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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2022.1113354</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Forest stand factors determine the rainfall pattern of crown allocation of <italic>Picea schrenkiana</italic> in the northern slope of Mount Bogda, Tianshan Range, China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Shanchao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zheng</surname>
<given-names>Xin-Jun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1121748"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yin</surname>
<given-names>Lihe</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yugang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Natural Forest Protection Center of Xinjiang Uygur Autonomous Region</institution>, <addr-line>Urumqi</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences</institution>, <addr-line>Urumqi, Xinjiang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Fukang Station of Desert Ecology, Chinese Academy of Sciences</institution>, <addr-line>Fukang, Xinjiang</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Xi&#x2019;an Center of Geological Survey, China Geological Survey, Ministry of Natural Resources</institution>, <addr-line>Xi&#x2019;an, Shaanxi</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>University of Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Lei Deng, Northwest A&amp;F University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jiang Jiang, Nanjing Forestry University, China; Hai Zhou, Northwest Institute of Eco-Environment and Resources (CAS), China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xin-Jun Zheng, <email xlink:href="mailto:zhengxj@ms.xjb.ac.cn">zhengxj@ms.xjb.ac.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Functional Plant Ecology, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1113354</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Zhao, Zheng, Yin and Wang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhao, Zheng, Yin and Wang</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 middle elevation forest of the Tianshan Mountains, dominated by the conifer tree <italic>Picea schrenkiana</italic>, is an important part of the mountain ecosystem of arid Northwestern China, which plays a pivotal role in carbon sequestration and water conservation. As the first interface of water transfer in a forest ecosystem, tree crown allocates precipitation regulating soil water supply and sustaining vegetation growth below the crown. In this study, four 20-m &#xd7; 20-m sampling quadrats were randomly installed at each of three elevation sites (2,200 m, 1,800 m, and 1,450 m) on the northern slope of Mount Bogda, the main peak of the Eastern Tianshan Range. The effects of forest stand factors and incoming rainfall on forest crown allocation of precipitation were investigated, and the trade-off between water and carbon was also discussed. The results revealed that (1) the interception, throughfall, and stemflow ratio had values of 44.3%&#x2013;50.0%, 49.6%&#x2013;55.4%, and&lt;0.5%, respectively; (2) there was a complementary relationship between stemflow ability and threshold rainfall when stemflow emerged, and the crown interception rainfall had a saturation value; and (3) the allocation of crown-intercepted rainfall was controlled by trunk diameter at breast height, crown height-to-width ratio, and leaf area index, which was why differences arose in the allocation of crown precipitation at differing elevations. With greater arbor biological carbon density, the crown interception ratio initially increased rapidly but then remained stable, indicating that once a natural forest stand is mature, its biomass carbon sequestration would not change further allocation of crown precipitation.</p>
</abstract>
<kwd-group>
<kwd>biomass carbon density</kwd>
<kwd>interception</kwd>
<kwd>
<italic>Picea schrenkiana</italic>
</kwd>
<kwd>stemflow</kwd>
<kwd>throughfall</kwd>
<kwd>crown rainfall allocation</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="17"/>
<ref-count count="60"/>
<page-count count="11"/>
<word-count count="6596"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>
<italic>Picea schrenkiana</italic>, the most important zonal montane forest species of Tianshan Mountains, Central Eurasia, is widely distributed at elevations of 1,400&#x2013;2,800 m on the windward slope (<xref ref-type="bibr" rid="B17">Li et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B1">Adilai et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Li et&#xa0;al., 2021</xref>). This spruce forest accounts for more than 95% of the total forest resources in Tianshan Mountains, 59% of its mountainous forest area, 44.9% of its total natural forest area, and 60.8% of the timber volume in Xinjiang of China (<xref ref-type="bibr" rid="B20">Liu et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B52">Zhang et&#xa0;al., 2016a</xref>; <xref ref-type="bibr" rid="B13">Jiao et&#xa0;al., 2019</xref>). Net primary productivity of this Tianshan Mountains&#x2013;spruce forest was estimated to be 0.9&#xa0;t hm<sup>&#x2212;2</sup> a<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="B29">Ni, 2004</xref>) whereas its vegetation carbon storage was estimated at 53.14 Tg C (<xref ref-type="bibr" rid="B43">Wang et&#xa0;al., 2001b</xref>; <xref ref-type="bibr" rid="B50">Xu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B23">Li et&#xa0;al., 2018b</xref>). Thus, given the still rapidly rising carbon emissions of Xinjiang (<xref ref-type="bibr" rid="B51">Yin et&#xa0;al., 2021</xref>), the Tianshan Mountains&#x2013;spruce forest is of great significance for Xinjiang&#x2019;s ability to achieve the twin goals of &#x201c;peak carbon&#x201d; and &#x201c;carbon neutrality&#x201d;.</p>
<p>Meanwhile, the alpine spruce forest is also the main component of the mountain ecosystem in the arid and semi-arid areas of Northwest China (<xref ref-type="bibr" rid="B26">Luo et&#xa0;al., 2020</xref>). It has multiple ecological functions, such as wind prevention and dust capture, soil and water conservation, water source conservation, water quality purification, land erosion mitigation, climate regulation, and biodiversity protection, which is why it is considered a crucial ecological security pillar in Arid Northwestern China (<xref ref-type="bibr" rid="B41">Wang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B15">Lan et&#xa0;al., 2020</xref>). For all of those reasons, in 2021, the central government of China promulgated the &#x201c;Key Construction Program of Ecological Protection and Restoration in Northern Shelterbelt (2021&#x2013;2035)&#x201d;, where protecting the forests and grasslands in Tianshan and Altai mountains was deemed an imperative task. Its paramount goal is promoting the management and protection level of alpine spruce forests, which entails developing water source conservation forests and strengthening forest tending, thereby improving the overall quality of forest resources. Therefore, we should pay attention not only to the direct benefits that forests can provide in terms of wood, biochar, and the other forest products, but also to the indirect benefits of ecosystem services with respect to climate regulation, water source conservation, and flood disaster retention and reduction, all of which depend on the dynamic relationship between forest and water (<xref ref-type="bibr" rid="B5">Bosch and Hewlett, 1982</xref>). To sum up, it is necessary to conduct in-depth research on forest eco-hydrological processes and to evaluate their environmental benefits, at whose core is the relationship between vegetation cover and runoff, to elucidate the mechanisms underpinning allocation of crown-intercepted precipitation, water retention by litter, soil water infiltration and storage, terrestrial evapotranspiration, and so on, among forest strata such as vegetation crown, ground covering layer of plants, and the soil (<xref ref-type="bibr" rid="B47">Wang et&#xa0;al., 2001a</xref>; <xref ref-type="bibr" rid="B49">Xian et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B25">Lu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Liu et&#xa0;al., 2022</xref>).</p>
