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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">681995</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.681995</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 Cultivated Land in the Northeast Margin of Qinghai&#x2013;Tibetan Plateau and Anthropogenic Impacts on Palaeo-Environment During the Mid-Holocene</article-title>
<alt-title alt-title-type="left-running-head">Wende et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Anthropogenic Impacts on Paleo-Environment</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wende</surname>
<given-names>Zhuoma</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hou</surname>
<given-names>Guangliang</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/1019932/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Jingyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1290691/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xiaoliang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jin</surname>
<given-names>Sunmei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lancuo</surname>
<given-names>Zhuoma</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>School of Geographic Science, Qinghai Normal University, <addr-line>Xining City</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>Academy of Plateau Science and Sustainability, Qinghai Normal University, <addr-line>Xining</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/1075410/overview">Xiangzhong Li</ext-link>, Yunnan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1142926/overview">John Dodson</ext-link>, Chinese Academy of Sciences, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1273869/overview">Xin Jia</ext-link>, Nanjing Normal University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Guangliang Hou, <email>hgl20@163.com</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>25</day>
<month>05</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>681995</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>03</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>04</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Wende, Hou, Gao, Chen, Jin and Lancuo.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Wende, Hou, Gao, Chen, Jin and Lancuo</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>The study of past global change is paramount to comprehending the present and future, as well as to better understand the mechanisms and influences of human&#x2013;land interactions in a given region. The northeastern margin of the Qinghai&#x2013;Tibetan Plateau has complex natural environments, sensitive to global change, and renowned for its long history of human occupancy. This makes it an ideal region for the study of anthropogenic impacts on the paleo-natural environment. This paper reconstructed the prehistoric temporal and spatial distribution of cultivated lands on the northeast margin of Qinghai&#x2013;Tibetan Plateau, and analyzed the Dianziping pollen assemblage to disclose the anthropogenic impacts on the paleo-environment. The results demonstrated that around 4.3&#x2013;4.0&#xa0;cal ka BP, the rapid development of the Majiayao culture boosted the population to approximately 39,200 people, over 460&#xa0;km<sup>2</sup> of the land area was converted to cropland, concomitantly, evidence of tree pollen decreased significantly. This marked the earliest identification of anthropogenic impacts on vegetation through agricultural activity in this region. At 4.0&#x2013;3.6&#xa0;cal ka BP, the population appeared to have diminished in conjunction with the cultivated land area. Nevertheless, forested areas continued to decrease, primarily due to adverse climatic conditions, but, anthropogenic activities played an undeniable role. Dianziping profile demonstrated the existence of natural forest in the Hehuang Valley during Qijia cultural Period. There was also evidence for the occurrence of regional fire events, suggesting large-scale burning of land cover in the area. This further illustrates anthropogenic impacts. At 3.6&#x2013;2.6&#xa0;cal ka BP, populations reached approximately 61,300 people, coinciding with the peak of cropland expansion. Consequently, more of the natural vegetation were converted to crops, and the superimposed influences of farming and grazing aggravated the process of deforestation and vegetation succession. Likewise, deforestation during the historical period can be explained, mostly by human driven causes with limited influence from climatic factors. The extensive exploitation of forest and expansion of cropland consequently resulted in extensive land deterioration, leaving the region with forest islands scattered in less populated, mountainous regions.</p>
</abstract>
<kwd-group>
<kwd>cultivated land reconstruction</kwd>
<kwd>pollen analysis</kwd>
<kwd>Qinghai&#x2013;Tibetan plateau</kwd>
<kwd>vegetation destruction</kwd>
<kwd>mid-late Holocene</kwd>
<kwd>anthropogenic impact</kwd>
</kwd-group>
<contract-sponsor id="cn001">Natural Science Foundation of Qinghai<named-content content-type="fundref-id">10.13039/501100012579</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Understanding the temporal and spatial evolution of land use as well as the resulting implications for ecological systems from the past may contribute to our understanding of global change, human&#x2013;land interactions, and sustainable land use (<xref ref-type="bibr" rid="B20">Gaillard et&#x20;al., 2018</xref>). Since the Holocene, land use and cover change driven by anthropogenic activities, primarily cultivation and grazing, have profoundly influenced surface vegetation patterns, and even the entire terrestrial ecosystems that persisted until today, consequently, humans have changed the physical, ecological, and biological components of the Earth&#x2019;s planetary systems (<xref ref-type="bibr" rid="B21">Goldewijk et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B57">Pielke et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B88">Zhang et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B17">Ellis et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B20">Gaillard et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B19">Fang et&#x20;al., 2019</xref>). The extent to which human activities modified the palaeoecological environment may prove vital in explaining the current environmental conditions. As such, the study of the human dimensions of global change is considered an integral part of palaeoecological environmental research (<xref ref-type="bibr" rid="B54">Miehe et&#x20;al., 2014</xref>).</p>
<p>The northeast margin of the Qinghai Tibet Plateau (QTP) is densely populated and extensively cultivated. Relative to the rest of the plateau, it receives more precipitation and experiences warmer temperature. Denisova, an argumentum prima facie for early human footprints on the QTP, actively demonstrates that hunter-gatherers occupied this part of the world from the late Pleistocene (<xref ref-type="bibr" rid="B85">Zhang et&#x20;al., 2020a</xref>, <xref ref-type="bibr" rid="B86">b</xref>). The palaeo-anthropogenic impacts on the natural vegetation on the northeast margin of the QTP are not known in detail. Agriculture is widely considered to be one of the most striking impacts humans have exerted on the natural ecosystem (<xref ref-type="bibr" rid="B58">Pongratz et&#x20;al., 2008</xref>). In the northeast margin of the QTP, the climate was relatively warm and humid during the mid-Holocene (<xref ref-type="bibr" rid="B8">Cheng et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B40">Li et&#x20;al., 2014</xref>), and provided a suitable environment for the introduction of agriculture in the area (<xref ref-type="bibr" rid="B14">Dong et&#x20;al., 2012</xref>). Farming tools, such as stone knives and axes have been excavated (<xref ref-type="bibr" rid="B80">Xie, 2002</xref>). Moreover, charred seeds of millet were discovered in the Majiayao cultural sites (<xref ref-type="bibr" rid="B32">Jia et&#x20;al., 2013</xref>). These provide unquestionable evidence for the onset of cultivation in this area. The ways in which agriculture may have transformed the natural environment in this part of the world, have yet to be studied in&#x20;depth.</p>
