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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.983517</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Long-term variations in water discharge and sediment load of the Pearl River Estuary: Implications for sustainable development of the Greater Bay Area</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Zezheng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1567204"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fagherazzi</surname>
<given-names>Sergio</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/553042/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xinhui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1978596"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shao</surname>
<given-names>Dongdong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/932329"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Miao</surname>
<given-names>Chiyuan</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1116628"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Yanzi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hou</surname>
<given-names>Congyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yeling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Xia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1695244"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cui</surname>
<given-names>Baoshan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/107616"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Water Environmental Simulation, School of Environment, Beijing Normal University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Advanced Interdisciplinary Institute of Environment and Ecology, Beijing Normal University</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Yellow River Estuary Wetland Ecosystem Observation and Research Station, Ministry of Education</institution>, <addr-line>Dongying, Shandong</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Earth and Environment, Boston University</institution>, <addr-line>Boston, MA</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Tang Scholar, Beijing Normal University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>State Key Laboratory of Earth Surface Processes and Resource Ecology, Faculty of Geographical Science, Beijing Normal University</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jose A. Jimenez, Universitat Politecnica de Catalunya, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jorge Guillen, Institute of Marine Sciences (CSIC), Spain; Mohd Yawar Ali Khan, King Abdulaziz University, Saudi Arabia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Baoshan Cui, <email xlink:href="mailto:cuibs@bnu.edu.cn">cuibs@bnu.edu.cn</email>; Xia Li, <email xlink:href="mailto:lixiabnu@bnu.edu.cn">lixiabnu@bnu.edu.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Coastal Ocean Processes, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>983517</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>07</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Liu, Fagherazzi, Liu, Shao, Miao, Cai, Hou, Liu, Li and Cui</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Liu, Fagherazzi, Liu, Shao, Miao, Cai, Hou, Liu, Li and Cui</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 water discharge and sediment load have been increasingly altered by climate change and human activities in recent decades. For the Pearl River, however, long-term variations in the sediment regime, especially in the last decade, remain poorly known. Here we updated knowledge of the temporal trends in the sediment regime of the Pearl River at annual, seasonal and monthly time scales from the 1950s to 2020. Results show that the annual sediment load and suspended sediment concentration (SSC) exhibited drastically decreased, regardless of water discharge. Compared with previous studies, we also found that sediment load and SSC reached a conspicuous peak in the 1980s, and showed a significant decline starting in the 2000s and 1990s, respectively. In the last decade, however, water discharge and sediment load showed slightly increasing trends. At the seasonal scale, the wet-season water discharge displays a decreasing trend, while the dry-season water discharge is increasing. At the monthly scale, the flood seasons in the North and East Rivers typically occur one month earlier than that in the West River due to the different precipitation regimes. Precipitation was responsible for the long-term change of discharge, while human activities (e.g. dam construction and land use change) exerted different effects on the variations in sediment load among different periods. Changes in the sediment regime have exerted substantial influences on downstream channel morphology and saltwater intrusion in the Greater Bay Area. Our study proposes a watershed-based solution, and provides scientific guidelines for the sustainable development of the Greater Bay Area.</p>
</abstract>
<kwd-group>
<kwd>water discharge</kwd>
<kwd>sediment loads</kwd>
<kwd>hydrological connectivity</kwd>
<kwd>coastal wetlands</kwd>
<kwd>estuary</kwd>
<kwd>sustainable development</kwd>
</kwd-group>
<counts>
<fig-count count="10"/>
<table-count count="5"/>
<equation-count count="5"/>
<ref-count count="86"/>
<page-count count="19"/>
<word-count count="8199"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Hydrological connectivity has become one of the most widely used concept in the Earth and Environmental Sciences (<xref ref-type="bibr" rid="B47">Pringle, 2003</xref>; <xref ref-type="bibr" rid="B3">Bracken et&#xa0;al., 2013</xref>). Hydrological connectivity is defined as the water-mediated transfer of matter, energy, or organisms within or between elements of the hydrologic cycle (<xref ref-type="bibr" rid="B46">Pringle et&#xa0;al., 2001</xref>). In the land-river-sea system, rivers provide the primary link between the land and the ocean, and deliver terrigenous materials, such as freshwater, sediment as well as nutrients, to the ocean (<xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Zhang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B54">Singh and Khan, 2020</xref>; <xref ref-type="bibr" rid="B37">Matiatos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B74">Yakushev et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B48">Regnier et&#xa0;al., 2022</xref>). The water discharge and sediment load delivered to the sea are dominant factors affecting the geomorphologic and ecosystem evolution of the estuaries and coast (<xref ref-type="bibr" rid="B55">Syvitski et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B38">Meiggs and Taillefert, 2011</xref>; <xref ref-type="bibr" rid="B29">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Liu et&#xa0;al., 2021b</xref>). For over half a century, the water discharge and sediment load in large river systems have been increasingly altered by climate change and human activities, such as reservoir or dam construction, land use changes, soil conservation measures, and water extraction (<xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Best, 2018</xref>; <xref ref-type="bibr" rid="B21">Khan, 2018</xref>; <xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B13">Dethier et&#xa0;al., 2022</xref>). Changes of water discharge and sediment load can cause various effects on coastal ecosystems and the geomorphological evolution of river channels (<xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Liu et&#xa0;al., 2021b</xref>). However, the causes and trends of changes in upstream flow regime and sediment supply differ from river to river and vary through time (<xref ref-type="bibr" rid="B22">Khan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Wu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B13">Dethier et&#xa0;al., 2022</xref>). Therefore, it is of scientific and practical importance to explore changes in water discharge and sediment load and their response to human activities and climate change in the context of global change.</p>
