classified into four stages: 179&#x2013;76&#xa0;cm, 76&#x2013;38&#xa0;cm, 38&#x2013;7&#xa0;cm, and greater than 7&#xa0;cm (<xref ref-type="fig" rid="F5">Figure 5</xref>). Between 179 and 76&#xa0;cm (stage &#x2160;), the proportions of EM1, EM2, and EM3 are 43.7&#x2013;98.4%, 0&#x2013;56.3%, and 0&#x2013;24.1%, respectively, with 74.6, 21.3, and 4.0% as the corresponding averages. From 76 to 38&#xa0;cm (stage &#x2161;), the EM1 ranges from 18.9 to 88.9% with an average of 61%, EM2 ranges from 0 to 22.1% with an average of 6.0%, and EM3 ranges from 7.1 to 71.8% with an average of 33%. Between 38 and 7&#xa0;cm (stage &#x2162;), the proportions of EM1, EM2, and EM3 range from 12.9 to 97.9% (average 74.2%), 0&#x2013;29.7% (average 9.4%), and 2.1&#x2013;77.7% (average 16.4%), respectively. Above 7&#xa0;cm (stage &#x2163;), the proportions of EM1, EM2, and EM3 range from 29.7 to 85.5% (average 46.4%), 0&#x2013;11.1% (average 6.9%), and 14.5&#x2013;60.5% (average 46.7%), respectively.</p>
<p>To better understand the sediment constitution and deposition processes, we selected four representative samples from stage &#x2160; to &#x2163; and plotted their cumulative curves, probability cumulative curves, and distribution curves in the same coordinates, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. The probability cumulative curves for all four samples indicate a four-stage type, and the grain size range varies greatly (&#x223c;0.2&#x2013;354&#xa0;&#x3bc;m; <xref ref-type="fig" rid="F6">Figure 6</xref>). The fraction of rolling load is between 2 and 25%. The sand is the main component with a grain size range varying from 88 to 354&#xa0;&#x3bc;m. The grain size range of the saltation load varies between 0.7 and 88&#xa0;&#x3bc;m, with silt and clay as the main components of the load and less sand with a broad peak span. The cutoff point of the two saltation loads is between 6 and 11&#xa0;&#x3bc;m. The suspension load is approximately 10%, with a high slope, medium-good sorting, and grain size ranging from 0.2 to 1&#xa0;&#x3bc;m, dominated by clay. The cutoff point between the rolling and saltation load is coarse and ranges between 88 and 125&#xa0;&#x3bc;m, while the cutoff point between the saltation and suspension loads is fine and near 1&#xa0;&#x3bc;m.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Grain-size distribution characteristics of SL-4 core samples.</p>
</caption>
<graphic xlink:href="feart-10-865174-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>5 Discussion</title>
<sec id="s4-1">
<title>5.1 Environmental Significance Interpretation of Obtained EMs</title>
<p>Clastic particles were deposited at the lake bottom principally via three transport paths, according to <xref ref-type="bibr" rid="B49">Wang et al. (2019)</xref>: river or runoff, wind (frequently trapped by ice in winter, deposited following ice melting in summer and autumn), and long-term suspension maintained by wave action. The key components of the sediments, as illustrated in <xref ref-type="fig" rid="F6">Figure 6</xref>, are the saltation and suspension load. The multi-peak patterns of grain-size distribution curves in the Lake Selin Co deposition processes show complicated sedimentary provenance, medium, and hydrodynamic circumstances (<xref ref-type="fig" rid="F6">Figure 6</xref>). Furthermore, the end-member modeling results reflect that the deposition of clastic particles is influenced by multiple transport-deposition processes from the perspective of sedimentation dynamics. We analyzed the grain-size distribution of Lake Selin Co surface sediment and modern aeolian dust trapped on the ice, fluvial sand, and aeolian sand dunes around the lake to determine the composition of the source material for the Lake Selin Co sediment (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Frequency distribution curves of grain size for the surface samples. <bold>(A)</bold> Lake surface sample sites are far away from the shore (<xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). <bold>(B)</bold> Lake surface sample sites with water depth &#x3c;32.6&#xa0;m or offshore distance &#x3c;3.9&#xa0;km (<xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). <bold>(C)</bold> Ice-trapped aeolian dust (<xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). <bold>(D)</bold> Catchment fluvial sand and dune sand (<xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>).</p>