<p>Agriculture emerged following the hunting and gathering culture and developed rapidly over time (<xref ref-type="bibr" rid="B26">Harlan, 1971</xref>; <xref ref-type="bibr" rid="B1">Bellwood et&#x20;al., 2005</xref>). Agricultural activities have been a driving force for humans to adapt and modify the environment (<xref ref-type="bibr" rid="B16">Edwards, 1991</xref>; <xref ref-type="bibr" rid="B4">Cavalli-Sforza et&#x20;al., 1993</xref>). Palynological and archaeological evidence have been used to reconstruct past environments (<xref ref-type="bibr" rid="B90">Zhou et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B78">Wei H.-c. et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Miehe et&#x20;al., 2021</xref>). In Europe, land cover change in the form of cropland expansion, caused severe deforestation as early as approximately 7&#xa0;cal ka BP (<xref ref-type="bibr" rid="B48">Lowe and Walker, 1997</xref>). <xref ref-type="bibr" rid="B58">Pongratz et&#x20;al. (2008)</xref> reconstructed the spatial dispersion of global cultivated land and other past land usage using historical population data and modern land use patterns. The results indicated that broadleaf deciduous forests were severely affected by cropland expansion. <xref ref-type="bibr" rid="B73">Vitousek et&#x20;al. (1997)</xref>, found that terrestrial vegetation has been significantly altered by the rapid development of agriculture. Driven by sharp increases in human populations, over 30&#x2013;50% of the Earth&#x2019;s land cover has been converted into agricultural land. The development of ancient Chinese civilization is entangled with the emergence of agriculture. During the mid-Holocene, a shrinking of forests across much of China was concomitant with the patterns of human settlement and cropland expansion (<xref ref-type="bibr" rid="B65">Ren, 2000</xref>). In the western Loess Plateau, the Yangshao people started millet cultivation around 6.0&#xa0;cal ka BP, which developed rapidly, forming a complex farming structure with a variety of crops. The amplified intensity of farming resulted in a decrease in shrub and grassland coverage in the Longdon area (<xref ref-type="bibr" rid="B90">Zhou et&#x20;al., 2011</xref>). Owing to the human disturbance, the coniferous and broadleaf mixed forests cover decreased markedly after 4.6&#xa0;cal ka BP (<xref ref-type="bibr" rid="B43">Li et&#x20;al., 2012</xref>). <xref ref-type="bibr" rid="B27">Hou et&#x20;al. (2012)</xref> reconstructed prehistoric cultivated land areas in the middle and lower reaches of the Yellow River based on prehistoric population estimations and prehistoric sites. The results indicated that cropland expansion reduced area of the pristine forests along the lower reaches of the Yellow River. Based on those studies, it is clear that cultivation has had extensive consequences for the natural environment. To what extent this process has played out on the northeast margin of QTP is largely unknown. By reconstructing the prehistoric cropland area using palynological and archaeological evidence, this paper attempts to describe the impacts of anthropogenic activity on the natural vegetation in the northeastern margin of the QTP. In particular, this paper draws attention on changes in forests, as forest ecosystems are crucial components of the carbon cycle, biodiversity conservation, soil maintenance, water conservation, and climate regulation. In summary, this paper aims to better explain bio-physical environmental changes&#x20;resulting from human intervention and make a contribution to the fields of palaeoecology, paleoenvironment, and paleo-climate.</p>
</sec>
<sec id="s2">
<title>Study Area</title>
<sec id="s2-1">
<title>Environmental Setting of the Study Area</title>
<p>The northeastern margin of QTP encompasses the eastern part of Qinghai Province, including the areas along the Huangshui River and upper reaches of the Yellow River from Tongde County to Xunhua County, as well as the Gonghe Basin (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>). This subregion is an important transitional zone between the QTP and Loess Plateau, marking the boundary between the East Asia summer monsoon and the northwest arid region. It features mostly north-south-oriented, high mountains, deep and broad valleys, well-developed river terraces, and elevations ranging between 1,650 and 5,206&#xa0;m above sea level. The region is climatically sensitive and ecologically vulnerable. It is classified as having a temperate-arid and semi-arid continental climate, with mean annual precipitation between 252 and 535&#xa0;mm, and mean annual temperature between 3 and 8&#xb0;C (<xref ref-type="bibr" rid="B33">Jia et&#x20;al., 2019</xref>). The dominant biome in this area is temperate grassland with distinctive vertical zonality. This area is typical of the agropastoral areas where river terraces are densely cultivated and it has one of the highest rates of agricultural land use on the QTP. In spite of the fact that this region accounts for only 5.18% of the province&#x2019;s total area, the population exceeds 70% of the province&#x2019;s total. Cropland area accounts for 73% of that found in the province (<xref ref-type="bibr" rid="B89">Zhao, 2016</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Northeast margin of the QTP. Scope of this study.</p>
</caption>
<graphic xlink:href="feart-09-681995-g001.tif"/>
</fig>
<p>The Dianziping profile was collected from Gaomiao basin, Ledu County, Qinghai Province, which is characterized as having a temperate-plateau, semi-arid climate. The basin sits at an elevation of 1,870&#xa0;m, has a mean temperature of 7.6&#xb0;C and a mean precipitation of 333.7&#xa0;mm annually. The Huangshui River runs through the basin from west to east. In the river valley, flat terrain and intact terraces are common. At present, cropland is widely distributed on terraces and slopes, and most of the plants observed in the valley are cultivated species such as <italic>Triticum aestivum</italic>, <italic>Vicia faba</italic>, <italic>Pisum sativum</italic>, <italic>Juglans regia</italic>, <italic>Zanthoxylum bungeanum</italic>, <italic>Populus</italic>, <italic>Salix</italic>, and others. In the foothills, temperate grasslands are dominant, with <italic>Stipa bungeana</italic> occurring as the dominating species; clustered <italic>Stipa glareosa</italic> and <italic>artemisia gmelinii</italic> are commonly observed. In the high mountains, shrub species such as <italic>Potentilla fruticosa</italic>, <italic>Salix oritrepha</italic>, <italic>Rhododendron lapponicum</italic>, and a few <italic>Picea crassifolia</italic>, <italic>Picea wilsonii</italic> are abundant. Mountain regions above 3,200&#xa0;m are mainly <italic>Kobresia</italic> dominated alpine grassland<italic>.</italic>
</p>
</sec>
<sec id="s2-2">
<title>Cultural Sequence</title>
<p>The scope of this study extends from the Neolithic Age to the historical time period (5.3&#x2013;0.11&#xa0;cal ka BP). This time frame coincides with the occurrence of the Majiayao, Qijia, Xindian, and the Kayue cultures. The Majiayao culture, renowned for its excellency in pottery, was centered in the Hehuang Valley and mainly practiced farming. Based on radiocarbon dating, the Majiayao culture can be categorized into three different subsets, the Majiayao type (5.3&#x2013;4.5&#xa0;cal ka BP), Banshan type (4.5&#x2013;4.3&#xa0;cal ka BP), and Machang type (4.3&#x2013;4.0&#xa0;cal ka BP). Around 4.2&#xa0;cal ka BP, the Qijia culture (4.2&#x2013;3.6&#xa0;cal ka BP) replaced the Majiayao culture in the region, representing the onset of the Bronze Age. During the mid-late Bronze Age, people of the Kayue culture (3.6&#x2013;2.7&#xa0;cal ka BP), who practiced both farming and grazing, and the Xindian culture, which practiced farming, occupied the area. While the Kayue culture was mainly distributed in the western part of the study area, the Xindian Culture (3.6&#x2013;2.6&#xa0;cal ka BP) was found in the east (<xref ref-type="bibr" rid="B80">Xie, 2002</xref>; <xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2015</xref>).</p>
</sec>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Materials and Methods</title>
<p>Agricultural intensity is inherently linked to population density (<xref ref-type="bibr" rid="B70">Vasey, 1992</xref>; <xref ref-type="bibr" rid="B58">Pongratz et&#x20;al., 2008</xref>). As such, population sizes can be used as a proxy for agricultural activity. To estimate the population, and analyze the spatial distribution pattern of cultivated land, the prehistorical sites in the northeast of QTP were examined here. The data for prehistoric sites were primarily obtained from the Atlas of Chinese Relics. More recent discoveries are also incorporated. The study area includes approximately 280 sites of the Majiayao type, 90 sites of the Ban Shan type, 520 sites of the Machang type, 430 sites of the Qijia Culture, 1,700 sites of the Kayue Culture, and 350 sites of the Xindian Culture (<xref ref-type="bibr" rid="B3">Bureau of National Cultural Relics, 1996</xref>; <xref ref-type="bibr" rid="B87">Zhang and Dong, 2017</xref>).</p>
<sec id="s3-1">
<title>Population</title>
<p>Prehistoric population sizes are estimated mainly by settlement archaeology, grave analysis, bio-archaeology, relics study, and other analytical methods (<xref ref-type="bibr" rid="B18">Fang, 2007</xref>). In this study settlement archaeology and grave analysis were used for population estimation. Calculation of the prehistoric population was based on both the sizes of prehistoric sites (settlement archaeology) and the number of graves excavated at each site (grave analysis). In light of the fact that there were no record of prehistoric population and former studies of the specific human population, we used the data attained from officially excavated sites. Uncertainty around the population estimates are the result of inaccuracies in grave numbers due to both natural, and human disturbances such as grave robbery and village construction. These disturbances have resulted in an inaccurate number of recorded graves and excavated human bones. Consequently, the population estimates for this study are likely low, but provides a reasonable approximation of the population and general population growth trends, if used consistently across all&#x20;sites.</p>