<p>As such, the eco-hydrological processes of mountainous forests, including crown interception, stemflow, surface runoff, and soil infiltration, all feature prominently in water resource conservation (<xref ref-type="bibr" rid="B32">Ran et&#xa0;al., 2012</xref>). The absence and imbalance of functions and processes are the major causes of soil erosion and land degradation in mountainous areas (<xref ref-type="bibr" rid="B44">Wang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B36">Sun et&#xa0;al., 2021</xref>). The forest crown allocation of precipitation is a very important eco-hydrological process that also affects the forest water balance and geochemical cycling; hence, it is ecologically significant for multiple reasons (<xref ref-type="bibr" rid="B24">Llorens and Domingo, 2007</xref>; <xref ref-type="bibr" rid="B31">Peng et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B40">Van Stan and Pypker, 2015</xref>; <xref ref-type="bibr" rid="B19">Liu et&#xa0;al., 2016</xref>). <italic>Via</italic> allocation by the forest crown, rainfall is partitioned into three components: throughfall, stemflow, and crown interception. Throughfall and stemflow can reach the ground surface and enter soil, replenishing soil moisture, which can be taken up by plant roots, and thus considered effective rainfall. Crown interception, however, is long believed to return to the atmosphere as evaporation, meaning it is ineffective rainfall (<xref ref-type="bibr" rid="B30">Park and Cameron, 2008</xref>; <xref ref-type="bibr" rid="B35">Staelens et&#xa0;al., 2008</xref>). Yet, crown interception can be effective precipitation due to the since confirmed existence of water absorption on the leaf surface (<xref ref-type="bibr" rid="B6">Breshears et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B58">Zheng et&#xa0;al., 2011</xref>). The process of forest crown allocation of precipitation is affected by the characteristics of both rainfall and the intercepting tree crown, and their combined effects with the other meteorological factors, such as temperature, humidity, wind speed, and net radiation, as well as their interactions. Rainfall characteristics include the amount, intensity, and duration of water, and their spatiotemporal distributions, whereas crown characteristics include crown density, crown structure, crown dryness, age, trunk diameter at breast height (DBH), tree height, leaf shape, branching angle, leaf area index (LAI), and the gap fraction (<xref ref-type="bibr" rid="B16">Levia and Frost, 2003</xref>; <xref ref-type="bibr" rid="B24">Llorens and Domingo, 2007</xref>; <xref ref-type="bibr" rid="B30">Park and Cameron, 2008</xref>; <xref ref-type="bibr" rid="B35">Staelens et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B8">Germer et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B34">Siegert and Levia, 2014</xref>; <xref ref-type="bibr" rid="B37">Sun et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Zhang et&#xa0;al., 2015b</xref>; <xref ref-type="bibr" rid="B60">Zimmermann et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Zhang et&#xa0;al., 2016b</xref>; <xref ref-type="bibr" rid="B56">Zhang et&#xa0;al., 2019</xref>).</p>
<p>The crown constitutes the first interface of water transfer and movement in a forest ecosystem, and the ensuing allocation of rainfall regulates the moisture distribution pattern of forest cover and soil layer, which has an important impact on biodiversity of forests and their runoff yield (<xref ref-type="bibr" rid="B57">Zhao et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B7">Dang et&#xa0;al., 2005</xref>). This regulation of water flow by the crown is mainly determined by the amount of rainfall and stand factors including LAI, tree species identity, tree height, and the width and density of the crown (<xref ref-type="bibr" rid="B34">Siegert and Levia, 2014</xref>; <xref ref-type="bibr" rid="B40">Van Stan and Pypker, 2015</xref>). Therefore, given that the amount of the precipitation pulse and forest stand factors are likely common decisive factors governing the forest crown allocation of precipitation, the following hypothesis was put forward: Differences in crown rainfall allocation among different studied forest plots are determined by stand factors, with stand development leading to an altered coupling and trade-off relationships between biological carbon sequestration and water resource conservation and other ecosystem services in dryland mountainous forest key to water conservation.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Study area and methodology</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area</title>
<p>This study area is located in the Fukang state-owned forest region, where the north slope of Mt. Bogda, the main peak of the eastern Tianshan Mountains, is found. It is a typical complete continental mountainous landscape region of Inner Eurasia, which integrates glaciers, snowpack, forest, grassland, and alpine lakes (<xref ref-type="bibr" rid="B59">Zhou et&#xa0;al., 2009</xref>). The total annual sunshine duration is 2,600 h and the average annual temperature is below 1.9&#xb0;C; the winter is long and cold with &#x2013;12.4&#xb0;C being the average temperature in the coldest month, while the summer is short and warm with 15.9&#xb0;C being the average temperature of the hottest month (<xref ref-type="bibr" rid="B45">Wang et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B46">Wang et&#xa0;al., 2015</xref>). The weak wet and cold water vapor from the North Atlantic Ocean and the Arctic Ocean brought by the westerly circulation in the Northern Hemisphere is blocked and uplifted by the tall mountains of the Tianshan Mountains, forming topographic rain on the northern slope of the windward face (<xref ref-type="bibr" rid="B11">Hu et&#xa0;al., 2014</xref>), enabling the average annual precipitation in this region to reach 520.6&#xa0;mm (<xref ref-type="bibr" rid="B28">Ma et&#xa0;al., 2010</xref>). The soil here consists mainly of taupe alpine forest gray-brown soil, with a thin layer of forest residue covering the ground surface, followed by humus layer and leaching layer, and gradually transitions to a sedimentary clay layer that contains white pseudomycelial calcium carbonate deposition nuclei. The vegetation consists mainly of pure spruce stands of <italic>P. schrenkiana</italic> in temperate mountain coniferous forest. However, one can find scattered trees such as <italic>Populus talassica</italic>, <italic>Sorbus tianschanica</italic>, and <italic>Betula tianschanica</italic> in the forest margins and gaps. In the sparse forest understory are the shrubs <italic>Cotoneaster melanocarpus</italic>, <italic>Berberis heteropoda</italic>, <italic>Rosa spinosissima</italic>, <italic>Spiraea hypericifolia</italic>, <italic>Sabina pseudosabina</italic>, and <italic>Lonicera hispida</italic>, and herbaceous plants such as <italic>Alchemilla tianshanica</italic>, <italic>Geranium divaricatum</italic>, and <italic>Aegopodium podagraria</italic>.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Study quadrat, vegetation survey, and observation</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Study quadrat, vegetation survey, leaf area index, and arbor biomass carbon density</title>