</caption>
<graphic xlink:href="feart-10-865174-g007.tif"/>
</fig>
<p>With a modal grain size of &#x223c;2.9&#xa0;&#x3bc;m, EM1 represents the finest particle fraction in Lake Selin Co sediments (<xref ref-type="fig" rid="F4">Figure 4C</xref>). This super-microparticle clay EM1 in lake sediment represents a long-term suspension fraction in standing water (<xref ref-type="bibr" rid="B12">Dietze et al., 2012</xref>; <xref ref-type="bibr" rid="B60">Xiao et al., 2013</xref>; <xref ref-type="bibr" rid="B34">Liu et al., 2016</xref>) and settles under calm conditions (<xref ref-type="bibr" rid="B13">Dietze et al., 2014</xref>).</p>
<p>From nearshore to offshore, the fine particle content increases while the coarse particle content decreases, implying that hydrodynamic sorting is taking place (<xref ref-type="fig" rid="F7">Figure 7A,B</xref>; <xref ref-type="bibr" rid="B49">Wang et al., 2019</xref>). We assume that the flows from the river/runoff were not strong enough to transport coarse particles to the center of the lake, whilst those flows could possibly transport finer sediments to deep water. The fine particles suspended in the current and deposited in the lake water is at a standstill (<xref ref-type="bibr" rid="B42">Qiang et al., 2007</xref>). Additionally, when the precipitation or glacial meltwater increases, a large amount of water can raise lake levels, yet a deeper lake can deposit finer particles below weak hydrodynamics wave-base (<xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>). A fine silt end-member has been detected in the lake on the Tibetan plateau, which has been interpreted as the sediment settling from river/runoff processes (<xref ref-type="bibr" rid="B62">Ma et al., 2019</xref>; <xref ref-type="bibr" rid="B66">Zhang et al., 2021</xref>). The mud-silt component, mainly fine particles, is represented by EM2, which has a modal size of 5&#xa0;&#x3bc;m. Therefore, EM2 instructs a fine particle fraction by the river/runoff inputting to the lake.</p>
<p>The modal size of EM3 is approximately 138&#xa0;&#x3bc;m, which represents the sand fraction. The grain-size distribution of the sediments could be affected by variations in the distance between the inflow and the deposition location as a result of lake-level fluctuations (<xref ref-type="bibr" rid="B54">Wang et al., 2021</xref>). The lake center (i.e., core site) may be far from the lake shore during periods of high lake level; the sediment/water interface is usually less disturbed by river/runoff inflow and wave action; and coarse particles transported by the river/runoff are difficult to reach the core location, resulting in fine particles deposited in the sediment center (<xref ref-type="bibr" rid="B29">Kasper et al., 2012</xref>; <xref ref-type="bibr" rid="B5">Bird et al., 2014</xref>). Moreover, the mode size of the fluvial sand found in the sample sites around Lake Selin Co ranges from 181 to 209&#xa0;&#xb5;m (<xref ref-type="fig" rid="F7">Figure 7D</xref>; <xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>). Single-frequency distribution curves without coarser modal size at 181 and 209&#xa0;&#xb5;m are recorded from the sediments of the lake surface sample sites with a large distance from the shore (<xref ref-type="fig" rid="F7">Figure 7A</xref>). It indicates that the coarse particles of sediments at the core location are relatively unaffected by the river/runoff. In regions with less precipitation, fluvial sediment fractions &#x3e;60&#xa0;&#x3bc;m are difficult to be transported to the sedimentary center of the lake with high lake level and large surface (<xref ref-type="bibr" rid="B10">Deckker et al., 1991</xref>). Furthermore, when the core site is close to the river/runoff inflow and the lake level is low, the core site is likely to receive more coarse-grained material delivered by the river/runoff.</p>