<sec id="s3-1-1">
<title>Settlement Archeology</title>
<p>For the prehistoric sites identified within a specified area, settlement archaeology was used, and the following equation was adopted:<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>In this, <italic>Pi</italic> stands for the total population of the prehistoric site <italic>i</italic>; <italic>s</italic> represents the area size, and <italic>d</italic> provides the population density. Since the prehistoric population density of northeast QTP was unavailable, the prehistoric population density of the Yangshao culture (<italic>d</italic>&#x20;&#x3d; 0.005625&#xa0;person/m<sup>2</sup>) was applied (<xref ref-type="bibr" rid="B59">Qiao, 2010</xref>). The Yangshao culture expanded to the east of QTP and established the early Majiayao culture. The sites of these two cultures were similar in terms of geographical settings; the Yangshao culture sites were located along the western fringe of the Loess Plateau which is connected to the northeast fringe of the QTP. Both sites exhibited similar climatic conditions as both were strongly influenced by continental monsoon and both cultures practiced millet farming. As such, the population density of the Yangshao culture was seemed applicable for estimating the population density of the Majiayao culture.</p>
</sec>
<sec id="s3-1-2">
<title>Grave Analysis</title>
<p>For the prehistoric sites with unspecified size area, grave analysis was adopted. The number of graves and human bones excavated at each typical cultural site was used as a reference for the total population of that particular cultural site. The life span, which was estimated from the study of human bones, was obtained from other studies (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). Thus, the residential populations (annual population in a cultural site) for each cultural site were obtained using the following equation:<disp-formula id="equ2">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="italic">Pri</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>L</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>Here, <italic>Pri</italic> stands for the residential population of the site <italic>i: Pi</italic> gives the total population of the site <italic>i</italic>; <italic>Li</italic> is the estimated life span of the site i; <italic>Ti</italic> stands for the time span of the cultural site <italic>i</italic> (<xref ref-type="table" rid="T1">Table&#x20;1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Population and life span of each culture/type.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Age/time</th>
<th align="center">5.0&#x2013;4.5&#xa0;cal ka BP</th>
<th align="center">4.5&#x2013;4.3&#xa0;cal ka BP</th>
<th align="center">4.3&#x2013;4.0&#xa0;cal ka BP</th>
<th align="center">4.0&#x2013;3.6&#xa0;cal ka BP</th>
<th align="center">3.4&#x2013;2.6&#xa0;cal ka BP</th>
<th align="center">3.6&#x2013;2.6&#xa0;cal ka BP</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Culture/type</td>
<td align="left">Majiayao type</td>
<td align="left">Banshan type</td>
<td align="left">Machang type</td>
<td align="left">Qijia culture</td>
<td align="left">Xindian culture</td>
<td align="left">Kayue culture</td>
</tr>
<tr>
<td rowspan="2" align="left">Site</td>
<td rowspan="2" align="left">Hetao Zhuang, Minhe County</td>
<td rowspan="2" align="left">Yangshan, Minhe County</td>
<td rowspan="2" align="left">Liuwan, Ledu County</td>
<td rowspan="2" align="left">Gamatai, Guinan County</td>
<td align="left">Hetao Zhuang</td>
<td align="left">Shang Sunjiazhai</td>
</tr>
<tr>
<td align="left">Minhe County</td>
<td align="left">Datong County</td>
</tr>
<tr>
<td align="left">Approximate population estimate</td>
<td align="center">180</td>
<td align="center">215</td>
<td align="center">890</td>
<td align="center">55</td>
<td align="center">75</td>
<td align="center">1,080</td>
</tr>
<tr>
<td align="left">Mean life span</td>
<td align="center">30</td>
<td align="center">35</td>
<td align="center">40</td>
<td align="center">35</td>
<td align="center">30</td>
<td align="center">30</td>
</tr>
<tr>
<td align="left">References</td>
<td align="center">1</td>
<td align="center">2</td>
<td align="center">3</td>
<td align="center">4&#x26;5</td>
<td align="center">1</td>
<td align="center">6&#x26;7</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>1, <xref ref-type="bibr" rid="B61">Qinghai Province Cultural Relics Archaeological Institute, 2004</xref>; 2, <xref ref-type="bibr" rid="B62">Qinghai Province Cultural Relics Archaeological Institute, 1990</xref>; 3, <xref ref-type="bibr" rid="B63">Qinghai Province Cultural Relics Management Branch Archaeological team, Chinese Academy of Social Sciences, Institute of Archaeology, 1984</xref>; 4, <xref ref-type="bibr" rid="B3">Bureau of National Cultural Relics, 1996</xref>; 5, <xref ref-type="bibr" rid="B67">Ren, 1998</xref>; 6, <xref ref-type="bibr" rid="B68">Su et&#x20;al., 2010</xref>; 7, <xref ref-type="bibr" rid="B39">Li and Lu,&#x20;1981</xref>.</p>
</fn>
<fn>
<p>&#x2217;The estimated results were rounded and kept to the nearest&#x20;five.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The total population of a cultural/type was estimated using the formula<disp-formula id="equ3">
<mml:math id="m3">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mstyle>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:mi mathvariant="italic">Pri</mml:mi>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The populations of all cultural sites with the same cultural types were summarized to obtain the total population (<italic>Pt</italic>) for each&#x20;group.</p>
</sec>
</sec>
<sec id="s3-2">
<title>Cultivated Land</title>
<p>The most distinct change in vegetation cover brought by anthropogenic activity is the conversion of natural to cultivated lands. The total area of the cropland can be used to estimate the extent of human disturbance to natural vegetation. Elevation, slope aspect, and gradient, as well as soil types, are considered as limiting factors for cultivation (<xref ref-type="bibr" rid="B49">Luo et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B25">Han et&#x20;al., 2020</xref>). During the prehistoric time periods, the distance to the river was also considered a limiting factor for cultivation due to the lack of vehicles for transportation and undeveloped irrigation technology. Generally speaking, the suitable land area available for cultivation was limited by one social factor; population, and four natural factors; elevation, slope, water source, and soil&#x20;type.</p>
<sec id="s3-2-1">
<title>Natural Factors</title>
<p>Elevation, slope, water source, and soil type are considered the four natural factors affecting the suitability of cropland. Elevation greatly affects rainfall and temperature of the area. On the Tibetan Plateau precipitation and temperature are mostly at the edge of ecological limitation for forest. Slight elevation changes may lead to changes in the distribution of vegetation and even the entire ecosystem structure (<xref ref-type="bibr" rid="B29">Huang et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B37">Li D.-M. et&#x20;al., 2008</xref>). Assuming that the topography of the prehistoric sites remained consistent with current landform, and millet was the main crop, three elevation zones were designated: 0&#x2013;2,000&#xa0;m, 2,000&#x2013;2,800&#xa0;m, &#x3e;2,800&#xa0;m. The high-altitude mountainous regions above 2,800&#xa0;m are characterized by low temperatures, high precipitation, severe frost, low incidence of farming, and sparse vegetation cover (<xref ref-type="bibr" rid="B83">Zeng et&#x20;al., 2012</xref>). They are, thus, considered unfavorable for cultivation. The major rivers along the settlement area provide a reliable water source for settlers within a 3&#xa0;km or 1&#xa0;h walking distance (<xref ref-type="bibr" rid="B72">Vita Finzi, 1969</xref>). Distance to a river (water source), in this case, has been identified as another limiting factor for cultivation. Slope gradient also greatly constrains the expansion of the cropland area (<xref ref-type="bibr" rid="B25">Han et&#x20;al., 2020</xref>) and determines the potential for land erosion. It also influences the texture of the soil, and to an extent, the thickness of soil layers. A gradient of 20&#x5af; is considered steep, prone to erosion, and hence, unsuitable for long-term cultivation (<xref ref-type="bibr" rid="B42">Li, 1978</xref>). The Tibetan Plateau is made up mostly of alpine desert and brown desert soil, which are not suitable for cultivation. Soil types that are suitable for cultivation, are relatively scarce. (<xref ref-type="table" rid="T2">Table&#x20;2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Natural limiting factors in the reconstruction of cultivated farmland.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Type</th>
<th align="center">Category</th>
<th align="center">Value&#x2a;</th>
<th colspan="2" align="center">Type</th>
<th align="center">Category</th>
<th align="center">Value&#x2a;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="4" align="left">Soil</td>