<p>In China, numerous studies have investigated trends of water discharge and sediment load for the country&#x2019;s large rivers and the impacts on estuarine and coastal environments (<xref ref-type="bibr" rid="B10">Dai et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B71">Wu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Liu et&#xa0;al., 2021b</xref>). For example, the Yellow River has experienced a drastic reduction in sediment load due to anthropogenic changes, which has caused massive erosion in the Yellow River Delta (<xref ref-type="bibr" rid="B61">Wang et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B63">Wang et&#xa0;al., 2016</xref>). Similarly, the sediment load of the Yangtze River has shown a drastic decreasing trend since the construction of the Three Gorges Dam Reservoir in 2003 (<xref ref-type="bibr" rid="B73">Xu and Milliman, 2009</xref>; <xref ref-type="bibr" rid="B76">Yang et&#xa0;al., 2015</xref>). The Pearl River (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), the subject of this paper, ranks as the second and third largest river in terms of water discharge and sediment load in China, respectively (<xref ref-type="bibr" rid="B41">Nilsson et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). The Pearl River plays a key role in freshwater supply to large cities (e.g. Zhuhai, Guangdong, Macau and Hong Kong) and shoreline protection in the Greater Bay Area. Several studies have explored the interannual variations in water discharge and sediment load in the Pearl River based on annual time series data (e.g., <xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B81">Zhang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B83">Zhang et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B56">Tan et&#xa0;al., 2017</xref>). However, monthly and seasonal variations in water discharge and sediment load in the Pearl River remain poorly known; these changes can shed light on the influence of human activity and climate change at the monthly and seasonal time scales (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2001</xref>). <xref ref-type="bibr" rid="B30">Liu et&#xa0;al. (2018b)</xref> have explored the monthly and seasonal variations in water discharge and sediment load in the Pearl River, but the latest year for the hydrological data is 2009. Therefore, there is a need to add and update knowledge of the sediment regime in the Pearl River to aid environmental management of the Greater Bay Area.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Pearl River and the Greater Bay Area, and locations of the three hydrological stations used in this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g001.tif"/>
</fig>
<p>Here we detect annual, seasonal and monthly changes in the sediment regime of the Pearl River and its three tributaries from the 1950s to 2020. The main objectives of this study are as follows: (a) to reveal temporal trends in water discharge and sediment load in the Pearl River and its three tributaries at annual, seasonal and monthly time scales; (b) to examine the impacts of climate change (in particular, precipitation) and human activities (e.g. dam construction and land use changes) on the sediment regime; (c) to explore the environmental responses (e.g. downstream channel morphology and saltwater intrusion) to alteration of sediment regime, and provide scientific guidelines for the sustainable development of the Greater Bay Area.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study area</title>
<p>The Pearl River is the second largest river (after the Yangtze River) in China, and flows 2400&#xa0;km eastward to the South China Sea (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Pearl River basin originates from the Yunnan Plateau and consists of a 450,000 km<sup>2</sup> catchment area (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>). Topographically, the elevation of the Pearl River basin ranges from 0&#xa0;m to 2795&#xa0;m above the mean sea level, and gradually decreases from the northwestern mountainous part to the southeastern coastal part (<xref ref-type="bibr" rid="B84">Zheng et&#xa0;al., 2017</xref>). The Pearl River basin comprises a region of subtropical to tropical monsoon climate straddling the Tropic of Cancer, with an annual mean temperature ranging from 14 to 22&#xb0;C (<xref ref-type="bibr" rid="B84">Zheng et&#xa0;al., 2017</xref>). The annual mean precipitation in the Pearl River basin ranges from 1,200 to 2,200 mm, and gradually decreases from the east to the west of the river basin (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). The wet season extends from April to September, followed by a dry season from October to March (<xref ref-type="bibr" rid="B70">Wu et al., 2012</xref>). The Guangdong-Hong Kong-Macao Greater Bay Area, strategically defined by the China State Council in 2015, is one of the most important economic centers situated in the Pearl River Delta (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Pearl River is an important freshwater and sediment source for large cities and coastal ecosystems in the Greater Bay Area.</p>
<p>The Pearl River is a compound river system, and comprises three major tributaries: the West River, the North River and the East River (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Among the three main tributaries, the West River is the largest tributary with a catchment area of 35.15 &#xd7;&#xa0;10<sup>4</sup> km<sup>2</sup>, accounting for 77% and 89% of the Pearl River&#x2019;s total water discharge and sediment load, respectively (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The North River is the second largest tributary with a drainage area of 2.86 &#xd7;&#xa0;10<sup>4</sup> km<sup>2</sup>, accounting for 15% and 8% of the Pearl River&#x2019;s total water discharge and sediment load, respectively (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The East River has the lowest water discharge and sediment load (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The West River, the North River and the East River flow into the Greater Bay Area through Gaoyao, Shijiao and Boluo stations, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Moreover, the water discharge and sediment load from the West River and North River basins are redistributed by the Sixianjiao channel, forming a complicated river network in the deltaic region (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Pearl River flows through the Pearl River Delta and finally enters the South China Sea (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The tide type in the Pearl River Estuary, located in the front of the Pearl River Delta, is the irregular mixed semi-diurnal tide, with a mean tidal range of 0.86-1.60 m (<xref ref-type="bibr" rid="B82">Zhang et&#xa0;al., 2010</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>General information of gauge stations on the main tributaries of the Pearl River in the Greater Bay Area.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rivers</th>