<p>Meanwhile, the wind can also transfer coarse material to Lake Selin Co. Wind frequently transports coarse particles to the center of high-sand-content lakes in Northwest China&#x2019;s arid and semiarid regions (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="B66">Zhang et al., 2021</xref>). The size distribution curves of ice-trapped aeolian dust grains from Lake Selin Co show coarser aeolian components with a modal size of roughly &#x223c;70&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F7">Figure 7C</xref>). The EM3 component grain-size distribution interval contains the modal size of ice-trapped aeolian dust, indicating that the grain size of about 70&#xa0;&#x3bc;m in the core represents an aeolian fraction. Additionally, the grain-size distribution curve of aeolian dune sand distributed on the lake beach of Lake Selin Co reveals that it is mainly made up of fine to medium sand with a modal size of 140&#xa0;&#x3bc;m (<xref ref-type="fig" rid="F7">Figure 7D</xref>). It agrees with the EM3 fraction&#x2019;s modal size, indicating that coarser particles were driven into the lake during a sand storm with strong winds. Regardless of the lake level, coarse particles can be deposited directly into Lake Selin Co through sand storms or freeze on the lake ice-layer in winter and subsequently sink into the lake owing to ice melting. As a result, the EM3 fraction contains inputs from both aeolian and river/runoff sources. To some extent, variations in the EM3 fraction content can signal changes in aeolian activity. When the EM3 fraction content is low, aeolian activity is weaker, and the lake level is higher; contrariwise, the high EM3 fraction indicates stronger aeolian activity and low lake level.</p>
</sec>
<sec id="s4-2">
<title>5.2 Aeolian Activity History During the Last 3,900&#xa0;years Inferred From Grain-Size Spectra</title>
<p>Climate change has a great impact on the aeolian activity (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>; <xref ref-type="bibr" rid="B57">Wolfe 2021</xref>). The abundance of magnesium-rich authigenic carbonate minerals (dolomite and hydromagnesite) in the Lake Selin Co sediments indicates that the degree of aridity of the climate intensified as the MgO/CaO ratio and MgCO<sub>3</sub> concentration increased (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>). The authigenic carbonate consisting of calcite and aragonite that was deposited, with an increase in CaCO<sub>3</sub> content and a drop in the MgO/CaO ratio, reflects a warmer and wetter climatic environment (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>). A dry and cold climate is indicated by higher &#x3b4;<sup>18</sup>O values in authigenic carbonate (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>). In the Late Holocene, the Selin Co regional climate evolved oscillatively to cold and dry, which was compatible with records from the central Tibetan Plateau&#x2019;s lakes of Zigetang Co, Taro Co, and Nam Co (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>; <xref ref-type="bibr" rid="B23">Herzschuh et al., 2006</xref>; <xref ref-type="bibr" rid="B8">Cheung et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Laug et al., 2021</xref>).</p>
<p>The aeolian activity history in the Selin Co region over the last 3,900 years can be reconstructed based on the component EM3 (<xref ref-type="fig" rid="F8">Figure 8F</xref>). According to the variation of EM3 component content, the significant aeolian activity periods in the central Tibetan Plateau were inferred from 3,200 to 2,900&#xa0;cal&#xa0;yr BP, 2,400&#x2013;1,400&#xa0;cal&#xa0;yr BP, and after 130&#xa0;cal&#xa0;yr BP. A lower frequency and weaker intensity of aeolian activity were recorded from the other periods. Comparing the climate change characteristics of the study area, we suggest that most periods of low aeolian activity correspond to the humid conditions, probably due to the wet climate that reduced the intensity of aeolian activity to some extent (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>
<bold>(A)</bold>, <bold>(B)</bold>, <bold>(C)</bold>, <bold>(D)</bold>, <bold>(E)</bold> CaCO<sub>3</sub>, MgCO<sub>3</sub>, MgO/CaO, &#x3b4;<sup>13</sup>C, and &#x3b4;<sup>18</sup>O records in the core CH8803 of Lake Selin Co, respectively (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>). <bold>(F)</bold> EM3 fraction (this study).</p>
</caption>
<graphic xlink:href="feart-10-865174-g008.tif"/>
</fig>