<p>Three sites (denoted A&#x2013;C) were studied at 2,200-m, 1,800-m, and 1,450-m elevations, respectively located at Natazi (43&#xb0;56&#x2032;9&#x2033;N&#x2013;43&#xb0;56&#x2032;27&#x2033;N, 88&#xb0;13&#x2032;12&#x2033;E&#x2013;88&#xb0;13&#x2032;22&#x2033;E), the upper part (43&#xb0;55&#x2032;60&#x2033;N&#x2013;43&#xb0;56&#x2032;01&#x2033;N, 88&#xb0;9&#x2032;2&#x2033;E&#x2013;88&#xb0;9&#x2032;17&#x2033;E), and the entrance (43&#xb0;56&#x2032;7&#x2033;N&#x2013;43&#xb0;56&#x2032;14&#x2033;N, 88&#xb0;6&#x2032;30&#x2033;E&#x2013;88&#xb0;7&#x2032;17&#x2033;E) of Baiyanggou of the Fukang state-owned forest region (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). At each site, four sapling quadrats (20&#xa0;m &#xd7; 20&#xa0;m) were randomly positioned and set up. The DBH (cm), crown radius (CR, m), and tree height (<italic>H</italic>, m) of all trees and the population density of tree individuals (PD, hm<sup>&#x2212;2</sup>) in every quadrat were measured and recorded. The crown area (CA, m<sup>2</sup>) and crown height-to-width ratio (HWR) of each tree were as follows:</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Mean ( &#xb1; SD) of diameter at breast height (DBH, cm), crown height-to-width ratio (HWR, m/m), leaf area index (LAI) and population density (PD, hm<sup>&#x2212;2</sup>), and arbor biomass carbon density (CD, t C hm<sup>&#x2212;2</sup>) of <italic>Picea schrenkiana</italic> in the sites of 2,200-m, 1,800-m, and 1,450-m elevations at the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Study site</th>
<th valign="top" align="center">Elevation (m)</th>
<th valign="top" align="center">
<italic>N</italic>
</th>
<th valign="top" align="center">DBH (cm)</th>
<th valign="top" align="center">HWR (m/m)</th>
<th valign="top" align="center">LAI</th>
<th valign="top" align="center">PD (hm<sup>&#x2212;2</sup>)</th>
<th valign="top" align="center">CD (t C hm<sup>&#x2212;2</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">A</td>
<td valign="top" align="center">2,200</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">29.4 &#xb1; 2.1</td>
<td valign="top" align="center">8.0 &#xb1; 1.2</td>
<td valign="top" align="center">1.09 &#xb1; 0.61</td>
<td valign="top" align="center">681 &#xb1; 244</td>
<td valign="top" align="center">48.5 &#xb1; 27.9</td>
</tr>
<tr>
<td valign="top" align="left">B</td>
<td valign="top" align="center">1,800</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">26.4 &#xb1; 5.7</td>
<td valign="top" align="center">6.9 &#xb1; 2.2</td>
<td valign="top" align="center">1.04 &#xb1; 0.84</td>
<td valign="top" align="center">813 &#xb1; 136</td>
<td valign="top" align="center">46.2 &#xb1; 41.8</td>
</tr>
<tr>
<td valign="top" align="left">C</td>
<td valign="top" align="center">1,450</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">37.9 &#xb1; 5.1</td>
<td valign="top" align="center">8.6 &#xb1; 0.7</td>
<td valign="top" align="center">0.62 &#xb1; 0.04</td>
<td valign="top" align="center">369 &#xb1; 55</td>
<td valign="top" align="center">32.4 &#xb1; 2.4</td>
</tr>
</tbody>
</table>
</table-wrap>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>CA</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mtext>&#x3c0;</mml:mtext>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>CR</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtext>HWR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mi>H</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>CR</mml:mtext>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The quadrat-level average LAI was measured at the height of 1.5&#xa0;m in later summer using the plant canopy analyzer of LAI-2000 (LI-COR, Lincoln, Nebraska, USA). The trunk, branch, root, and leaf biomass (BM<sub>t</sub>, BM<sub>b</sub>, BM<sub>r</sub>, and BM<sub>l</sub>, kg) of each individual tree were calculated this way:</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>BM</mml:mtext>
</mml:mrow>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>DBH</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b2;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>H</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the parameters <italic>&#x3b1;<sub>i</sub>
</italic>, <italic>&#x3b2;<sub>i</sub>
</italic>, and <italic>&#x3b3;<sub>i</sub>
</italic> for BM<sub>t</sub> were 0.0885, 0.625, and 1.938; likewise, for BM<sub>b</sub>, they were 0.0049, 0.252, and 2.736; for BM<sub>r</sub>, they were 0.1843, 0.758, and 1.708; and for BM<sub>l</sub>, they were 0.0358, 0.229, and 1.881, respectively (<xref ref-type="bibr" rid="B15">Lan et&#xa0;al., 2020</xref>). Arbor biomass carbon density (CD, t C hm<sup>&#x2212;2</sup>) at the quadrat level was calculated using the following equation:</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtext>CD</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>PD</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>25</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>BM</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>40</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>j</italic> was the <italic>j</italic>th tree in the quadrat; the parameter <italic>C<sub>i</sub>
</italic> was the carbon coefficient for the trunk, branch, root, or leaf part of the tree, respectively, equal to 0.4817, 0.4924, 0.5046, and 0.4899 (<xref ref-type="bibr" rid="B50">Xu et&#xa0;al., 2016</xref>).</p>
<p>The mean and standard deviation of DBH, HWR, LAI, PD, and CD at the three elevation sites are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Observed crown rainfall allocation and throughfall, stemflow, and interception ratio calculations</title>