<th valign="top" align="center">Stations</th>
<th valign="top" align="center">Catchment area (10<sup>4</sup> km<sup>2</sup>)</th>
<th valign="top" colspan="2" align="center">Water discharge</th>
<th valign="top" colspan="2" align="center">Sediment load</th>
<th valign="top" align="center">Mean SSC (kg/m&#xb3;)</th>
<th valign="top" align="center">Series length</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
<th valign="top" align="center">Mean (10<sup>8</sup> m&#xb3;/year)</th>
<th valign="top" align="center">Proportion (%)</th>
<th valign="top" align="center">Mean (10<sup>4</sup> ton/year)</th>
<th valign="top" align="center">Proportion (%)</th>
<th valign="top" align="center"/>
<th valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">West River</td>
<td valign="top" align="left">Gaoyao</td>
<td valign="top" align="center">35.15</td>
<td valign="top" align="center">2186</td>
<td valign="top" align="center">77</td>
<td valign="top" align="center">5650</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">0.258</td>
<td valign="top" align="center">1954-2020</td>
</tr>
<tr>
<td valign="top" align="left">North River</td>
<td valign="top" align="left">Shijiao</td>
<td valign="top" align="center">2.84</td>
<td valign="top" align="center">417.8</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">525</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">0.127</td>
<td valign="top" align="center">1954-2020</td>
</tr>
<tr>
<td valign="top" align="left">East River</td>
<td valign="top" align="left">Boluo</td>
<td valign="top" align="center">2.53</td>
<td valign="top" align="center">232.0</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">217</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.094</td>
<td valign="top" align="center">1954-2020</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2">
<title>Human activities</title>
<p>In the Pearl River basin, human activities, such as dam construction, land use changes, water diversion, deforestation and reforestation, have strongly affected water discharge and sediment load (<xref ref-type="bibr" rid="B16">Ezcurra et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Wu et&#xa0;al., 2020</xref>). For flood control, agricultural irrigation, and power generation, more than 9,000 reservoirs or dams have been constructed in the Pearl River basin from the 1950s to the 2000s, with a total storage capacity of 894 &#xd7; 10<sup>8</sup> m<sup>3</sup> (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). From the 1950s to the 2000s, 14, 5 and 3 major reservoirs were built in the West, North and East River basins, respectively (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The reservoirs in the Pearl River basin are heavily silted by sediments, and the total sediment deposition rate of the Pearl River is 512 &#xd7; 10<sup>6</sup> m<sup>3</sup>/year (<xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>). For example, approximately 71% of the total sediment load from upstream was trapped by the reservoirs in the West River basin from 1991 to 2002 (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). Another important human activity in the Pearl River basin is deforestation or reforestation. With rapid population growth in the Pearl River basin since the 1950s, large parts of the Pearl River basin were deforested, in response to an increase in the need for food and timber (<xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>). Since the mid-1980s, projects for water and soil conservation, such as reforestation, have been implemented in China to stop the expansion of the area of land under erosion. The area of land under erosion in the Pearl River basin was almost unchanged from 1995 (62,700 km<sup>2</sup>) to 2004 (62,730 km<sup>2</sup>) (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary information of large reservoirs constructed in the Pearl River Basin.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rivers</th>
<th valign="top" align="center">Reservoirs</th>
<th valign="top" align="center">Year of completion</th>
<th valign="top" align="center">Storage capacity (10<sup>8</sup> m3)</th>
<th valign="top" align="center">Dam height (m)</th>
<th valign="top" align="center">Basin area (10<sup>4</sup> km<sup>2</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="14" align="left">West River</td>
<td valign="top" align="left">Dawangtan</td>
<td valign="top" align="center">1960</td>
<td valign="top" align="center">6.38</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">0.38</td>
</tr>
<tr>
<td valign="top" align="left">Mingjiangnaban</td>
<td valign="top" align="center">1960</td>
<td valign="top" align="center">7.02</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">0.43</td>
</tr>
<tr>
<td valign="top" align="left">Qingshitan</td>
<td valign="top" align="center">1960</td>
<td valign="top" align="center">6.00</td>
<td valign="top" align="center">62</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="left">Xijin</td>
<td valign="top" align="center">1964</td>
<td valign="top" align="center">30.00</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">7.73</td>
</tr>
<tr>
<td valign="top" align="left">Chengbihe</td>
<td valign="top" align="center">1966</td>
<td valign="top" align="center">11.30</td>
<td valign="top" align="center">70</td>
<td valign="top" align="center">0.21</td>
</tr>
<tr>
<td valign="top" align="left">Mashi</td>
<td valign="top" align="center">1971</td>
<td valign="top" align="center">2.70</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">0.20</td>
</tr>
<tr>
<td valign="top" align="left">Etan</td>
<td valign="top" align="center">1981</td>
<td valign="top" align="center">9.50</td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">11.80</td>
</tr>
<tr>
<td valign="top" align="left">Dahua</td>
<td valign="top" align="center">1982</td>
<td valign="top" align="center">9.64</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">11.2</td>
</tr>
<tr>
<td valign="top" align="left">Lubuge</td>
<td valign="top" align="center">1988</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">104</td>
<td valign="top" align="center">0.73</td>
</tr>
<tr>
<td valign="top" align="left">Yantan</td>
<td valign="top" align="center">1992</td>
<td valign="top" align="center">33.80</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">10.7</td>
</tr>
<tr>
<td valign="top" align="left">Bailongtan</td>
<td valign="top" align="center">1996</td>
<td valign="top" align="center">2.40</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">11.30</td>
</tr>
<tr>
<td valign="top" align="left">Tianshengqiao</td>
<td valign="top" align="center">1997</td>
<td valign="top" align="center">102.60</td>
<td valign="top" align="center">180</td>
<td valign="top" align="center">5.01</td>
</tr>
<tr>
<td valign="top" align="left">Baise</td>
<td valign="top" align="center">2006</td>
<td valign="top" align="center">56.60</td>
<td valign="top" align="center">130</td>
<td valign="top" align="center">1.96</td>
</tr>
<tr>
<td valign="top" align="left">Longtan</td>
<td valign="top" align="center">2006</td>
<td valign="top" align="center">273.00</td>
<td valign="top" align="center">192</td>
<td valign="top" align="center">9.85</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">North River</td>
<td valign="top" align="left">Nanshui</td>
<td valign="top" align="center">1971</td>
<td valign="top" align="center">12.43</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">0.06</td>