<p>The climate of Lake Selin Co was dry and cold at 3,900&#x2013;3,400&#xa0;cal&#xa0;yr BP, according to <xref ref-type="bibr" rid="B17">Gu et al. (1993)</xref> and <xref ref-type="bibr" rid="B20">Gyawali et al. (2019)</xref> studies, with decreased MgCO<sub>3</sub>, MgO/CaO, and &#x3b4;<sup>18</sup>O values (<xref ref-type="fig" rid="F8">Figures 8B,C,E</xref>). The aeolian activity was not developed in this period. It indicates that the climate changed from dry and cold to warm and wet, and the intensity of the dry and cold climate was not too strong. The better conditions were probably favorable to the vegetation so that to restrain aeolian activity.</p>
<p>The climate was relatively wet from 3,400 to 2,400&#xa0;cal&#xa0;yr BP (<xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>), and wet conditions were recorded from Nam Co and Tangra Yumco at 3,400&#x2013;2,300&#xa0;cal&#xa0;yr BP (<xref ref-type="bibr" rid="B29">Kasper et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Ma et al., 2020</xref>). The frequency of aeolian activity was low, and the intensity was weak during this period. Aeolian activity peaked between 3,200 and 2,900&#xa0;cal&#xa0;yr BP, owing to a regional climatic shift associated with the 2.8 ka BP cold event (&#x223c;3,300&#x2013;2,800&#xa0;cal&#xa0;yr BP; <xref ref-type="bibr" rid="B47">Sun et al., 2020</xref>). This occurrence was witnessed in several parts of the Tibetan Plateau, i.e., lakes Ngamring Co and Qinghai as well as the Hongyuan peatland (<xref ref-type="bibr" rid="B65">Yu et al., 2006</xref>; <xref ref-type="bibr" rid="B26">Hou et al., 2016</xref>; <xref ref-type="bibr" rid="B47">Sun et al., 2020</xref>).</p>
<p>The climate was cold and dry at 2,400&#x2013;1,400&#xa0;cal&#xa0;yr BP (<xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>). Dry conditions were inferred from lakes Nam Co and Tangra Yumco at 2,300&#x2013;1700&#xa0;cal&#xa0;yr BP (<xref ref-type="bibr" rid="B29">Kasper et al., 2012</xref>; <xref ref-type="bibr" rid="B36">Ma et al., 2020</xref>). Changes in &#x3b4;<sup>18</sup>O and &#x3b4;<sup>13</sup>C values of carbonate fluctuated significantly with the peak at 2,400&#x2013;1,400&#xa0;cal&#xa0;yr BP (<xref ref-type="fig" rid="F8">Figures 8D,E</xref>). It signifies a dramatic evaporation event caused by the cold and dry climate, resulting in a drop at the lake level (<xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>; <xref ref-type="bibr" rid="B38">Morinaga et al., 1993</xref>; <xref ref-type="bibr" rid="B61">Xue et al., 2010</xref>). Another factor that could have caused the lake level to drop was the weakening of the monsoon, which resulted in less precipitation (<xref ref-type="bibr" rid="B18">Gu et al., 1994</xref>; <xref ref-type="bibr" rid="B45">Shi et al., 2017</xref>; <xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>). Simultaneously, during the low lake level, the EM3 proportion was high, indicating intense aeolian activity. Therefore, in cold and dry conditions, coarse particles may be transported by wind and, to a lesser extent, by the river/runoff. With the lake-level lowing, the core site is close to shallow nearshore, so that coarse particles deposited were carried by the river/runoff. The aeolian activity estimated from this study is compatible with the record of strong aeolian activity from the Dinggye area in the southern Tibetan Plateau between 2000 and 1,100&#xa0;cal&#xa0;yr BP (<xref ref-type="bibr" rid="B40">Pan et al., 2014</xref>). The differences in dates are probably from the shorter paleo-aeolian sedimentary sequence and lower chronological resolution (<xref ref-type="bibr" rid="B40">Pan et al., 2014</xref>). The cold and dry climatic conditions provide a background for aeolian activity during this period (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>). Under dry conditions, the effective humidity decreased and vegetation cover and soil consolidation became bad, resulting in increased sand sources and dust release; meanwhile, the cooling process was accompanied by windy weather, increasing the possibility of aeolian activity by providing the necessary dynamical effect (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>; <xref ref-type="bibr" rid="B35">Ma et al., 2016</xref>).</p>