<p>Four individual trees were randomly selected in each quadrat, and their stemflow was collected immediately after a rainfall event. To do this, the lower part of the trunk was simply cleared. The half-cut polyethylene rubber pipe was twined around the bark (at least two to three circles) and fixed with iron nails, and the gap between the pipe wall and trunk bark was filled with resin glue. The lower end of the water outlet was connected to a fixed small-mouth bucket used to collect the stemflow. Meanwhile, under the crown of each selected tree, four self-made simple rain-measuring barrels were randomly arranged to collect the throughfall water. Correspondingly, four self-made simple rain buckets were also positioned outside the stand to collect rainfall outside the forest. After a rainfall event, the volume (ml) of water in each water storage bucket or rain-measuring bucket was immediately collected, measured, and recorded, and then the throughfall (TF, mm), stemflow (SF, mm), and outside rainfall (<italic>I</italic>, mm) were calculated and converted accordingly. On the basis of a presumed water balance, crown interception (IC, mm) was calculated:</p>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mtext>IC</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mi>I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>TF</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>SF</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The throughfall, stemflow, and interception ratio (TFR, SFR, and ICR, %) were calculated as follows:</p>
<disp-formula>
<label>(6a)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mtext>TFR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>TF</mml:mtext>
</mml:mrow>
<mml:mi>I</mml:mi>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(6b)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mtext>SFR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>SF</mml:mtext>
</mml:mrow>
<mml:mi>I</mml:mi>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(6c)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:mtext>ICR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>IC</mml:mtext>
</mml:mrow>
<mml:mi>I</mml:mi>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data processing and statistics</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>Fitting the changes in crown throughfall, trunk stemflow, and crown interception ratio in relation to outside rainfall</title>
<p>For the different elevation sites, on the rainfall event scale, the relationships between TFR and <italic>I</italic> were fitted by applying this equation:</p>
<disp-formula>
<label>(7a);</label>
<mml:math display="block" id="M9">
<mml:mrow>
<mml:mtext>TFR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:msup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>hence,</p>
<disp-formula>
<label>(7b)</label>
<mml:math display="block" id="M10">
<mml:mrow>
<mml:mtext>TF</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:msup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<p>for which the parameters of <italic>a</italic>
<sub>1</sub> and <italic>a</italic>
<sub>2</sub> with their standard errors were estimated through non-linear regression.</p>
<p>Trunk stemflow only emerged when <italic>I</italic> was sufficiently large, and so the change in SF with <italic>I</italic> should be fitted using a segmental approach. When <italic>I</italic> &#x2264; <italic>b</italic>
<sub>2</sub>, SFR = 0 and SF = 0; otherwise,</p>
<disp-formula>
<label>(8a),</label>
<mml:math display="block" id="M11">
<mml:mrow>
<mml:mtext>SFR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(8b)</label>
<mml:math display="block" id="M12">
<mml:mrow>
<mml:mtext>SF</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>100</mml:mn>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the parameters <italic>b</italic>
<sub>1</sub> and <italic>b</italic>
<sub>2</sub> with their standard errors were estimated through piecewise linear regression. Thereinto, <italic>b</italic>
<sub>2</sub> was the threshold <italic>I</italic> when trunk stemflow emerged. The relationship between ICR and <italic>I</italic> could be described this way:</p>
<disp-formula>
<label>(9a)</label>
<mml:math display="block" id="M13">
<mml:mrow>
<mml:mtext>ICR</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>exp</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>and thus, IC is calculated as</p>
<disp-formula>
<label>(9b),</label>
<mml:math display="block" id="M14">
<mml:mrow>
<mml:mtext>IC</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>exp</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the parameters <italic>d</italic>
<sub>1</sub> and <italic>d</italic>
<sub>2</sub> with their standard errors were estimated through non-linear regression. Thereinto, <italic>b</italic>
<sub>2</sub>/100 was the saturation value of IC.</p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Fitting the relationship between crown rainfall allocation and forest stand variables</title>
<p>At the quadrat level, DBH, HWR, LAI, and PD were set as independent variables (<italic>x</italic>), while TFR, SFR, and ICR were designated the dependent variables (<italic>y</italic>). Linear regression was used to quantify the relationship between the independent and dependent variables,</p>
<disp-formula>
<label>(10)</label>
<mml:math display="block" id="M15">
<mml:mrow>
<mml:mi>y</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mi>x</mml:mi>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The orientation and trend of the dependent variable as a function of an independent variable were judged and analyzed <italic>via</italic> parameter <italic>&#x3b1;</italic>
<sub>1</sub>. Pearson&#x2019;s <italic>r</italic> correlation coefficient and its <italic>p</italic>-value were also used to judge the significance.</p>
</sec>
<sec id="s2_3_3">
<label>2.3.3</label>
<title>Fitting the relationship between crown interception ratio and arbor biomass carbon density</title>
<p>According to this study&#x2019;s field observations, SF could be ignored because trunk stemflow contributed a small proportion to the precipitation allocation, and thus there was a complementary relationship between TFR and ICR (TFR + ICR &#x2248; 1). At the quadrat level, the Michaelis&#x2013;Menten equation was used to describe the quantitative relationship between ICR (<italic>y</italic>) and CD (<italic>x</italic>)</p>
<disp-formula>
<label>(12)</label>
<mml:math display="block" id="M16">
<mml:mrow>
<mml:mi>y</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mi>x</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:mi>x</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Through the double-reciprocal transformation, the Lineweaver&#x2013;Burk equation was obtained:</p>
<disp-formula>
<label>(13)</label>
<mml:math display="block" id="M17">
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mi>y</mml:mi>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mi>x</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>+</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Following the Lineweaver&#x2013;Burk equation, after the double-reciprocal conversion of ICR (<italic>y</italic>) and CD (<italic>x</italic>), linear regression was applied. For this, the reciprocal of the intercept was the parameter <italic>&#x3c6;</italic>
<sub>1</sub>, whereas the slope was the ratio between the parameter <italic>&#x3c6;</italic>
<sub>2</sub> and <italic>&#x3c6;</italic>
<sub>1</sub>.</p>
</sec>
<sec id="s2_3_4">
<label>2.3.4</label>
<title>Numerical calculation and statistics</title>
<p>In this study, the functions &#x201c;fitlm&#x201d; and &#x201c;fitnlm&#x201d; in MATLAB R2017b were used to implement the linear and non-linear regressions. The non-linear fitting was judged by the coefficient of determination (<italic>R</italic>