</tr>
<tr>
<td valign="top" align="left">Changhu</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">0.48</td>
</tr>
<tr>
<td valign="top" align="left">Jinjiang</td>
<td valign="top" align="center">1990</td>
<td valign="top" align="center">1.90</td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">3.62</td>
</tr>
<tr>
<td valign="top" align="left">Baishiyao</td>
<td valign="top" align="center">1997</td>
<td valign="top" align="center">4.60</td>
<td valign="top" align="center">30.1</td>
<td valign="top" align="center">1.77</td>
</tr>
<tr>
<td valign="top" align="left">Feilaixia</td>
<td valign="top" align="center">1999</td>
<td valign="top" align="center">19.5</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">3.40</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">East River</td>
<td valign="top" align="left">Xinfengjiang</td>
<td valign="top" align="center">1969</td>
<td valign="top" align="center">138.96</td>
<td valign="top" align="center">124</td>
<td valign="top" align="center">0.57</td>
</tr>
<tr>
<td valign="top" align="left">Fengshuba</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="center">19.40</td>
<td valign="top" align="center">92</td>
<td valign="top" align="center">0.52</td>
</tr>
<tr>
<td valign="top" align="left">Baipenzhu</td>
<td valign="top" align="center">1985</td>
<td valign="top" align="center">12.20</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">0.09</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_3">
<title>Data sources</title>
<p>The hydrological data in this study were derived from the hydrological yearbooks of the People&#x2019;s Republic of China, the Bulletin of River Sediment of China compiled by the Ministry of Water Resources of the People&#x2019;s Republic of China (<uri xlink:href="http://www.mwr.gov.cn/">http://www.mwr.gov.cn/</uri>) and previous studies (<xref ref-type="bibr" rid="B69">Wu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). Annual water discharge, sediment load and annual average suspended sediment concentration (SSC) in the three tributaries of the Pearl River are available from 1954 to 2020. Seasonal and monthly water discharge and sediment load in Gaoyao Station are available from January 1957 to December 2020, and the data from Shijiao and Boluo Stations cover a period from January 1954 to December 2020. In this study, water discharge and sediment load data in the Pearl River are defined as the sum of these three tributaries, and the SSC in the Pearl River is defined as the mean level of these three tributaries. The measurements of water discharge, sediment load and suspended sediment concentration at three stations followed national standards issued by the <xref ref-type="bibr" rid="B39">Ministry of Water Conservancy and Electric Power (1962)</xref> and <xref ref-type="bibr" rid="B40">Ministry of Water Conservancy and Electric Power (1975)</xref>. The suspended sediment load per unit time through cross-section was calculated by using the general cross-section sampling method with the flow tests. The quality of the hydrological data has been checked and was under the strict control of the Pearl Water Resources Commission, China before its release.</p>
<p>To explore the impacts of climate change and human activities, we also collected precipitation data and general information on reservoir construction in the Pearl River basin. A census of large reservoirs and dams constructed in the Pearl River basin was obtained from the Pearl River Water Resources Commission of the Ministry of Water Resources (<uri xlink:href="http://www.pearlwater.gov.cn/">http://www.pearlwater.gov.cn/</uri>) and previous studies (<xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). Annual precipitation in Guangzhou from January 1961 to December 2020 was obtained from the Climate Change Research Center, Chinese Academy of Sciences (<xref ref-type="bibr" rid="B68">Wu et&#xa0;al., 2017</xref>). Furthermore, we also collected general information of the morphological changes of the river channels and saltwater intrusion to reveal the ecological outcomes of hydrological alternations. The elevation of three cross-sectional profiles (e.g. Gaoyao, Shijiao and Boluo) were derived from the Pearl River Sediment Bulletin, provided by the Pearl River Water Resources Commission of the Ministry of Water Resources (<uri xlink:href="http://www.pearlwater.gov.cn/">http://www.pearlwater.gov.cn/</uri>). These fixed cross-sections in these three channel transects were established by the Water Bureau of Guangdong Province in 1960s. The selected three channel transects are 100&#xa0;km away from the estuarine mouth, and the effects of the tidal level change are neglected (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). The channel transects are measured twice a year by the Guangdong Bureau of hydrology, and the channel transects data are reliable and comparable. Times and duration of saltwater intrusion in the Pearl River Estuary from 2009 to 2020 were derived from the Bulletin of Sea Level in China compiled by the Ministry of Natural Resources of the People&#x2019;s Republic of China (<uri xlink:href="http://www.mnr.gov.cn/">http://www.mnr.gov.cn/</uri>) and previous studies (<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B65">Wang et&#xa0;al., 2020</xref>). Furthermore, we also derived information on freshwater supply during 2005-2020 from the Bulletin of Flood and Drought Disaster in China compiled by the Ministry of Water Resources of the People&#x2019;s Republic of China (<uri xlink:href="http://www.mwr.gov.cn/">http://www.mwr.gov.cn/</uri>), and the Pearl River Water Resources Commission of the Ministry of Water Resources (<uri xlink:href="http://www.pearlwater.gov.cn/">http://www.pearlwater.gov.cn/</uri>).</p>
</sec>
<sec id="s2_4">
<title>Data analysis</title>
<p>The non-parametric Mann-Kendall test (M-K) was used to identify trends in annual discharge, sediment load and SSC. The Mann-Kendall test was originally proposed by <xref ref-type="bibr" rid="B36">Mann (1945)</xref> and later reformulated by <xref ref-type="bibr" rid="B20">Kendall (1975)</xref>. The non-parametric Mann-Kendall test has no requirements of homoscedasticity or prior assumptions on the distribution of the data (<xref ref-type="bibr" rid="B43">&#xd6;n&#xf6;z and Bayazit, 2003</xref>), and has similar explanatory power to other parametric methods (<xref ref-type="bibr" rid="B52">Serrano et&#xa0;al., 1999</xref>). The M-K test has been widely used to quantify the significance of trends in hydrometeorological time series (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). Detailed information of the M-K test is described below.</p>
<p>The standardized <italic>S<sub>k</sub>
</italic> statistic is given as follows:</p>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msub>
<mml:mtext>S</mml:mtext>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>k</mml:mi>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>4</mml:mn>
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<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
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<mml:mo>&gt;</mml:mo>
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</mml:mrow>
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<mml:mrow>
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<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>i</mml:mi>
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</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