<p>The humidity slightly increased after 1,400&#xa0;cal&#xa0;yr BP (<xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="bibr" rid="B17">Gu et al., 1993</xref>), and the Medieval Warm Period (MWP) arrived. The content of the EM3 fraction reduced considerably with a weak aeolian activity during the MWP. The warm and humid climate favored vegetation in the region to inhibit aeolian activity. Following then, aeolian activity increased in frequency and intensity throughout the Little Ice Age (LIA). In such a frigid climatic background, the study area provided suitable dynamical conditions, giving enhanced source material and wind power for the aeolian dust transport (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>; <xref ref-type="bibr" rid="B35">Ma et al., 2016</xref>). Aeolian activity appeared at 350&#x2013;550&#xa0;cal&#xa0;yr BP and after 130&#xa0;cal&#xa0;yr BP. It is well consistent with the high dust events record from the Malan ice core for nearly 800 years (<xref ref-type="bibr" rid="B52">Wang et al., 2006</xref>). This study&#x2019;s findings on aeolian activity during the LIA are congruent with ice core records from the Tibetan Plateau. During 1800&#x2013;2000 AD, increased dust concentrations were recorded from the Dasuopu ice core in the Tibetan Plateau&#x2019;s southern region (<xref ref-type="bibr" rid="B48">Thompson et al., 2000</xref>). The Guliya ice core was used to infer the significant dust peak phases between 1770 and 1900 AD (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>). At 1860&#x2013;1874 AD and 1930&#x2013;1954 AD, the Tanggula ice core recorded a strong dust flux (<xref ref-type="bibr" rid="B58">Wu et al., 2013</xref>).</p>
</sec>
<sec id="s4-3">
<title>5.3 Regional Comparison</title>
<p>The aeolian activity archives in this study show that aeolian activity was more prevalent during cold and dry periods. The records from <xref ref-type="bibr" rid="B7">Chen et al. (2013)</xref> and <xref ref-type="bibr" rid="B43">Qiang et al. (2014)</xref> support this theory. Summer insolation in the Northern Hemisphere has been decreasing from 3,900&#xa0;cal&#xa0;years BP, indicating a cooling trend (<xref ref-type="fig" rid="F9">Figure 9A</xref>; <xref ref-type="bibr" rid="B4">Berger and Loutre 1991</xref>). As a result, in the context of cooling, the probability and intensity of cold air intrusion increase, and the frequent occurrence of windy weather creates better dynamical conditions for sustained aeolian activity (<xref ref-type="bibr" rid="B63">Yang et al., 2007</xref>; <xref ref-type="bibr" rid="B57">Wolfe 2021</xref>). In order to better illustrate the factors impacting the aeolian activity in the central Tibetan Plateau, the aeolian activity record is therefore compared with regional paleoclimatic records (<xref ref-type="fig" rid="F9">Figure 9</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> Summer insolation at 30<sup>o</sup> N (<xref ref-type="bibr" rid="B4">Berger and Loutre 1991</xref>). <bold>(B)</bold> EM3 fraction. <bold>(C)</bold> Westerlies climate index (WI, flux of &#x3e;25&#xa0;&#x3bc;m fraction) in Qinghai Lake; large WI values indicate strengthened westerlies influence (<xref ref-type="bibr" rid="B2">An et al., 2012</xref>). <bold>(D)</bold> &#x3b4;<sup>18</sup>O of stalagmites from the Bittoo Cave (<xref ref-type="bibr" rid="B30">Kathayat et al., 2016</xref>). <bold>(E)</bold> &#x3b4;<sup>13</sup>C curve of the <italic>C. mulieensis</italic> remains and mixed plant cellulose of the Hongyuan peat, the smaller the &#x3b4;<sup>13</sup>C of peat plant remains cellulose, the stronger the monsoon activity is and vice versa (<xref ref-type="bibr" rid="B24">Hong et al., 2003</xref>). <bold>(F)</bold> &#x3b4;<sup>18</sup>O of stalagmites from the Wanxiang Cave (<xref ref-type="bibr" rid="B69">Zhang et al., 2008</xref>). <bold>(G)</bold> &#x3b4;<sup>18</sup>O of stalagmites from the Dongge Cave (<xref ref-type="bibr" rid="B53">Wang et al., 2005</xref>). <bold>(H)</bold> Dust storm record from the Tarim Basin (<xref ref-type="bibr" rid="B21">Han et al., 2019</xref>). <bold>(I)</bold> Coarse fraction (56&#x2013;282.5&#xa0;&#x3bc;m) of the sediments of Lake Sugan (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>). The gray bars indicate the aeolian activity events.</p>
</caption>