<sup>2</sup>) and RMSE. The closer to 1 the <italic>R</italic>
<sup>2</sup> is, and the closer to 0 the RMSE is, the better the fit of the non-linear regression model. For linear regressions, the <italic>R</italic>
<sup>2</sup> along with the <italic>F</italic>-test and its <italic>p</italic>-value were used to test the fitness of each model. If <italic>p&lt;</italic> 0.05, the fitted regression was significant; otherwise, it was deemed insignificant.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Relationship between crown throughfall and outside rainfall at different elevation sites</title>
<p>Both TF and TFR increased with <italic>I</italic> at all three elevations of 2,200 m, 1,800 m, and 1,450 m on the northern slope of Mt. Bogda (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). For each, the relationship between TFR and <italic>I</italic> fitted using Eq. (7a) was significant: 2,200 m (<italic>R</italic>
<sup>2</sup> = 0.973, <italic>p&lt;</italic> 0.001), 1,800 m (<italic>R</italic>
<sup>2</sup> = 0.966, <italic>p&lt;</italic> 0.001), and 1,450 m (<italic>R</italic>
<sup>2</sup> = 0.983, <italic>p&lt;</italic> 0.001) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The estimated parameter <italic>a</italic>
<sub>1</sub> ( &#xb1; SE) was 2.24 &#xb1; 0.65, 3.50 &#xb1; 0.97, and 2.05 &#xb1; 0.49, while the parameter <italic>a</italic>
<sub>2</sub> ( &#xb1; SE) was 0.922 &#xb1; 0.085, 0.797 &#xb1; 0.082, and 0.942 &#xb1; 0.071 at the 2,200-m, 1,800-m, and 1,450-m elevation sites, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The changes in crown throughfall (TF, mm) and throughfall ratio (TFR, %) of <italic>Picea schrenkiana</italic> as a function of outside rainfall (<italic>I</italic>, mm) at three elevation sites at the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China (<italic>N</italic> = 9). Error bars indicate the standard error of the mean (<italic>N</italic> = 9). Dashed lines are the upper and lower 95% predicted intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1113354-g001.tif"/>
</fig>
<p>Accordingly, when <italic>I</italic> was 5&#xa0;mm, 10&#xa0;mm, and 25&#xa0;mm, TFR ( &#xb1; SE) was 9.9 &#xb1; 3.6%, 18.7 &#xb1; 4.3%, and 43.6 &#xb1; 3.8% at 2,200 m; 12.6 &#xb1; 4.4%, 22.0 &#xb1; 4.8%, and 45.6 &#xb1; 4.0% at 1,800 m; and 9.4 &#xb1; 2.8%, 18.0 &#xb1; 3.4%, and 42.6 &#xb1; 3.0% at 1,450 m, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Thus, for a given <italic>I</italic>, TFR was largest and smallest at 1,800 m and 1,450 m, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Relationship between stemflow and outside rainfall at different elevation sites</title>
<p>Both SF and SFR increased significantly with <italic>I</italic> at all three elevation sites (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The relationship between SFR and <italic>I</italic> fitted <italic>via</italic> Eq. (8a) was found significant at 2,200 m (<italic>R</italic>
<sup>2</sup> = 0.892, <italic>p&lt;</italic> 0.001), 1,800 m (<italic>R</italic>
<sup>2</sup> = 0.795, <italic>p&lt;</italic> 0.001), and 1,450 m (<italic>R</italic>
<sup>2</sup> = 0.974, <italic>p&lt;</italic> 0.001) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The estimated parameter <italic>b</italic>
<sub>1</sub> ( &#xb1; SE) was 0.0164 &#xb1; 0.0022, 0.0188 &#xb1; 0.0036, and 0.0159 &#xb1; 0.0010, while the parameter <italic>b</italic>
<sub>2</sub> ( &#xb1; SE) was 5.25 &#xb1; 2.42&#xa0;mm, 8.34 &#xb1; 3.13&#xa0;mm, and 3.75 &#xb1; 1.22&#xa0;mm at the three elevation sites of 2,200 m, 1,800 m, and 1,450 m, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Thus, stemflow first emerged at the 1,450-m elevation site, and then at the 2,200-m elevation site, and last at the 1,800-m elevation site (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). However, according to the parameter <italic>b</italic>
<sub>1</sub>, SFR accelerated the most at 1,800 m elevation, followed by the 2,200-m elevation, and least at the 1,450-m elevation (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Changes in stemflow (SF, mm) and stemflow ratio (SFR, %) of <italic>Picea schrenkiana</italic> as a function of outside rainfall (<italic>I</italic>, mm) at three elevation sites on the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China. Error bars indicate the standard error of the mean (<italic>N</italic> = 9). Dashed lines are the upper and lower 95% predicted intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1113354-g002.tif"/>
</fig>
<p>When <italic>I</italic> was 42&#xa0;mm, SFR was 0.60 &#xb1; 0.13%, 0.63 &#xb1; 0.22%, and 0.61 &#xb1; 0.06% at the three elevation sites of 2,200 m, 1,800 m, and 1,450 m, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Thus, they are all ca. 0.60%, and so <italic>I</italic> is in the range of 0&#x2013;42 mm, and SFR was determined by the threshold <italic>I</italic> of the parameter <italic>b</italic>
<sub>2</sub>. That is, the larger threshold <italic>I</italic>, the smaller SFR was when <italic>I</italic> was the same (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Relationship between crown interception and outside rainfall in different elevation sites</title>
<p>As ICR decreased, the IC increased but its acceleration decreased gradually with <italic>I</italic> at the three elevations (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Thus, there was an asymptote for IC when <italic>I</italic> was large enough and its acceleration was close to 0. There was a significant relationship between ICR and <italic>I</italic> as fitted by Eq. (9a) at each elevation site: 2,200 m (<italic>R</italic>
<sup>2</sup> = 0.975, <italic>p&lt;</italic> 0.001), 1,800 m (<italic>R</italic>
<sup>2</sup> = 0.976, <italic>p&lt;</italic> 0.001), and 1,450 m (<italic>R</italic>
<sup>2</sup> = 0.962, <italic>p&lt;</italic> 0.001) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The estimated parameter <italic>d</italic>
<sub>1</sub> ( &#xb1; SE) was 0.066 &#xb1; 0.005, 0.066 &#xb1; 0.005, and 0.060 &#xb1; 0.006, whereas the parameter <italic>d</italic>
<sub>2</sub> ( &#xb1; SE) was 1,647 &#xb1; 100, 1,604 &#xb1; 96, and 1,768 &#xb1; 136 at the three elevation sites of 2,200 m, 1,800 m, and 1,450 m (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Hence, <italic>d</italic>
<sub>2</sub>/100 represents the saturation value of IC, which was 16.47 &#xb1; 1.00&#xa0;mm, 16.04 &#xb1; 0.96&#xa0;mm, and 17.68 &#xb1; 1.36&#xa0;mm at the 2,200-m, 1,800-m, and 1,450-m elevation sites, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Changes in the crown interception (IC, mm) and interception ratio (ICR, %) of <italic>Picea schrenkiana</italic> as a function of outside rainfall (<italic>I</italic>, mm) at three sites on the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China. Error bars indicate the standard error of the mean (<italic>N</italic> = 9). Dashed lines are the upper and lower 95% predicted intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1113354-g003.tif"/>
</fig>