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<mml:mrow>
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<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
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<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
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<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&lt;</mml:mo>
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</mml:mrow>
</mml:mrow>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>i</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>j</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>...</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>n</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where x<sub>i</sub> and x<sub>j</sub> are the values of sequence i and j, respectively; n represent the length of the time series; r<sub>i</sub> symbolizes the function that takes the values of 1, 0 and -1. Positive and negative values of r indicate increasing and decreasing trends in the time series, respectively. Under a null hypothesis of random independence of the time series; the statistic <italic>S<sub>k</sub>
</italic> is approximately normally distributed when n &#x2265; 8, with the average and variance values of statistics <italic>S<sub>k</sub>
</italic> as shown</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtext>E</mml:mtext>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>n</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mn>4</mml:mn>
</mml:mfrac>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtext>Var</mml:mtext>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mtext>S</mml:mtext>
<mml:mtext>k</mml:mtext>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>n</mml:mtext>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>n</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mn>2</mml:mn>
<mml:mtext>n</mml:mtext>
<mml:mo>+</mml:mo>
<mml:mn>5</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mn>72</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The standardized test statistic Z<sub>MK</sub> is computed as follows:</p>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:msub>
<mml:mi>Z</mml:mi>
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:msqrt>
<mml:mrow>
<mml:mi>V</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>3</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>...</mml:mtext>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The Z<sub>MK</sub> follows the standard normal distribution with variance &#x201c;1&#x201d; and mean &#x201c;0&#x201d;. Given that a significance level of &#x3b1; = 0.05 was applied here, the null hypothesis of no trend is rejected if |Z<sub>MK</sub>| is larger than the theoretical value of 1.96 (95% significant level). Positive and negative values of Z<sub>MK</sub> indicate upward and downward trends, respectively.</p>
<p>Furthermore, we also used the least-squares linear regression method to examine the temporal trends in annual and seasonal water discharge, sediment load and suspended sediment concentration. One-way ANOVAs followed by non-parametric Kruskal-Wallis tests were used to test differences in annual water discharge, sediment load and suspended sediment concentration between different periods. To examine the relationship between water discharge, sediment load and precipitation, we used the least-squares linear regression method, with statistical significance at the 0.05 level. All statistical analyzes were carried out using MATLAB Software (version 2016a). The processing of this study is outlined in <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>Flow chart of this study. SSC denotes suspended sediment concentration.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Annual patterns of discharge and sediment load</title>
<p>From 1954 to 2020, there are no significant trends detected for water discharge of the Pearl River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>) as well as its major tributaries, the West River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>), North River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) and East River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>) (<italic>P</italic> &gt; 0.05). Water discharge at these stations in the Guangdong-Hong Kong-Macao Greater Bay Area shows slightly increasing trends. However, sediment load of the Pearl River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>) as well as its major tributaries, the West River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) and East River (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>), show significant decreasing trends from 1954 to 2020 (<italic>P</italic>&lt; 0.05). Sediment load in the North River also shows a slightly decreasing trend (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). For suspended sediment concentration, significant decreasing trends were detected at stations Gaoyao in the West River, Shijiao in the North River, Boluo in the East River and the mean level of the Pearl River (<italic>P</italic>&lt; 0.05) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref>). The results of the Mann&#x2013;Kendall test show similar trends in the annual water discharge and sediment load in the Pearl River as well as its major tributaries since the 1950s (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The results of the M-K test indicate a nonsignificant change trend in the discharge and different change trends in the sediment load and suspended sediment concentration (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Temporal changes in annual discharge (a-d), sediment load <bold>(A-D)</bold> and suspended sediment concentration <bold>(E)</bold> in the Pearl River <bold>(D)</bold> as well as in its major tributaries, the West River <bold>(A)</bold>, North River <bold>(B)</bold> and East River <bold>(C)</bold> since 1954. Solid lines denote significant correlations (<italic>P</italic>&lt; 0.05), whereas dotted lines denote non-significant correlations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g003.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Results of M-K test for annual discharge, sediment load and SSC.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Rivers</th>
<th valign="top" colspan="2" align="center">Discharge</th>
<th valign="top" colspan="2" align="center">Sediment load</th>
<th valign="top" colspan="2" align="center">SSC</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Z<sub>MK</sub>
</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
<th valign="top" align="center">Z<sub>MK</sub>
</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
<th valign="top" align="center">Z<sub>MK</sub>
</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">West River</td>
<td valign="top" align="center">-0.14</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">-5.18</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
<td valign="top" align="center">-5.74</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">North River</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">-1.18</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">-2.46</td>
<td valign="top" align="center">
<bold>0.014</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">East River</td>
<td valign="top" align="center">-0.15</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">-5.56</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