<graphic xlink:href="feart-10-865174-g009.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F9">Figures 9B,H,I</xref> show the aeolian activity records of Lake Selin Co in the central Tibetan Plateau, Yang Chang (YC) section in the southern margin of the Tarim Basin, and Sugan Lake in the Qaidam Basin in the northern Tibetan Plateau, respectively. Compared with the Sugan Lake record, large differences in the history of aeolian activity are presented in the two areas (<xref ref-type="fig" rid="F9">Figures 9B,I</xref>). Sand storms came into being and intensified during 300&#x2013;500 AD, 1180&#x2013;1,240 AD, and 1500&#x2013;1700 AD in the Sugan Lake region in the last 2000 years (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>). Whilst the aeolian activity events in the Lake Selin Co are well consistent with the YC section record, but there are some slight differences between them (<xref ref-type="fig" rid="F9">Figures 9B,H</xref>). The difference between age and aeolian activity history implies that the three regions have different main regulating forces.</p>
<p>The aeolian activity in the Sugan Lake region coincided with the intensification of Siberian high, resulting in frequent incursions of cold air masses from higher latitudes into the dust source area in northwestern China (<xref ref-type="bibr" rid="B7">Chen et al., 2013</xref>). The aeolian activity in the Tarim Basin is influenced not only by changes in solar activity but also by increased low level wind strength and delayed transition of seasonal jet due to enhanced and southward shifts of the westerly jet during cold periods (<xref ref-type="bibr" rid="B21">Han et al., 2019</xref>). The central Tibetan Plateau&#x2019;s aeolian activity was compared to Indian summer monsoon (ISM) and westerlies records. We assume that the period of strong aeolian activity in the research area generally coincides with the weakening of the ISM and the strengthening of the westerlies (<xref ref-type="fig" rid="F9">Figures 9B&#x2013;E</xref>). Meanwhile, the spectral analyses of the aeolian activity record of Lake Selin Co, the ISM, and the westerlies present consistent dominating cycles centered at &#x223c;149&#xa0;years, &#x223c;372, and &#x223c;449&#xa0;years (<xref ref-type="fig" rid="F10">Figure 10</xref>). This furtherly corroborates the relationship between aeolian activity changes in the central Tibetan Plateau with the ISM and the westerlies changes. However, the three dominant cycles are not evident in the westerlies spectrum. It seems likely that the westerlies are not a direct cause of the variation of aeolian activity in the study area. The westerlies influence aeolian activity in both the central Tibetan Plateau and the Tarim Basin. However, the controlling role of the westerlies in the formation of aeolian activity in the Tarim Basin was probably stronger than that in the central Tibetan Plateau region. With the comparison of the &#x3b4;<sup>18</sup>O records from stalagmites in Wanxiang and Dongge caves, aeolian activity in the central Tibetan Plateau usually corresponded to the strengthened East Asian summer monsoon periods (<xref ref-type="fig" rid="F9">Figures 9B,F,G</xref>). Correlation analysis with &#x3b4;<sup>18</sup>O data of stalagmites from the Wanxiang Cave (<italic>R</italic> &#x3d; &#x2212;0.29 with <italic>p</italic>&#x3c;&#x3c;0.01) and Dongge Cave (<italic>R</italic> &#x3d; &#x2212;0.41 with <italic>p</italic>&#x3c;&#x3c;0.01) presents a moderate negative correlation. This indicates that the East Asian summer monsoon has a limited impact on aeolian activity in the central Tibetan Plateau. It supports the earlier hypothesis that the ISM and the westerlies have the greatest influence on the climate of the central Tibetan Plateau (<xref ref-type="bibr" rid="B55">Wang et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Gyawali et al., 2019</xref>; <xref ref-type="bibr" rid="B27">Hou et al., 2021</xref>).</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Spectral results of proxy records. From top to bottom: EM3 fraction, &#x3b4;<sup>18</sup>O of stalagmites from the Bittoo Cave (<xref ref-type="bibr" rid="B30">Kathayat et al., 2016</xref>), and westerlies climate index (<xref ref-type="bibr" rid="B2">An et al., 2012</xref>). Shaded bars indicate highly coherent spectral peaks.</p>
</caption>
<graphic xlink:href="feart-10-865174-g010.tif"/>
</fig>