<td align="left">Chestnut soil and sierozem (suitable for cultivation)</td>
<td align="char" char=".">1</td>
<td rowspan="6" align="center">Slope</td>
<td rowspan="3" align="left">Slope aspect</td>
<td align="center">0&#x2013;45</td>
<td align="char" char=".">0</td>
</tr>
<tr>
<td rowspan="3" align="left">Highland desert soil and Brown desert soil (unsuitable for cultivation)</td>
<td rowspan="3" align="char" char=".">0</td>
<td align="center">45&#x2013;225</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="center">225&#x2013;360</td>
<td align="char" char=".">0</td>
</tr>
<tr>
<td rowspan="3" align="left">Gradient</td>
<td align="center">0&#x2013;10</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td rowspan="5" align="left">Water source</td>
<td rowspan="3" align="left">Distance to river &#x2264;3&#xa0;km</td>
<td rowspan="3" align="char" char=".">1</td>
<td align="center">10&#x2013;20</td>
<td align="char" char=".">0.5</td>
</tr>
<tr>
<td align="center">&#x3e;20</td>
<td align="char" char=".">0</td>
</tr>
<tr>
<td rowspan="3" colspan="2" align="left">Elevation</td>
<td align="center">0&#x2013;2,000&#xa0;m</td>
<td align="char" char=".">2</td>
</tr>
<tr>
<td rowspan="2" align="left">Distance to river &#x3e;3&#xa0;km</td>
<td rowspan="2" align="char" char=".">0</td>
<td align="center">2,000&#x2013;2,800&#xa0;m</td>
<td align="char" char=".">1</td>
</tr>
<tr>
<td align="center">&#x3e;2,800&#xa0;m</td>
<td align="char" char=".">0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2a;Value equals 0 is unsuitable for cultivation. Higher the value the more suitable it for cultivation.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2-2">
<title>Social Factor: Population</title>
<p>The extent of arable land use is determined, in part, by the population of the area and mode of production employed (<xref ref-type="bibr" rid="B6">Chen&#x20;Q. et&#x20;al., 2019</xref>). In prehistoric times, a primitive method of cultivation was adopted whereby, land was burned prior to the planting of seeds. A similar strategy was also utilized during the Xia Dynasty and produced a grain yield of 37.5&#xa0;kg/ha (<xref ref-type="bibr" rid="B81">Yang, 1998</xref>). The likeness in methodologies suggests that the grain production of the two may have been similar. The annual grain consumption of the Yangshao settlers was around 258&#xa0;kg/person (<xref ref-type="bibr" rid="B59">Qiao, 2010</xref>), so, theoretically, the size of prehistorical cropland could be calculated through the following formula:<disp-formula id="equ4">
<mml:math id="m4">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mi>Y</mml:mi>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>where <italic>Si</italic> stands for the theoretical size of cropland at prehistorical site <italic>i</italic>. <italic>Pi</italic> stands for the population size of the site <italic>i</italic>, and <italic>C</italic> stands for the grain consumption per person and <italic>Y</italic> stands for grain&#x20;yield.</p>
<p>Estimates of the practical cropland area in use during each cultural time period were reconstructed using Arc-GIS. Assuming that cultivation would have taken place within a circle, with the prehistoric site in the center, the radius of the circle can be set as the measured range of cropland. The radius was based on the <italic>Si</italic> (site <italic>i</italic> theoretical cultivated land). Applying the buffer tool in Arc-GIS to that estimate, we obtained an approximation spatial distribution pattern of theoretical cropland area in each different culture. However, the distribution of cultivated land at any site is restricted by the natural factors of topography, as previously discussed. In areas where the sites are densely distributed, the actual cultivated land area may be smaller than that of the theoretical cultivated land area. The raster data was assessed again considering the natural limiting factors (<xref ref-type="table" rid="T2">Table&#x20;2</xref>). Areas were classified as; unsuitable (0&#x2013;1) or more suitable (2&#x2013;3) for crop cultivation. Superimposing the two estimated results and the new results ratings of three to four were considered to be practical for cropland area cultivated during the time period of a culture. In this way, the spatial distribution patterns and the sizes of practical cropland area for each culture were obtained. It is important to note that, during the Kayue cultural period, the mode of production was more diversified. Agriculture was the main subsistence strategy of the Kayue people living along the Yellow and Huangshui Rivers, but grazing and hunting supplemented their diets (<xref ref-type="bibr" rid="B80">Xie, 2002</xref>). The mean elevation of the Xindian sites is lower than that of the Kayue sites, thus the proportion of agriculture in the Xindian culture is higher than that of the Kayue culture. It follows that the grain in Xindian culture and Kayue culture accounts for approximately 80 and 60% of food consumption respectively. The radii for estimated cultivated land areas for the two cultures were approximately 535 and 320&#xa0;m (rounded to the nearest five) respectively.</p>
</sec>
</sec>
<sec id="s3-3">
<title>On-Site Profile for Pollen Analysis and Dating</title>
<p>A 3.5&#xa0;m profile with intervals of 4 and 6&#xa0;cm (280&#x2013;311&#xa0;cm) was collected from Dianziping (36&#xb0;26&#x2032;28&#x2033;N, 102&#xb0;34&#x2032;51&#x2033;E, 1,938&#xa0;m.a.s.l.), Gaomiao basin for the purpose of dating and pollen analysis. Fifty samples were prepared according to standardized protocols and the experiment was carried out using standard procedures (<xref ref-type="bibr" rid="B41">Li et&#x20;al., 1995</xref>). A known number of <italic>Lycopodium</italic> spores (27,637&#x20;&#xb1; 563 grain/slice) were added to each sample for calculating the values of pollen and charcoal concentration. Carbonate and silicate were removed with 10% hydrochloride and 40% hydrofluoric acid, respectively, and washed through 10&#xa0;&#x3bc;m sieves. Five charcoal samples from the stratum were collected at depths of 108, 173, 194, 205, and 241&#xa0;cm for AMS dating. These charcoal samples were sent to Quaternary Dating Laboratory for AMS14C dating in Peking University. Ages were calibrated using IntCal13 atmospheric curve (<xref ref-type="bibr" rid="B64">Reimer et&#x20;al., 2013</xref>), using the program OxCal v4.2.4 (<xref ref-type="bibr" rid="B2">Bronk Ramsey, 2015</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>Results</title>
<sec id="s4-1">
<title>Population</title>
<p>
<xref ref-type="table" rid="T3">Table 3</xref> illustrates the population estimations of the different cultures. The Neolithic residential population size increased from 40 people in the early stages of the Majiayao culture to approximately 70 people during the Machang type. The residential population dropped to 50 people during the Qijia cultural period, but recovered during the Xindian cultural period and augmented to a similar rate of the Machang type. This indicates that, in spite of low population, the Xindian sites were more densely populated. The total population of the Majiayao type reached 9,900 people but fell by nearly half during the Banshan period. During the Machang type, the population increased dramatically and reached the peak of the Neolithic Age with a total population of 39,200 people in the northeast part of the QTP. Numbers decreased significantly during the Qijia cultural period and reached 22,790 people. The study area was occupied by both the Xindian culture and the Kayue culture during the mid-late Bronze Age when the total population reached approximately 61,330 people. Around 2.0&#xa0;cal ka BP, during the Han dynasty, Zhao Chongguo, an official in Hehuang Valley, reported in his letter to the emperor, that there were about fifty thousand Qiangs (refers to the Kayue people) in the area. This supports the estimated results of the Kayue population.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>The estimated result of population.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Culture/type</th>
<th align="center">Majiayao type</th>
<th align="center">Banshan type</th>
<th align="center">Machang type</th>
<th align="center">Qijia culture</th>
<th align="center">Xindian culture</th>
<th align="center">Kayue culture</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Residential population</td>
<td align="center">35</td>
<td align="center">40</td>
<td align="center">70</td>
<td align="center">50</td>
<td align="center">70</td>
<td align="center">30</td>
</tr>
<tr>
<td align="left">Total population</td>
<td align="center">9,900</td>
<td align="center">3,710</td>
<td align="center">39,200</td>
<td align="center">22,790</td>
<td align="center">6,930</td>
<td align="center">54,400</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2217;The estimated results were rounded and kept to the nearest five.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4-2">
<title>Cultivated Land</title>