<p>Accordingly, when <italic>I</italic> was 5&#xa0;mm, 10&#xa0;mm, and 25&#xa0;mm, ICR ( &#xb1; SE) was 93.1 &#xb1; 4.9%, 80.0 &#xb1; 3.5%, and 53.4 &#xb1; 4.0% at 2,200 m; 90.1 &#xb1; 4.6%, 77.4 &#xb1; 3.3%, and 51.8 &#xb1; 3.8% at 1,800 m; and 91.6 &#xb1; 5.7%, 79.7 &#xb1; 4.2%, and 54.9 &#xb1; 4.8% at 1,450 m, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Thus, ICR was smallest at the 1,800-m elevation site, and when <italic>I</italic> was low, ICR was largest at the 2,300-m elevation site, and when <italic>I</italic> was heavy, ICR was largest at the 1,450-m elevation site (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Relationships between TFR, SFR, ICR, and forest stand factors DBH, HWR, PD, and LAI</title>
<p>TFR decreased significantly with DBH (<italic>r</italic> = &#x2013;0.870, <italic>p&lt;</italic> 0.001) and HWR (<italic>r</italic> = &#x2013;0.862, <italic>p&lt;</italic> 0.001), yet increased insignificantly with PD (<italic>r</italic> = 0.244, <italic>p</italic> = 0.445), but decreased insignificantly with LAI (<italic>r</italic> = &#x2013;0.391, <italic>p</italic> = 0.209, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4Aa&#x2013;d</bold>
</xref>). By contrast, ICR increased significantly with both DBH (<italic>r</italic> = 0.874, <italic>p&lt;</italic> 0.001) and HWR (<italic>r</italic> = 0.844, <italic>p&lt;</italic> 0.001), and decreased insignificantly with PD (<italic>r</italic> = &#x2013;0.245, <italic>p</italic> = 0.444) and increased insignificantly with LAI (<italic>r</italic> = 0.377, <italic>p</italic> = 0.227, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>a&#x2013;d</xref>). The trends of SFR were the same as those of ICR with respect to DBH, HWR, PD, and LAI, but the correlations were considerably weaker. Finally, ICR increased insignificantly with DBH (<italic>r</italic> = 0.026, <italic>p</italic> = 0.936), HWR (<italic>r</italic> = 0.487, <italic>p</italic> = 0.108), and LAI (<italic>r</italic> = 0.359, <italic>p</italic> = 0.251), but decreased insignificantly with PD (<italic>r</italic> = &#x2013;0.011, <italic>p</italic> = 0.973, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4Ba&#x2013;d</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Changes in the crown throughfall, stemflow, and interception ratio (TFR, SFR, and ICR) of <italic>Picea schrenkiana</italic> with DBH, crown height-to-width ratio (HWR), population density (PD, hm<sup>&#x2212;2</sup>), and leaf area index (LAI) on the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China (<italic>N</italic> = 12). Dashed lines are the upper and lower 95% predicted intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1113354-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Relationship between ICR and CD</title>
<p>With increasing CD, ICR increased sharply at first and then gradually tapered off (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). After the double-reciprocal transformation, there was a significant linear relationship (<italic>R</italic>
<sup>2</sup> = 0.497, <italic>F</italic> = 9.86, <italic>p</italic> = 0.011), whose slope and intercept ( &#xb1; SE) were 0.0258 &#xb1; 0.0082 and 0.0182 &#xb1; 0.0003, respectively (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Thus, the maximum predicted ICR was 55.01 &#xb1; 0.86% (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). When CD was 1.36 &#xb1; 0.49 Mg C hm<sup>&#x2212;2</sup>, ICR was the half of its maximum value; when CD was 20 Mg C hm<sup>&#x2212;2</sup>, ICR was 51.51 &#xb1; 1.24% or 93.6 &#xb1; 2.3% of the maximum ICR attainable (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<bold>(A)</bold> Change in the crown interception ratio (ICR, %) of <italic>Picea schrenkiana</italic> with arbor biomass carbon density (CD, t C hm<sup>&#x2212;2</sup>) on the northern slope of Mount Bogda, Tianshan Range, Xinjiang, China (<italic>N</italic> = 12). <bold>(B)</bold> The double-reciprocal linear relationship between CD and ICR. Dashed lines are the upper and lower 95% predicted intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-13-1113354-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Forest stand factors influencing crown rainfall allocation</title>
<p>Tree crown allocation of rainfall is a crucial yet an understudied component of the forest water balance (<xref ref-type="bibr" rid="B2">Allen et&#xa0;al., 2020</xref>). The complex crown structure determines the allocation pattern of water and its relative quantities, which can change depending on the age and species of trees, and the biome, and other factors (<xref ref-type="bibr" rid="B9">Gonzalez-Ollauri et&#xa0;al., 2020</xref>). For example, the maximum interception and held rainfall of broad-leaf, scale-leaf, and needle-leaf types is about 2.0&#xa0;mm, 3.7&#xa0;mm, and 4.3&#xa0;mm, respectively, differences that translate into a significantly higher rainfall interception effect from the crowns of coniferous than broad-leaf trees; hence, the crown throughfall ability in coniferous trees is weaker than that in broad-leaved trees (<xref ref-type="bibr" rid="B14">Klamerus-Iwan et&#xa0;al., 2020</xref>). During the observation period of the present study, TFR ranged from 44.3% to 50.0%, while ICR ranged from 49.6% to 55.4% for a pure coniferous forest. Also, due to the large interception and attachment effect, the SFR did not exceed 0.5% (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>The rainfall interception effect of a forest stand is mainly affected by crown interception, retention, and absorption capacity; this is manifested as the interception of rainfall by leaves and branches, retention in branches/buds/leaf axils, and water absorption by relative dry branch/leaf surfaces. In general, at the individual tree level, the greater the surface area, the coarser and drier the surface of the above-ground protrusions (branches and leaves) per unit area of crown foliage and the stronger the crown capture, retention, and absorption capacity tend to be. Accordingly, in this study, although insignificant, ICR increased but TFR decreased with LAI (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), which is the amount of leaf surface area per unit land surface. Both ICR and TFR were more significantly correlated with DBH, a measure of tree size and age (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In the process of forest stand development, with the thickening of the trunk DBH, the competition between adjacent individuals intensified, influencing to a greater extent the growth in crown width than height of trees. Therefore, HWR increased gradually, and there was a positive correlation between HWR and DBH (<italic>N</italic> = 12, <italic>r</italic> = 0.742, <italic>p</italic> = 0.006). Consequently, HWR was significantly positively correlated with ICR but significantly negatively correlated with TFR (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>In addition, we did not find a significant positive correlation between LAI and either SFR or HWR (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4Bb</bold>