<td valign="top" align="center">-7.45</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">Pearl River</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">-5.16</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
<td valign="top" align="center">-6.42</td>
<td valign="top" align="center">
<bold>&lt; 0.0001</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<p> The data in bold indicates statistically significant (<italic>P</italic>&lt; 0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In different periods, averages and trends in annual water discharge, sediment load and suspended sediment concentration of the Pearl River as well as its major tributaries show different patterns (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Consistent with the above results, mean annual water discharge showed no significant differences among different periods (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A-D</bold>
</xref>), however, annual water discharge in the West River showed significant decreasing trends in the 1980s (<italic>P</italic>&lt; 0.05) (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). In the last ten years (2010-2019), annual water discharge in the Pearl River as well as its major tributaries showed slightly increasing trends (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Sediment load and SSC significantly differed among different periods (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Sediment load and SSC reached a conspicuous peak in the 1980s in the Pearl River, the west River and North River. In the 1980s, sediment load in the North River showed significant decreasing trends (<italic>P</italic>&lt; 0.05) (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Sediment loads in the Pearl River and the west River were lower in the 2000s and 2010s than in the other periods (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E, F</bold>
</xref>), while sediment load in the North River showed no significant differences among different periods (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4G</bold>
</xref>). In the East river, however, sediment load and SSC reached a conspicuous peak in the 1950s, and showed significant differences starting in the 1990s and 1970s, respectively (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4H, I</bold>
</xref>). SSC in the Pearl River showed decreasing trends from the 1950s to the 2010s, except in the 1960s and 1970s (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Mean (&#xb1; SE) of annual water discharge <bold>(A-D)</bold>, sediment load <bold>(E-H)</bold> and suspended sediment concentration <bold>(I-L)</bold> in the Pearl River as well as its major tributaries in different periods. For differences among periods, bars sharing a letter are not significantly different from one another (<italic>P</italic>&lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g004.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>The slope of liner regression between annual discharge, sediment load and suspended sediment concentration and time in the Pearl River as well as its major tributaries in different periods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" colspan="4" align="center">Discharge</th>
<th valign="top" colspan="4" align="center">Sediment load</th>
<th valign="top" colspan="4" align="center">SSC (*10<sup>3</sup>)</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">West River</th>
<th valign="top" align="center">North River</th>
<th valign="top" align="center">East River</th>
<th valign="top" align="center">Pearl River</th>
<th valign="top" align="center">West River</th>
<th valign="top" align="center">North River</th>
<th valign="top" align="center">East River</th>
<th valign="top" align="center">Pearl River</th>
<th valign="top" align="center">West River</th>
<th valign="top" align="center">North River</th>
<th valign="top" align="center">East River</th>
<th valign="top" align="center">Pearl River</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1950s</td>
<td valign="top" align="center">-28.85</td>
<td valign="top" align="center">6.20</td>
<td valign="top" align="center">27.37</td>
<td valign="top" align="center">4.72</td>
<td valign="top" align="center">-386.00</td>
<td valign="top" align="center">28.48</td>
<td valign="top" align="center">46.04</td>
<td valign="top" align="center">-311.50</td>
<td valign="top" align="center">-13.14</td>
<td valign="top" align="center">4.68</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">-2.67</td>
</tr>
<tr>
<td valign="top" align="left">1960s</td>
<td valign="top" align="center">70.44</td>
<td valign="top" align="center">-10.54</td>
<td valign="top" align="center">-2.29</td>
<td valign="top" align="center">57.61</td>
<td valign="top" align="center">519.00</td>
<td valign="top" align="center">-16.52</td>
<td valign="top" align="center">-7.34</td>
<td valign="top" align="center">495.20</td>
<td valign="top" align="center">
<bold>15.25<sup>*</sup>
</bold>
</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">-0.78</td>
<td valign="top" align="center">4.83</td>
</tr>
<tr>
<td valign="top" align="left">1970s</td>
<td valign="top" align="center">1.70</td>
<td valign="top" align="center">-6.07</td>
<td valign="top" align="center">4.65</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">182.30</td>
<td valign="top" align="center">-18.76</td>
<td valign="top" align="center">1.13</td>
<td valign="top" align="center">164.70</td>
<td valign="top" align="center">8.37</td>
<td valign="top" align="center">-2.26</td>
<td valign="top" align="center">-1.09</td>
<td valign="top" align="center">1.67</td>
</tr>
<tr>
<td valign="top" align="left">1980s</td>
<td valign="top" align="center">
<bold>-75.29<sup>*</sup>
</bold>
</td>
<td valign="top" align="center">-15.74</td>
<td valign="top" align="center">-5.73</td>
<td valign="top" align="center">-96.76</td>
<td valign="top" align="center">-84.94</td>
<td valign="top" align="center">
<bold>-68.34<sup>*</sup>
</bold>
</td>
<td valign="top" align="center">-17.70</td>
<td valign="top" align="center">-171.00</td>
<td valign="top" align="center">7.75</td>
<td valign="top" align="center">-10.90</td>
<td valign="top" align="center">-5.19</td>
<td valign="top" align="center">-2.78</td>
</tr>
<tr>
<td valign="top" align="left">1990s</td>
<td valign="top" align="center">61.38</td>
<td valign="top" align="center">9.74</td>
<td valign="top" align="center">5.68</td>
<td valign="top" align="center">76.81</td>
<td valign="top" align="center">-133.90</td>
<td valign="top" align="center">-5.23</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">-138.50</td>
<td valign="top" align="center">
<bold>-15.61<sup>*</sup>
</bold>
</td>
<td valign="top" align="center">-3.67</td>
<td valign="top" align="center">-0.71</td>
<td valign="top" align="center">
<bold>-6.66<sup>*</sup>
</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">2000s</td>
<td valign="top" align="center">-29.27</td>
<td valign="top" align="center">-10.81</td>
<td valign="top" align="center">3.18</td>
<td valign="top" align="center">-36.91</td>
<td valign="top" align="center">-275.70</td>
<td valign="top" align="center">-0.61</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">-275.60</td>
<td valign="top" align="center">-10.71</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">-1.71</td>
<td valign="top" align="center">-3.65</td>
</tr>
<tr>
<td valign="top" align="left">2010s</td>
<td valign="top" align="center">80.73</td>
<td valign="top" align="center">2.25</td>