<p>The statistical result of the reconstructed cultivated land showed that during the Majiayao culture, the cultivated land area grew from approximately 150&#x2013;460&#xa0;km<sup>2</sup> during the Machang type. However, this was decreased during the Banshan type, falling to approximately 25&#xa0;km<sup>2</sup> (<xref ref-type="table" rid="T4">Table&#x20;4</xref>). During the Qijia Culture, it decreased slightly to 330&#xa0;km<sup>2</sup> and then, was followed by an increase during the mid-late Bronze Age. During this period, cultivated land area expanded to approximately 1,080&#xa0;km<sup>2</sup> in the west. In the eastern region of the study area, the cultivated land area was 80&#xa0;km<sup>2</sup>. The total cultivated land area in the northeast margin of the QTP reached 1,160&#xa0;km<sup>2</sup>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Cultivated land area in the northeast margin of Qinghai Tibetan Plateau.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Culture/Type</th>
<th align="center">Theoretical cropland area (km<sup>2</sup>)</th>
<th align="center">Theoretical cropland radius&#x20;(km<sup>2</sup>)</th>
<th align="center">Land area suitable for cultivation (km<sup>2</sup>)</th>
<th align="center">Practical cropland area (km<sup>2</sup>)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Majiayao</td>
<td align="char" char=".">560,000</td>
<td align="char" char=".">425</td>
<td align="char" char=".">160</td>
<td align="char" char=".">150</td>
</tr>
<tr>
<td align="left">Banshan</td>
<td align="char" char=".">576,000</td>
<td align="char" char=".">430</td>
<td align="char" char=".">60</td>
<td align="char" char=".">25</td>
</tr>
<tr>
<td align="left">Machang</td>
<td align="char" char=".">1,120,000</td>
<td align="char" char=".">560</td>
<td align="char" char=".">630</td>
<td align="char" char=".">465</td>
</tr>
<tr>
<td align="left">Qijia</td>
<td align="char" char=".">848,000</td>
<td align="char" char=".">520</td>
<td align="char" char=".">365</td>
<td align="char" char=".">330</td>
</tr>
<tr>
<td align="left">Kayue</td>
<td align="char" char=".">326,400</td>
<td align="char" char=".">325</td>
<td align="char" char=".">1,300</td>
<td align="char" char=".">1,080</td>
</tr>
<tr>
<td align="left">Xindian</td>
<td align="char" char=".">1,120,000</td>
<td align="char" char=".">535</td>
<td align="char" char=".">80</td>
<td align="char" char=".">80</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2217;The estimated results were rounded and kept to the nearest&#x20;five.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> illustrates the temporal and spatial distribution of cultivated land throughout the prehistoric time period. Rivers played a central role in the distribution patterns of the cultivated land area. During the early Majiayao culture, the cultivated lands were sparsely distributed along the two major rivers: the Huangshui and the Yellow Rivers. During the late Neolithic Age, the cultivated land area expanded along the Huangshui River and the east edge of QTP appeared to be heavily cultivated. In the mid-late Bronze Age, the cultivated land area expanded westward, to the source region of the Yellow River and its tributaries, and northward to the areas along the Beichuan River, a main tributary of the Huangshui River.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Temporal and spatial distribution of cultivated land during each culture/type. <bold>(A)</bold> Distribution of cultivated land during the Majiayao type. <bold>(B)</bold> Distribution of cultivated land during the Banshan type. <bold>(C)</bold> Distribution of cultivated land during the Machang type. <bold>(D)</bold> Distribution of cultivated land during the Qijia Culture. <bold>(E)</bold> Distribution of cultivated land during the Xindian and Kayue Cultures.</p>
</caption>
<graphic xlink:href="feart-09-681995-g002.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>Palynology</title>
<sec id="s4-3-1">
<title>Dating</title>
<p>The high precision AMS<sup>14</sup>C is reported as a mean age within a range of error. The results indicated that the 3.5&#xa0;m section of Dianziping site captured a specific, concentrated time period between 4.0 and 3.7&#xa0;cal ka BP (<xref ref-type="table" rid="T5">Table&#x20;5</xref>); classified as the Qijia cultural period. There was a small inversion of dates, suggesting anthropogenic disturbance to the stratum. The discovery of potsherds and ash pits in the stratum further testified the incidence of anthropogenic activity. Moreover, the potsherds were mainly reddish clay pottery and sand mixed pottery, finely polished. Some of the potsherds were painted with string-like greyish-black lines. These features strengthen the link to Qijia pottery and culture.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Charcoal testing result from Dianziping stratum.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Lab number</th>
<th align="center">Depth (cm)</th>
<th align="center">AMS<sup>14</sup>C age</th>
<th align="center">Calibrated age (cal a BP)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">BA160517</td>
<td align="char" char=".">108</td>
<td align="char" char="plusmn">3,570&#x20;&#xb1; 25</td>
<td align="char" char="plusmn">3,878&#x20;&#xb1; 52</td>
</tr>
<tr>
<td align="left">BA160516</td>
<td align="char" char=".">173</td>
<td align="char" char="plusmn">3,525&#x20;&#xb1; 25</td>
<td align="char" char="plusmn">3,798&#x20;&#xb1; 82</td>
</tr>
<tr>
<td align="left">BA160515</td>
<td align="char" char=".">194</td>
<td align="char" char="plusmn">3,600&#x20;&#xb1; 30</td>
<td align="char" char="plusmn">3,908&#x20;&#xb1; 72</td>
</tr>
<tr>
<td align="left">BA160518</td>
<td align="char" char=".">205</td>
<td align="char" char="plusmn">3,555&#x20;&#xb1; 30</td>
<td align="char" char="plusmn">3,872&#x20;&#xb1; 58</td>
</tr>
<tr>
<td align="left">BA160519</td>
<td align="char" char=".">241</td>
<td align="char" char="plusmn">3,645&#x20;&#xb1; 25</td>
<td align="char" char="plusmn">3,944&#x20;&#xb1; 56</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-3-2">
<title>Pollen Records</title>
<p>Forty-nine pollen taxa were identified in the Dianziping section, including <italic>Pinus</italic>, <italic>Picea</italic>, <italic>Betula</italic>, <italic>Ulmus</italic>, <italic>Carpinus</italic>, <italic>Alnus</italic>, <italic>Hippophae</italic>, <italic>Nitraria</italic>, <italic>Ephedra</italic>, <italic>Artemisia</italic>, <italic>Taraxacum</italic>, Poaceae, Chenopodiaceae, Asteraceae, and Polypodiaceae. The pollen assemblage was largely dominated by arboreal pollen with <italic>Pinus</italic> accounting for &#xb1;62.6% of the total. Herbaceous plants accounted for &#xb1;26.6%, <italic>Artemisia</italic> (&#xb1;9.9%) and Chenopodiaceae (&#xb1;10.7%) were the most ubiquitous taxa. Three zones were recognized based on stratigraphically constrained cluster analysis (CONISS) (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The three zones were as follows:</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Pollen assemblage diagram of Dianziping profile.</p>
</caption>
<graphic xlink:href="feart-09-681995-g003.tif"/>
</fig>
<p>
<italic>Zone A (240&#x2013;350&#xa0;cm)</italic> In this section, tree pollen, predominantly <italic>Pinus</italic> (&#xb1;71.18%), <italic>Picea</italic> (&#xb1;8.34%), and some <italic>Betula</italic> (&#xb1;0.63%), accounted for &#xb1;80% of the total pollen assemblage. Herbaceous plants, consisted mostly of Chenopodiaceae (&#xb1;5.64%) and <italic>artemisia</italic> (&#xb1;8.66%), accounted for &#xb1;17.28% of the&#x20;total.</p>
<p>
<italic>Zone B (170&#x2013;240&#xa0;cm)</italic> This section included substantial cultural elements and was similarly characterized by trees as dominant. <italic>Pinus</italic> and <italic>Picea</italic> were prevalent, but their relative abundance had evidently decreased to &#xb1;58.24 and &#xb1;4.69% respectively. Herbs including <italic>Artemisia</italic> (&#xb1;13.33%), Chenopodiaceae (&#xb1;11.71%), and Poaceae (&#xb1;4.26%) increased compared to Zone A. In total, trees accounted for &#xb1;64.4% and herbs accounted for &#xb1;33.41%.</p>
<p>
<italic>Zone C (60&#x2013;170&#xa0;cm)</italic> In this section, the tree pollen was mainly <italic>Pinus</italic> (&#xb1;60.72%) and <italic>Picea</italic> (&#xb1;5.68%). The concentration of <italic>Ephedra</italic> increased substantially compared to the previous stage. Herbaceous plants mainly consisted of <italic>artemisia</italic> and Chenopodiaceae<italic>,</italic> particularly Chenopodiaceae increased appreciably to &#xb1;14.07% of the&#x20;total.</p>
<p>In summary, there was a clear indication of anthropogenic activity in Zone B as judged by increases of Poaceae, <italic>Artemisia</italic>, Chenopodiaceae, Asteraceae, <italic>Taraxacum</italic>, and a notable decrease in tree pollen.</p>
</sec>
</sec>
<sec id="s4-4">
<title>Charcoal Analysis</title>