</xref>), a result that does not support the commonly held notion that horizontal crown expansion increases the rainfall harvesting capacity of crowns (<xref ref-type="bibr" rid="B3">Andr&#xe9; et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B10">Hofhansl et&#xa0;al., 2012</xref>). However, in the Cerrado savanna of Brazil, South America, regardless of individual density, the interaction between HWR and DBH in three groups of trees differing in bark smoothness compensated for the adverse effects of bark roughness on stemflow (<xref ref-type="bibr" rid="B39">Tonello et&#xa0;al., 2021</xref>). It is generally considered that HWR is conducive to the formation and amplification of stemflow and that it could also reflect the branching angle of trees; however, measuring branching angles is very difficult to do in the field (<xref ref-type="bibr" rid="B33">Sadeghi et&#xa0;al., 2020</xref>). Along with the development of a forest stand, irrespective of whether or not the branching angle of its trees changed due to the competition between adjacent individuals, the relative growth rate of tree height must surpass that of crown width. Therefore, HWR gradually magnified, PD declined, and LAI also rose, which inevitably resulted in the higher SFR and ICR but lower FTR in the studied stands (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Effect of outside rainfall on crown rainfall allocation</title>
<p>Throughfall could form through the gaps between pine needles of a tree without being intercepted by the crown. However, there is an evident temporal lag effect in the formation of stemflow, because it only occurs after rainfall has been intercepted by pine needles and branches above a certain crown threshold. Therefore, in addition to biological factors, outside rainfall is the most important abiotic environmental factor affecting the forest crown allocation of rainfall (<xref ref-type="bibr" rid="B60">Zimmermann et&#xa0;al., 2015</xref>). As the amount of outside rainfall increased, the proportion of rainfall allocated among throughfall, stemflow, and interception routes varied. The basic rule discerned for <italic>P. schrenkiana</italic> stands was as TFR and SFR increase, the ICR decreases. However, there is a certain maximum for IC (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>).</p>
<p>Outside rainfall is recognized as the driving force for changes to IC, such that IC increases at first and then tends to stabilize (<xref ref-type="bibr" rid="B27">Macinnis-Ng et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B48">Wan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B22">Li et&#xa0;al., 2020</xref>). The process of ICR&#x2019;s change in response to <italic>I</italic> could be divided into three stages (<xref ref-type="bibr" rid="B7">Dang et&#xa0;al., 2005</xref>): rapid increase (<italic>I&lt;</italic> 5<italic>&#xa0;mm</italic>, ICR &#x2265; 36.1%), gradual increase (5 &#x2264; <italic>I&lt;</italic> 25<italic>&#xa0;mm</italic>, 20.4% &#x2264; ICR&lt; 36.1%), and stable (<italic>I</italic> &#x2265; 25&#xa0;mm, ICR&lt; 20.4%). Analogously, for the three levels of outside rainfall of 0&#x2013;5, 5&#x2013;25, and 25&#x2013;40 mm, the corresponding relative change in IC was 0.90, 0.42, and 0.13 mm/mm (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Notably, stemflow did not occur when little rain fell (i.e., 0&#x2013;5 mm) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), and thus almost all the rainfall intercepted by the tree crown was converted into IC, keeping ICR above 93.1 &#xb1; 4.9% (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Finally, IC did not increase though ICR gradually decreased with <italic>I</italic>. As a result, IC at the 2,300-m, 1,800-m, and 1,450-m elevation sites remained at 16.47 &#xb1; 1.00&#xa0;mm, 16.04 &#xb1; 0.96&#xa0;mm, and 17.68 &#xb1; 1.36&#xa0;mm, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). There was a linear relationship between IC and <italic>I</italic> (<xref ref-type="bibr" rid="B53">Zhang et&#xa0;al., 2015a</xref>), which could be related to the fact that the observed <italic>I</italic> was not large enough to reach a stable stage.</p>
<p>All biotic and abiotic factors that could variously affect IC should influence the generation and amplification of SF, but there are also differences in this respect. For example, a small branching angle is conducive to the generation of SF but not conducive to IC, while bark thickness and roughness are conducive to IC but not conducive to SF (<xref ref-type="bibr" rid="B12">Hu et&#xa0;al., 2018</xref>). This may be related to forest crown allocation of rainfall, which may be divided into two steps: first, rainfall interception occurred, and then once the interception capacity was exceeded, a portion of it was collected onto the trunk to form SF, while another portion dropped directly from the crown to form TF (<xref ref-type="bibr" rid="B9">Gonzalez-Ollauri et&#xa0;al., 2020</xref>). Therefore, in the process of influx to the trunk, the dryness and hygroscopicity of the crown and bark as well as the roughness of the bark and the branching angle could have jointly affected stemflow, eventually leading to the existence threshold of SF (<xref ref-type="bibr" rid="B27">Macinnis-Ng et&#xa0;al., 2014</xref>). For example, in this study, at the 2,200-m, 1,800-m, and 1,450-m elevations, when SF emerged, outside rainfall was 5.25 &#xb1; 2.42&#xa0;mm, 8.34 &#xb1; 3.13&#xa0;mm, and 3.75 &#xb1; 1.22&#xa0;mm, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Differences in crown rainfall allocation among the three elevation sites</title>
<p>In this study, across the 2,200-m, 1,800-m, and 1,450-m elevation sites, their forest crown allocation of rainfall clearly differed, mainly for the threshold value of <italic>I</italic> when SF emerged and the saturation of IC. These disparities should be explainable in terms of local stand factors at the three elevations. For the same amount of <italic>I</italic>, ICR was highest at 1,800 m, followed by 2,300 m, and the lowest was at 1,450 m (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), a ranking related to different average values of DBH, HWR, and LAI among three sites (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) as implied by the positive correlation of ICR with DBH, HWR, and LAI (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>At all three elevation sites, the threshold value of <italic>I</italic> when stemflow emerged showed a trend opposite to the acceleration of SF with <italic>I</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). That is, the rank ordering among sites for their threshold of outside rainfall when stemflow emerged was 1,450 m &gt; 2,200 m &gt; 1,800 m, but vice versa (1,800 m &gt; 2,200 m &gt; 1,450 m) for the acceleration of SF (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), which may be related to the stand differences in DBH, HWR, and LAI across elevation (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). There was no significant negative correlation between SFR and LAI (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), likely because just two stages of forest crown allocation of rainfall were involved: (1) when the interception and capture ability was within the water-holding ability, and (2) when the interception and capture ability exceeded that holding ability. Due to the greater