<td valign="top" align="center">7.17</td>
<td valign="top" align="center">90.15</td>
<td valign="top" align="center">102.70</td>
<td valign="top" align="center">-41.84</td>
<td valign="top" align="center">6.40</td>
<td valign="top" align="center">67.24</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">
<bold>-11.36<sup>*</sup>
</bold>
</td>
<td valign="top" align="center">1.69</td>
<td valign="top" align="center">-2.83</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The data in bold with * indicates statistically significant (P&lt; 0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Seasonal patterns of discharge and sediment load</title>
<p>In general, discharge and sediment load in the Pearl River as well as its major tributaries show obvious seasonal patterns, due to the dominant impact of the summer monsoon. More than 70% of discharge in the Pearl River basin is concentrated in the wet season (April-September) (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the Pearl River, the wet-season discharge shows a non-significant decreasing trend, but the dry-season shows a significant increasing trend, and the ratio of wet-season to dry-season shows a significant decreasing trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). Additionally, the contribution of the wet season to the annual discharge decreased from 80.6% to 71.3% from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the West River, the trends of discharge in the wet and dry seasons and the ratio of wet-season to dry-season show a similar pattern to that of the main Pearl River. In addition, the percentages decreased from 81.6% to 71.6% for the wet-season water discharge from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the North River, the wet-season discharge and the ratio of wet-season to dry-season show a non-significant decreasing trend, but the dry-season series show a nonsignificant increasing trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Additionally, the contribution of the wet season to the annual water discharge decreased from 80.7% to 72.1% from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the East River, the wet-season discharge shows a non-significant decreasing trend, the dry-season discharge shows a slightly increasing trend, but the ratio of wet-season to dry-season shows a significant decreasing trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). Additionally, the contribution of the wet season to the annual water discharge decreased from 81.0% to 66.9% from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Percentages (%) of the wet-season discharge and sediment load accounting for the annual amount during different periods.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Period</th>
<th valign="top" colspan="4" align="center">Discharge</th>
<th valign="top" colspan="4" align="center">Sediment load</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Pearl River</th>
<th valign="top" align="center">West River</th>
<th valign="top" align="center">North River</th>
<th valign="top" align="center">East River</th>
<th valign="top" align="center">Pearl River</th>
<th valign="top" align="center">West River</th>
<th valign="top" align="center">North River</th>
<th valign="top" align="center">East River</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1950s</td>
<td valign="top" align="center">80.6</td>
<td valign="top" align="center">81.6</td>
<td valign="top" align="center">80.7</td>
<td valign="top" align="center">81.0</td>
<td valign="top" align="center">96.5</td>
<td valign="top" align="center">97.8</td>
<td valign="top" align="center">91.6</td>
<td valign="top" align="center">91.5</td>
</tr>
<tr>
<td valign="top" align="left">1960s</td>
<td valign="top" align="center">78.8</td>
<td valign="top" align="center">79.0</td>
<td valign="top" align="center">80.0</td>
<td valign="top" align="center">75.2</td>
<td valign="top" align="center">94.1</td>
<td valign="top" align="center">94.2</td>
<td valign="top" align="center">93.7</td>
<td valign="top" align="center">92.1</td>
</tr>
<tr>
<td valign="top" align="left">1970s</td>
<td valign="top" align="center">78.4</td>
<td valign="top" align="center">79.6</td>
<td valign="top" align="center">76.5</td>
<td valign="top" align="center">69.9</td>
<td valign="top" align="center">94.4</td>
<td valign="top" align="center">95.1</td>
<td valign="top" align="center">87.6</td>
<td valign="top" align="center">90.2</td>
</tr>
<tr>
<td valign="top" align="left">1980s</td>
<td valign="top" align="center">73.9</td>
<td valign="top" align="center">74.6</td>
<td valign="top" align="center">73.2</td>
<td valign="top" align="center">68.9</td>
<td valign="top" align="center">94.1</td>
<td valign="top" align="center">95.2</td>
<td valign="top" align="center">85.4</td>
<td valign="top" align="center">86.0</td>
</tr>
<tr>
<td valign="top" align="left">1990s</td>
<td valign="top" align="center">77.8</td>
<td valign="top" align="center">79.1</td>
<td valign="top" align="center">75.4</td>
<td valign="top" align="center">68.3</td>
<td valign="top" align="center">94.9</td>
<td valign="top" align="center">95.9</td>
<td valign="top" align="center">85.5</td>
<td valign="top" align="center">85.9</td>
</tr>
<tr>
<td valign="top" align="left">2000s</td>
<td valign="top" align="center">78.2</td>
<td valign="top" align="center">78.9</td>
<td valign="top" align="center">78.1</td>
<td valign="top" align="center">71.7</td>
<td valign="top" align="center">94.3</td>
<td valign="top" align="center">94.4</td>
<td valign="top" align="center">93.9</td>
<td valign="top" align="center">91.7</td>
</tr>
<tr>
<td valign="top" align="left">2010s</td>
<td valign="top" align="center">71.3</td>
<td valign="top" align="center">71.6</td>
<td valign="top" align="center">72.1</td>
<td valign="top" align="center">66.9</td>
<td valign="top" align="center">89.3</td>
<td valign="top" align="center">90.7</td>
<td valign="top" align="center">86.2</td>
<td valign="top" align="center">81.4</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Temporal changes of discharge and sediment load in wet and dry-season, and the ratio of wet to dry seasons in the West <bold>(A, E)</bold>, North <bold>(B, F)</bold>, East <bold>(C, G)</bold> Rivers, and the Pearl River <bold>(D, H)</bold> since the 1960s. Solid lines denote significant correlations (<italic>P</italic> &#x2264; 0.05), whereas dotted lines denote non-significant correlations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g005.tif"/>
</fig>
<p>For sediment load, more than 90% of the annual sediment load in the Pearl River basin occurs in the wet season (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the Pearl River, the wet-season sediment load shows a significant decreasing trend, but the dry-season sediment load and the ratio of wet-season to dry-season show nonsignificant decreasing trends (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5H</bold>
</xref>). Additionally, the contribution of the wet season to the annual sediment load decreased from 96.5% to 89.3% from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the West River, the trends of sediment load in the wet and dry seasons and the ratio of wet-season to dry-season show a similar pattern to that of the main Pearl River (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5E</bold>