<p>Charcoal particles provided reliable evidence for fire. Small charcoal particles could be transported across long distances by wind, especially in dry areas (<xref ref-type="bibr" rid="B28">Huang et&#x20;al., 2006</xref>). These small particles provided evidence for regional fires. Alternatively, large charcoal particles tended to travel only short distances, and serve as a good indicator for local fires (<xref ref-type="bibr" rid="B56">Patterson et&#x20;al., 1987</xref>; <xref ref-type="bibr" rid="B10">Clark, 1988</xref>; <xref ref-type="bibr" rid="B52">Miao et&#x20;al., 2017</xref>). Charcoal particles exceeding 100&#xa0;&#x3bc;m are considered too massive to be suspended and transported over long distances by wind (<xref ref-type="bibr" rid="B10">Clark, 1988</xref>). Dianziping site charcoal analyses reveal a concentration of charcoal particles &#x3c;50, 50&#x2013;100, and &#x3e;100&#xa0;&#x3bc;m at 200&#x2013;225, 200&#x2013;250, and 200&#x2013;210&#xa0;cm respectively. These findings indicate the occurrence of regional fire events at a period represented at 200&#x2013;250&#xa0;cm, and local fire events at 200&#x2013;210&#xa0;cm, suggesting increased anthropogenic activity around 3.8&#x2013;3.9&#xa0;cal ka BP. The regional fire events appear to have occurred within the cultural layer, while evidence is absent from other layers. It is, thus reasonable to equate the high concentration of charcoal particles during this period as an indication of human activity. In addition, a sharp increase of Poaceae pollen was also observed in this section, which may further suggest that human intervention to the natural vegetation had occurred.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<sec id="s5-1">
<title>Anthropogenic Impact on the Land Cover During the Late Neolithic Age (5.3&#x2013;4.0&#xa0;cal Ka BP)</title>
<p>In the early Majiayao culture, the population density was low, and a relatively small area of land was cultivated. These areas were sparsely distributed along the Yellow and Huangshui Rivers. At this point, the anthropogenic impacts on natural vegetation was small. However, in the late Majiayao culture, the population increased dramatically, and agriculture became the primary means of sustenance (<xref ref-type="bibr" rid="B80">Xie, 2002</xref>). Notably, the population had increased three to four-folds and reached 39,200 during the Machang period. Concomitantly, the area of cultivated land increased exponentially and reached a peak of 465&#xa0;km<sup>2</sup>. Although the cultivated land had decreased during the Banshan Type, the cultivation intensity, attained by dividing the cropland area with the duration of that culture and area of that particular culture (<xref ref-type="bibr" rid="B92">Zhuo et&#x20;al., 2013</xref>), had steadily increased since the beginning of the Majiayao Culture. This trend indicates that, despite the decreasing population, the settlement areas were still densely populated, and surrounding areas were intensely cultivated, even during the Banshan period. Disturbance to the neighboring area continued by expanded areas of cultivation (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparison of cultivation intensity and cultivated land area during each culture/type. Blue bar: Cultivation intensity during each culture/type (ka/km<sup>2</sup>). Orange line: cultivated land (km<sup>2</sup>).</p>
</caption>
<graphic xlink:href="feart-09-681995-g004.tif"/>
</fig>
<p>During the mid-Holocene climatic optimum, coniferous and broadleaf forests grew abundantly in northeast QTP (<xref ref-type="bibr" rid="B90">Zhou et&#x20;al., 2011</xref>). However, shifts in arboreal pollen were recorded around the Changning region (<xref ref-type="bibr" rid="B14">Dong et&#x20;al., 2012</xref>). Around 5.1&#xa0;cal ka BP, tree pollen such as <italic>Picea</italic>, <italic>Ulmus</italic>, and <italic>Betula</italic> accounted for &#xb1;33% of the total, while plant taxa associated with human activity such as Poaceae, Asteraceae, Brassicaceae, Apiaceae, Fabaceae, and Rosaceae (<xref ref-type="bibr" rid="B38">Li Y. Y. et&#x20;al., 2008</xref>) only accounted for &#xb1;13%. Around 5.0&#xa0;cal ka BP, tree pollen decreased and at around 4.2&#xa0;cal ka BP, reached a low point with approximately &#xb1;10% in relative abundance. In contrast, synanthropic species significantly increased during that period, and reached a peak of &#xb1;43% of the total pollen assemblage, and in which, Poaceae accounted for &#xb1;41% (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). The decrease in tree pollen was associated with an increase in human-indicator species, especially in Poaceae during the optimum climate condition of mid-Holocene. This was also highly correlated with the population growth and expansion of cropland, as well as the high intensity of cultivation, suggesting human-induced deforestation and land cover change (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Anthropogenic disturbance to the original vegetation was evident. The farmers of the Neolithic Age actively deforested neighboring areas to create cropland and to meet the needs of an increasing population. In short, anthropogenic impacts on the environment were initially apparent at approximately 4.3&#x2013;4.0&#xa0;cal ka BP on this part of the plateau.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Analysis of Changning pollen assemblage.</p>
</caption>
<graphic xlink:href="feart-09-681995-g005.tif"/>
</fig>
<p>In addition, the firing of pottery and utilization of wood resources also likely accelerated deforestation. Pottery-making technology during the Majiayao culture was highly developed, and this culture was renowned for its exquisite pottery. According to previous research, a temperature of 800&#xb0;C is required for the firing of pottery (<xref ref-type="bibr" rid="B55">Papachristodoulou et&#x20;al., 2006</xref>). Wood might have been the most attainable source for fuel at that time and a substantial number of trees utilized for pottery making. Additionally, among the excavated tombs of the Majiayao culture, wooden coffins (coffin made of wood) accounted for 84% of the burials (<xref ref-type="bibr" rid="B63">Qinghai Province Cultural Relics Management Branch Archaeological team, Chinese Academy of Social Sciences, Institute of Archaeology, 1984</xref>). To sum up, it appears that tree resources were abundant during the early Majiayao culture. Cropland areas may have been previously forested, but, trees were definitely logged for various of wood usage. It is thus reasonable to conclude that large areas of forests were brought down during this period.</p>
</sec>
<sec id="s5-2">
<title>Anthropogenic Impacts on the Natural Vegetation During the Early Bronze Age (4.0&#x2013;3.6&#xa0;ka BP)</title>
<p>Qijia culture represents an early period of the Bronze Age. During this period, the overall climate of the QTP gradually shifted from the mid-Holocene&#x2019;s warm and wet to drier and colder climate (<xref ref-type="bibr" rid="B45">Liu, 2016</xref>; <xref ref-type="bibr" rid="B77">Wei H. et&#x20;al., 2020</xref>). This transition continued through the entire Qijia period on the QTP and was synchronous with increasing climatic instability and extreme weather events (<xref ref-type="bibr" rid="B75">Wang et&#x20;al., 2021</xref>). According to <xref ref-type="bibr" rid="B45">Liu (2016)</xref>, the Genggahai region received relatively low amounts of precipitation between 4.1 and 3.1&#xa0;cal ka BP. The excavation of the Lajia site confirmed that the area was experiencing frequent mountain torrents, indicating an increase in severe rainstorms (<xref ref-type="bibr" rid="B9">Chui et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B75">Wang et&#x20;al., 2021</xref>). Driven by the overall cooling, drying climate, and the increase of extreme weather events, the human population in the area declined slightly, and the production mode of the agricultural settlers also shifted during this period. Farmers appeared to have adopted grazing as an alternative means of sustenance (<xref ref-type="bibr" rid="B80">Xie, 2002</xref>; <xref ref-type="bibr" rid="B7">Chen T. et&#x20;al., 2019</xref>). Evidence suggests that people were, at least partially, engaged in pastoralism. Burial objects unearthed during the Qijia culture shifted from pigs to sheep, implying the onset of pastoralism on the northeast margin of QTP (<xref ref-type="bibr" rid="B47">Liu, 2014</xref>). Consequently, the cultivation intensity demonstrated a dramatic fell during the Qijia culture (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). The area of cultivated land decreased compared to that of the Machang&#x20;Type.</p>
<p>The Dianziping pollen analysis indicates that during the Qijia culture, pine and spruce forests, as well as deciduous broadleaf trees (birch and maple), had persisted in the area. Tree pollen accounted for &#xb1;70% and shrubs accounted for &#xb1;26.8% of the total pollen assemblage (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). Trees, especially coniferous taxa, appeared to have been abundant in the area while broadleaf trees were scarce. Therefore, climate change had caused vegetation succession in the high-altitude areas. However, forests in the lower elevation (&#x223c;1,870&#xa0;m) areas in the Hehuang Valley persisted indicating that these areas were still warm and wet enough for the growth of these tree species. Since cultivated land area was also concentrated in the eastern edge of Huangshui Valley. It seems that this part of the QTP was intensely cultivated despite its low human population numbers, which could be drawn from the relatively high intensity of cultivation (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). Meanwhile, analysis of the charcoal in Dianziping indicated that the incidence of regional fire was frequent between 3.9 and 3.8&#xa0;cal ka BP (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). These fires were unlikely to be started naturally as lightning events are typically followed by thunderstorms and heavy precipitation on the QTP. As such, these findings further demonstrated anthropogenic disturbance during this period.</p>