DBH, growth in tree height, and enhanced bark water absorption, the first stage above, the more important one, could offset the adverse effects of the latter stage on stemflow, leaving SFR only very weakly positively correlated with DBH and HWR (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>The saturated values of IC at the 2,200-m, 1,800-m and 1,450-m elevation sites were 16.47 &#xb1; 1.00&#xa0;mm, 16.04 &#xb1; 0.96&#xa0;mm, and 17.68 &#xb1; 1.36&#xa0;mm, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), this order matching the DBH, HWR, and LAI (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). ICR was positively correlated with DBH, HWR, and LAI (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Yet, when <italic>I</italic> was small, ICR at 2,200 m surpassed that at 1,450 m (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), which may be related to the fact that stemflow emerged later in the former (at 5.25 &#xb1; 2.42&#xa0;mm) than latter (at 3.75 &#xb1; 1.22&#xa0;mm). Rainfall captured by the crown did not exceed the interception capacity that fell to form throughfall or that was collected to form stemflow.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Trade-off between spline forest water and carbon ecosystem service in arid areas</title>
<p>Although mountains cover less than 1/5 of the earth&#x2019;s land surface, they feed 50% of the world&#x2019;s population and provide 80% of terrestrial fresh water resources, and even in some arid and semi-arid areas provide 90% of fresh water resources (<xref ref-type="bibr" rid="B47">Wang et&#xa0;al., 2001a</xref>; <xref ref-type="bibr" rid="B42">Wang et&#xa0;al., 2011</xref>). Especially in Xinjiang of China, water shortage has become a bottleneck problem now restricting local economic and social development (<xref ref-type="bibr" rid="B36">Sun et&#xa0;al., 2021</xref>). As an important water conservation forest in Xinjiang, Tianshan Mountain forest has various pressing problems, such as its single tree species dominance, stand structure, and difficult renewal; thus, soil erosion and water resource shortages are accompanied by a vicious cycle of ecological environment degradation that worsens over time. Thus, how to achieve greater runoff production and improved water and soil conservation functions through reasonable ecological protection and restoration has become a major problem that needs to be solved now (<xref ref-type="bibr" rid="B4">Aru et&#xa0;al., 2019</xref>). However, from a data analysis of 504 typical watersheds and more than 600 observation points worldwide, combined with the simulation results of ecological and economic models, it was concluded that enlargement of the carbon sink by afforestation can substantially reduce the production of runoff, being reduced by as much as 52% (<xref ref-type="bibr" rid="B42">Wang et&#xa0;al., 2011</xref>). In the forest and grassland zone at middle elevation in the Tianshan Mountains, the runoff yield varies greatly among different types of vegetation cover, as follows in descending order: bare land (32.74 m<sup>3</sup>&#xb7;hm<sup>&#x2212;2</sup>), grassland (17.15 m<sup>3</sup>&#xb7;hm<sup>&#x2212;2</sup>), natural forest (9.78&#x2013;17.70 m<sup>3</sup>&#xb7;hm<sup>&#x2212;2</sup>), and artificial forest (10.26&#x2013;11.18 m<sup>3</sup>&#xb7;hm<sup>&#x2212;2</sup>). With an increase in age of forest stands and their crown density, the runoff yield decreases gradually, amounting to only 54.1%&#x2013;29.9% of bare land. Yet, the runoff yield of artificial forest was only equivalent to the lower limit of natural forest (<xref ref-type="bibr" rid="B36">Sun et&#xa0;al., 2021</xref>).</p>
<p>In this study, with the increase of CD, at first ICR increased sharply and then its acceleration declined and eventually did not increase any more (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). This result indicates that water conservation capacity and biomass carbon fixation exhibit a synergistic increasing trend when the forest stand is young. However, when the stand age exceeded a certain threshold, ICR did not increase with the accumulation of CD (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Thus, at least from the perspective of rainfall allocation by the crown, when the stand age of <italic>P. schrenkiana</italic> reaches a certain stage, its carbon sequestration did not influence the complementary relationship between water conservation (IC) and runoff production (TF) in the forest. The accumulation of biomass carbon in forest ecosystems is mainly embodied in the expanding tree timber volume (coarse roots, trunks, and branches) whereas functional organs such as fine roots and leaves do not always increase, having asymptotic values, rendering their biomass rather small relative to the total individual tree biomass (<xref ref-type="bibr" rid="B38">Thomas, 1996</xref>). Fine roots absorb water and nutrients, whereas leaves assimilate CO<sub>2</sub> through photosynthesis and discharge H<sub>2</sub>O through transpiration. When forest stand was at a mature stage and resources are fully utilized, the quantity and biomass of those functional organs appeared quasi-static because a dynamic equilibrium between their growth and death is maintained. Thus, despite the trees&#x2019; accumulation of biomass carbon, the runoff yield as well as water consumption of the stand remained relatively stable. However, artificial afforestation to expand the area of woodland will lessen the area of other vegetation types, such as grassland and shrubland. While this land use change would reduce runoff yield, it would increase water consumption in the upstream runoff-producing mountains and concomitantly reduce the amount of water available to reach the downstream oasis of this inner arid zone of Eurasia.</p>
</sec>
</sec>
<sec id="s5" sec-type="data-availability">
<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="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>All the authors contributed to the study conceptualization and performed the experiments. YW and X-JZ conceived the study. SZ and X-JZ conducted the experiments, analyzed the data, and drafted the manuscript. LY critically reviewed and edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was financially supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (grant no. XDA2006030102), the National Natural Sciences Foundation of China (grant no. U1803342), the &#x201c;Western Light&#x201d; Program of the Chinese Academy of Sciences (grant no. 2019-XBQNXZ-B-003), the Innovation Capability Support Program of Shaanxi (grant no. 2019TD-040), and the Natural Forest Protection Project of Xinjiang Forestry and Grassland Administration (grant no. E1310102).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank all the staff at the Fukang Station of Desert Ecology, CAS, and the Mount Bogda Station of Eco-environment, the Xinjiang Tianchi Management Committee for their excellent assistance. A special thank you goes to Zhu Xu and Yongsheng Xiao for their help with the field experiments and their helpful comments on the manuscript.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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