<p>The comparison reveals that ISM-dominated regional humidity may play a key role in regulating the study area&#x2019;s dust emission and aeolian accumulation. When the ISM intensity drops, less precipitation falls in the Lake Selin Co area, resulting in low effective humidity, sparse vegetation cover, and easily mobilized ground surface particles. Moreover, as the westerlies strengthen, the relatively bare ground surface becomes more prone to raise coarser dust particles as a result of vigorous wind erosion. The air masses associated with the ISM only need to cross a small section of the Indian subcontinent before reaching the Tibetan Plateau from the south, but the westerlies must cross the majority of the Eurasian continent before reaching the Tibetan Plateau region. These two paths differ not only in terms of their overall source regions but also in terms of the distances they travel to water sources (oceans; <xref ref-type="bibr" rid="B70">Zhu et al., 2015</xref>). Therefore, the transfer of moisture differs between these two atmospheric circulation systems, with the westerlies bringing minimal moisture to the Tibetan Plateau and the ISM bringing a high amount of precipitation (<xref ref-type="bibr" rid="B70">Zhu et al., 2015</xref>). Because the study location is located at a high altitude on the central Tibetan Plateau, dry westerlies may only slightly improve humidity in the study area when the westerlies are enhanced (<xref ref-type="bibr" rid="B70">Zhu et al., 2015</xref>). As a result, enhancing westerlies across the central Tibetan Plateau may promote aeolian activity. Our findings match the reconstructed aeolian activity history from the Dinggye area in the southern Tibetan Plateau since 3,900&#xa0;cal&#xa0;yr BP within the error range of chronology dating (<xref ref-type="bibr" rid="B40">Pan et al., 2014</xref>). The ISM circulation likely has a significant impact on both areas. Atmospheric circulation disturbances influence aeolian activity, with various driving mechanisms controlled by different atmospheric circulation systems. The development of aeolian activity in the central Tibetan Plateau is influenced by regional humidity, which is dominated by ISM.</p>
</sec>
</sec>
<sec id="s5">
<title>6 Conclusion</title>
<p>The grain size end-member modeling of the Lake Selin Co&#x2019;s SL-4 core gives important independent information about changes in aeolian activity in the central Tibetan Plateau since 3,900&#xa0;cal&#xa0;yr BP. The observed GSDs are subdivided into statistically robust EMs, each of which is associated with a distinct source region and transport process, i.e., long-term suspension component sources (EM1), fine catchment river/runoff sources (EM2), and coarse fraction from aeolian and river/runoff sources (EM3). The temporal variation in EM3-relative abundance is proposed to be a valuable indicator of aeolian activity over the central Tibetan Plateau. Remarkable aeolian activity occurred during 3,200&#x2013;2,900&#xa0;cal&#xa0;yr BP, 2,400&#x2013;1,400&#xa0;cal&#xa0;yr BP, and after 130&#xa0;cal&#xa0;yr BP. According to the study&#x2019;s findings, dry and cold climate conditions favor aeolian activity. Additionally, aeolian activity in the central Tibetan Plateau was directly related to solar insolation. Since 3,900&#xa0;cal&#xa0;yr BP, aeolian activity in the central Tibetan Plateau had been formed under conditions that resulted in the Indian summer monsoon weakening and the westerlies strengthening compared with other proxies.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>CZ participated in the whole work and drafting of the manuscript; WZ, YL, and CZ contributed to perception and design and final approval of the version to be published; JY, RW, XH, and HL contributed to data analysis.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was supported by the fund from the National Natural Science Foundation of China (Grant NSFC 41571177, 41601187, and 41872146), the Fundamental Research Funds for the Central Universities, Lanzhou University (lzujbky-2019&#x2013;46), and the Foundation of Key Laboratory of Mineral Resources in Western China (Gansu Province), Lanzhou University, and the Second Tibetan Plateau Scientific Expedition and Research (STEP) program (2019QZKK0704).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher</p>
</sec>
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