<p>Based on series of archaeological excavations, there are approximately 366 graves of the Qijia culture, among which 288 (approximately 80%) graves used wooden coffins. Over half of these were made from a single cut of wood with diameters of approximately 50&#xa0;cm. Although both the population and cultivated land area in the northeast margin of the QTP decreased during the Qijia culture, forest destruction in the region continued. Despite climate change being a major driving force for the reduction of deciduous broadleaf forests, human destruction to the forests, especially to the disappearance of coniferous forests on the river terraces in the valleys, are undeniable. In conclusion, it appears that during the Qijia culture, large scale ecological shifts were mainly driven by climatic changes. The changes obviously caused forest decline in high altitude areas and ecological succession in lower areas (<xref ref-type="bibr" rid="B35">Kramer et&#x20;al., 2009a</xref>; <xref ref-type="bibr" rid="B36">Kramer et&#x20;al., 2009b</xref>). On the other hand, intensive cultivation and lumber utilization in settlement areas accelerated the pace of deforestation at lower elevations.</p>
</sec>
<sec id="s5-3">
<title>Anthropogenic Impact on Natural Vegetation During Mid-Late Bronze Age (3.6&#x2013;2.4&#xa0;cal ka BP)</title>
<p>During the mid-late Bronze Age, the northeast QTP was occupied by people of the Xindian and Kayue cultures. The relatively cold and dry climate, dictated the people to undertake some changes concerning their means of sustenance (<xref ref-type="bibr" rid="B31">Jia, 2012</xref>; <xref ref-type="bibr" rid="B15">Dong et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B66">Ren et&#x20;al., 2018</xref>). One such change to the farming practice was a shift from the monoculture of millet to developed multiple crops. Barley, as cold-resistant crop, became staple in the harsh highlands (<xref ref-type="bibr" rid="B50">Ma et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B87">Zhang and Dong, 2017</xref>). Sheep, as cold-tolerant livestock, were introduced into this region in the early Bronze Age via cross-mainland cultural exchange, and grazing livestock was broadly adopted (<xref ref-type="bibr" rid="B12">Dodson et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B13">Dong, 2018</xref>). In addition, the number of pigs associated with funeral sties began to decrease and were replaced by sheep, horses, and cattle (<xref ref-type="bibr" rid="B47">Liu, 2014</xref>), which implies the growing importance of grazing in the Kayue culture. The development of pastoralism allowed farming activities to expand from low altitude to high altitude areas despite the dry and cold climate, and to settle permanently in areas with elevations above three thousand meters (<xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2015</xref>). Consequently, Kayue culture developed quickly in the higher altitude areas, practicing both grazing and farming. The Xindian culture was mainly distributed at lower altitude areas in the east of the study area, and was sustained by traditional farming. The shifts in production structure boosted the population growth and the development of agriculture. The total population in the northeast margin of QTP reached approximately 61,330 people, and the cropland area amounted to over 1,160&#xa0;km<sup>2</sup> (<xref ref-type="table" rid="T4">Table&#x20;4</xref>). These croplands were mainly distributed along the Yellow River, and its major tributaries, expanding into the upper reaches of the Yellow River. As figure four illustrates, the adoption of grazing reduced cultivation intensity but the exponential population growth enlarged the overall impacted area. The population growth and the subsequent cropland expansion significantly resulted in human-induced environmental destruction in the natural areas, especially at high altitudes. Furthermore, increasing charcoal concentration in Gonghe Basin during the Kayue culture was accompanied by increasing human imprints and disturbances to the high-altitude areas (<xref ref-type="bibr" rid="B52">Miao et&#x20;al., 2017</xref>).</p>
<p>Wood was used as raw material for construction, production tools, and fuel for the fire (<xref ref-type="bibr" rid="B76">Wang et&#x20;al., 2014</xref>). Generally, charcoal remains from the burning of dead wood were rich in <italic>mycelium</italic> (<xref ref-type="bibr" rid="B51">Marguerie and Hunot, 2009</xref>; <xref ref-type="bibr" rid="B71">Vidal-Matutano et&#x20;al., 2017</xref>). In the charcoal analysis from the Kayue and the Xindian cultural sites, <italic>mycelium</italic> was rarely encountered (<xref ref-type="bibr" rid="B44">Liu, 2019</xref>). Based on the absence of <italic>mycelium</italic>, it can be inferred that the increasing population during the mid-late Bronze Age could have resulted in massive logging for fuel. In the Liuwan site, six graves of the Xindian culture were excavated, but none used wooden coffins (<xref ref-type="bibr" rid="B63">Qinghai Province Cultural Relics Management Branch Archaeological team, Chinese Academy of Social Sciences, Institute of Archaeology, 1984</xref>). The excavation of Hetao Zhuang grave, located along a tributary of Huangshui River in Milagou, revealed 342 graves, 102 of which used wood coffins (<xref ref-type="bibr" rid="B61">Qinghai Province Cultural Relics Archaeological Institute, 2004</xref>). In Guide Shan Pingtai site, along the Yellow River, 90 graves of the Kayue Culture were excavated, of which, 32 graves contained wooden coffins made of woods with diameter of only 10&#xa0;cm. This suggests that forests along the Huangshui River were mostly exhausted. Trees were quite limited even along the upper reaches of Yellow River where only small trees and shrubs remained. Moreover, <xref ref-type="bibr" rid="B44">Liu (2019)</xref> states that <italic>Pinus</italic> was easily shaped, yet hard to corrode, making it a favorable choice for use by prehistoric humans. However, the number of broadleaf trees used by prehistoric Kayue people was significantly higher than that of coniferous species. Approximately two-thirds of the wood came from broadleaf trees. This demonstrates that the availability of conifers such as <italic>Pinus</italic> has been greatly reduced, but the climate still allowed the growth of deciduous broadleaf trees. In addition, the pollen assemblage from Fengtai site in Huzhu County disclosed a variety of Poaceae taxa that no longer existed in the area. This is a testament to the rich floral biodiversity in the region during the Kayue culture and that climate allowed their abundance (<xref ref-type="bibr" rid="B34">Jin et&#x20;al., 2006</xref>). In sum, despite having a climate that was optimal for supporting the diversity of flora and growth of deciduous broadleaf trees during that time, the forest resources were being depleted. This is supported by both archaeological evidence of wood utilization and by the pollen assemblage from Dalianhai, which showed a decreasing trend of <italic>Pinus</italic> and <italic>Picea</italic> and steady increase of Poaceae (<xref ref-type="bibr" rid="B8">Cheng et&#x20;al., 2013</xref>) (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Analysis of Dalianhai pollen assemblage and utilization of wood for construction of coffin.</p>
</caption>
<graphic xlink:href="feart-09-681995-g006.tif"/>
</fig>
<p>Ecological studies conducted on the grasslands of the QTP show that grazing by domesticated livestock caused an increase of <italic>Stellera chamaejasme</italic> across the landscape (<xref ref-type="bibr" rid="B30">Huang et&#x20;al., 2017</xref>; <xref ref-type="bibr" rid="B77">Wei H. et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B78">Wei H.-C. et&#x20;al., 2020</xref>). This species is toxic and was not consumed by livestock. Grazing of other species accelerates the growth of <italic>Stellera</italic>, enabling it to eventually become the dominant species on the grassland (<xref ref-type="bibr" rid="B46">Liu et&#x20;al., 2004</xref>). The increasing abundance of <italic>Stellera chamaejasme,</italic> therefore, is an indicator of overgrazing and grassland degradation (<xref ref-type="bibr" rid="B54">Miehe et&#x20;al., 2014</xref>). The pollen assemblage from Genggahai illustrates a rapid proliferation of <italic>Stellera chamaejasme</italic> around 3.6&#x2013;3.0&#xa0;cal ka BP in the surrounding areas. This indicates intensive grazing activity resulting in the degradation of previously <italic>Artemisia</italic> dominated steppe (<xref ref-type="bibr" rid="B30">Huang et&#x20;al., 2017</xref>). This is consistent with the results of a sediment core analysis in Lake Muge, where the occurrence of frequent anthropogenic fire events showed expansion of cropland and pasture. The resulting environmental impacts of these activities induced great alterations of the natural vegetation (<xref ref-type="bibr" rid="B69">Sun et&#x20;al., 2016</xref>).</p>
<p>In all, during this period, both the human populations and the cultivated land areas had increased significantly due to a progression in environmental adaptability. The Kayue people had moved up to the middle and high-altitude areas and practiced grazing as a primary means of livelihood, and crop cultivation as alternative sustenance. As a result, the pristine forests in these areas were largely destroyed, and the grassland cover was disturbed by both cultivation and grazing activities. It appears that anthropogenic impacts had been the major driving force for land deterioration and forest decline during this period.</p>
</sec>
<sec id="s5-4">
<title>Environmental Impacts During the Historical Time</title>
<p>The analysis of Genggahai and Dalianhai pollen assemblages show that since 1.6&#xa0;cal ka BP, herbaceous pollen had increased, while tree pollen decreased (<xref ref-type="bibr" rid="B8">Cheng et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B45">Liu, 2016</xref>). In Genggahai region, the growth of herbaceous pollen, such as <italic>Stellera</italic>, <italic>Artemisia</italic>, and Chenopodiaceae was evident, and degradation of the grassland was apparent. The soil in the region was arid and low in organic matter, and the region was successively transformed into a desert steppe (<xref ref-type="bibr" rid="B45">Liu, 2016</xref>). In the Dalianhai area, at 1.4&#xa0;cal ka BP, the humidity gradually increased, and the grassland began to expand. However, forested areas were not restored due to the slow succession rate of forest re-generation itself and the extensive deforestation that previously occurred in the area (<xref ref-type="bibr" rid="B8">Cheng et&#x20;al., 2013</xref>). Soil water retention capacity was reduced, signs of soil erosion in the surrounding area were apparent, and grassland degradation was evident with the increasing growth of <italic>Stellera</italic>. It appears that anthropogenic activity, including over-grazing, was a driving force for land degradation.</p>
<p>The three main expansion periods of cultivation during the historical period in China occurred during the Han Dynasty, the Song Dynasty and mid-Qing Dynasty (<xref ref-type="bibr" rid="B19">Fang et&#x20;al., 2019</xref>). In approximately 2.2&#xa0;cal ka BP, the Han Dynasty colonized the areas along the Huangshui River and implemented &#x201c;military cultivation&#x201d; and &#x201c;immigration garrison&#x201d; policies to supply food to the military in the area (<xref ref-type="bibr" rid="B22">Gong, 2012</xref>). To ensure the implementation of these policies, over ten thousand soldiers were staged in the region to cultivate the barren land in Ledu (along the Huangshui River). Advanced iron plow techniques were introduced, and agriculture became highly developed (<xref ref-type="bibr" rid="B23">Gu, 2007</xref>). Postal stations and bridges were also constructed in the area during this period. According to the Legend of Zhao Chongguo and Xin Qingji, during the construction, over six thousand trees were logged from the adjacent mountains and transported along the Huangshui River. This depleted the forests in the Huangshui Valley, leaving trees mainly on the adjacent mountains. In the Tang Dynasty &#x201c;military cultivation&#x201d; and expansion of cropland in the Hehuang Valley reached approximately 321&#xa0;km<sup>2</sup> (<xref ref-type="bibr" rid="B79">Wu et&#x20;al., 2017</xref>). During the Song Dynasty, according to <italic>Qing Tang Record</italic>, only a few clusters of pine trees were observed along the Huangshui River. The total cropland area in Hehuang Valley was approximately 305&#xa0;km<sup>2</sup>, congruent with Tang Dynasty (<xref ref-type="bibr" rid="B24">Guo et&#x20;al., 2021</xref>). By the Ming Dynasty, the population had increased rapidly in the area (<xref ref-type="bibr" rid="B11">Cui et&#x20;al., 1999</xref>; <xref ref-type="bibr" rid="B84">Zhang et&#x20;al., 2016</xref>). In the late Ming Dynasty, 1650AD, the cropland area in the Hehuang Valley reached approximately 433&#xa0;km<sup>2</sup> (<xref ref-type="bibr" rid="B89">Zhao, 2016</xref>). The structure of forest vegetation in the valley had changed significantly, with poplar and birch replacing the original pine and spruce forests (<xref ref-type="bibr" rid="B60">Qinghai Local Chronicle Compilation Committee, 1993</xref>). By the Qing Dynasty, dry farming had been widely developed and the cultivated land gradually expanded into the hills and mountains (<xref ref-type="bibr" rid="B74">Wang et&#x20;al., 2000</xref>). In 1747AD, Yang Yingju recorded in <italic>Annals of Xining Fu</italic>, that most of the mountains along the middle reaches of the Huangshui River were barren lands (<xref ref-type="bibr" rid="B82">Yang and Wang, 1747</xref>). Timber for construction of <italic>Xining Fu</italic> had to be transported from distant mountains. By the late Qing Dynasty, in 1845AD, the cropland in Hehuang Valley reached approximately 1,505&#xa0;km<sup>2</sup>.</p>
<p>In conclusion, croplands were abandoned and re-cultivated frequently and expanded continually; forests and shrubs were heavily harvested. Cropland expansion increasingly pushed the carrying capacity of the land toward the edge of limitation. Large areas of barren hillsides were formed in Hehuang area. Soil erosion and landslides occurred more frequently following the deterioration of the natural vegetation. There were no major climate fluctuations during the historical period suggesting the destruction of vegetation cover was overtly induced by anthropogenic factors. Currently, natural forest in the area is patchy and scattered across the hills and slopes found at elevations ranging from 2,600 to 3,400&#xa0;m (<xref ref-type="bibr" rid="B91">Zhou et&#x20;al., 1986</xref>). This further demonstrates that the destruction of forests and the deterioration of grassland during the historical period were primarily due to anthropogenic forces.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>
<list list-type="simple">
<list-item>
<p>(1) This paper addresses human impacts on the natural vegetation in the northeast margin of the QTP. The study explains the extent of anthropogenic influence on the natural land cover through cropland expansion, with the support of pollen records and archaeological data. Cultivated land areas were reconstructed using population estimates and prehistorical site reconstruction. Altitude, soil, distance to the river, slope aspect, and gradient are considered to be natural limiting factors for the expansion of cropland. The Dianziping pollen assemblage was analyzed and compared to previous pollen studies in the&#x20;area.</p>
</list-item>
<list-item>
<p>(2) In the mid-Holocene climatic optimum, the reduction of tree pollen can be explained by the intrusion of Neolithic farmers and expansion of cropland, as well as heavy utilization of timber resources. The decline of forests and shift in vegetation composition, including a reduction of flora diversity during the early Bronze Age may be explained by adverse climatic impacts, but human exploitation of forests and destruction of land cover at low elevated rivers terraces were also evident. During the mid-late Bronze Age, climatic impacts appeared to be less influential, while the expansion of cropland and population growth likely resulted in the continued diminishing of forests. Humans likely drove the ecological succession of natural vegetation to the current pastureland. The current landscape, characterized by barren mountains and remnant forest islands can be explained by the large-scale deforestation that occurred throughout human history.</p>
</list-item>
<list-item>
<p>(3) A strong correlation was found to exist among the occurrence of population growth, cropland expansion, and reduction of tree pollen found at prehistoric sites. Population growth instigated a self-reinforcing cycle whereby more cropland was required to support inhabitants and more inhabitants cultivated more land, which in turn, boosted population growth. Consequently, extensive logging and burning of natural forest cover were performed for various human purposes and resulted in significant reductions in tree pollen.</p>
</list-item>
<list-item>
<p>(4) Neolithic farmers planted corps mainly on terraces in river valleys along the Huangshui River. In the late Bronze Age, the cultivated land area quickly expanded to the small hills and flat terrain at higher altitudes along the upper reaches of the Yellow River. The development of cropland along the Yellow River in the northeast margin of QTP occurred slightly later than that of the Huangshui River.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>ZW and GH designed the study and wrote the paper, GH reconstructed the cultivated land, ZW and JG conducted the pollen analysis, SJ, XC, ZL conducted the field&#x20;work.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This study was supported by Natural Science Fund of Qinghai Province, Grant No. 2021-ZJ-917.</p>
</sec>
<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>
<ref-list>
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