</xref>). In addition, the percentages decreased from 97.8% to 90.7% for the wet-season sediment load from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the North River, the wet-season sediment load shows a significant decreasing trend, but the dry-season sediment load and the ratio of wet-season to dry-season show a non-significant decreasing trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5F</bold>
</xref>). Additionally, the contribution of the wet season to the annual sediment load decreased from 91.6% to 86.2% from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). For the East River, the wet-season sediment load and the ratio of wet-season to dry-season show a significant decreasing trend, but the dry-season sediment load shows a non-significant decreasing trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5G</bold>
</xref>). In addition, the percentages decreased from 91.5% to 81.4% for the wet-season sediment load from the 1950s to the 2010s (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<title>Monthly patterns of discharge and sediment load</title>
<p>Overall, the multi-year averages of monthly discharge and sediment load of the Pearl River as well as its major tributaries were highest in summer (June-August) and lowest in winter (December- February) from the 1950s to the 2010s (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). However, there were some differences in the monthly distribution of discharge and sediment load among the Pearl River and three tributaries. For the Pearl River, the highest multi-year averages of monthly discharge and sediment load from the 1950s to the 2010s occurred in June and July, respectively (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). For the West River, both the highest multi-year averages of monthly discharge and sediment load from the 1950s to the 2010s occurred in July (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). For the North and East Rivers, however, both the highest multi-year averages of monthly discharge and sediment load from the 1950s to the 2010s occurred in June (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Thus, the month with the highest multi-year averages of monthly discharge and sediment load in the North and East Rivers typically occurs one month earlier than that in the West River (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). This can be attributed to the different precipitation regimes in each watershed. The annual precipitation gradually decreases from the eastern to the western side of the Pearl River basin, and the monsoons comes later in the west than in the east (<xref ref-type="bibr" rid="B83">Zhang et&#xa0;al., 2012</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Multi-year averages of monthly distribution of discharge <bold>(A)</bold> and sediment load <bold>(B)</bold> in the Pearl River as well as its major tributaries from the 1950s to the 2010s.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g006.tif"/>
</fig>
<p>The long-term changes in the monthly discharge and sediment load exhibit different patterns in the Pearl River and its three tributaries (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). For the Pearl River, the average peak discharge decreased by 32.3% from the 1950s to the 1980s but increased by 53.5% from the 1980s to the 1990s, and decreased by 25.4% from the 1990s to the 2010s (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). However, the average peak sediment load in the Pearl River increased by 25.0% from the 1950s to the 1990s, and decreased by 75.7% from the 1990s to the 2010s (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7E</bold>
</xref>). The West River has a similar pattern to that in the Pearl River (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7B, F</bold>
</xref>). The average peak discharge first decreased, then increased and finally decreased again, while the peak sediment load exhibits first increases, and then decreases from the 1950s to the 2010s (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7B, F</bold>
</xref>). For the North River and East River, the average peak of water discharge decreased by 23.6% and 45.8% from the 1950s to the 2010s, respectively (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7C, D</bold>
</xref>). The average sediment peak in the North River increased by 54.3% from the 1950s to the 1980s and decreased by 29.6% from the 1980s to the 2010s (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7G</bold>
</xref>). The average sediment peak in the East River decreased by 82.4% from the 1950s to the 2010s (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7H</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Temporal changes in the monthly distribution of discharge and sediment load in the Pearl River <bold>(A, E)</bold>, West <bold>(B, F)</bold>, North <bold>(C, G)</bold>, and East <bold>(D, H)</bold> Rivers from the 1950s to the 2010s.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Effects of precipitation and human activities on sediment regime</title>
<p>Numerous studies suggested that climate change (particularly, precipitation) plays an important role in temporal variations of water discharge and sediment load (<xref ref-type="bibr" rid="B59">van Vliet et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B1">Bajracharya et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B85">Zheng et&#xa0;al., 2022</xref>). In the Pearl River Basin, water discharge levels fluctuate seasonally and are significantly influenced by the subtropical monsoon climate. Thus, the highest multi-year averages of monthly water discharge and sediment load occurred in the months of June-August, which is primarily attributed to precipitation fluctuations (<xref ref-type="bibr" rid="B81">Zhang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B66">Wei et&#xa0;al., 2020</xref>). As shown in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>, the annual and seasonal water discharge is strongly correlated with precipitation in the Greater Bay Area from the 1960s to the 2010s (<italic>P</italic>&lt; 0.05). However, there was no significant statistical correlation between annual and wet-season sediment load and precipitation in the Greater Bay Area from the 1960s to the 2010s (<italic>P</italic> &gt; 0.05) (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>). On the contrary, the dry-season sediment load correlates well with precipitation in the Greater Bay Area during the 1960s-2010s (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>). These statistical analyses indicate that the inter-annual variations in the annual and seasonal water discharge in the Pearl River are mainly controlled by precipitation variability, while precipitation variability has little influence on sediment load. Changes in sediment load are greatly affected by other potential anthropogenic impacts, such as reservoirs/dam constructions, and land use change.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Correlation between annual and seasonal precipitation and discharge <bold>(A)</bold>, sediment load <bold>(B)</bold> in the Pearl River from the 1960s to the 2010s. Solid lines denote significant correlations (<italic>P</italic>&lt; 0.05), whereas dotted lines denote non-significant correlations. Plots of cumulative annual and seasonal precipitation versus cumulative discharge <bold>(C)</bold>, and cumulative sediment load <bold>(D)</bold> in the Pearl River from the 1960s to the 2010s.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g008.tif"/>
</fig>
<p>The double mass plots of the cumulative water discharge (or sediment load) against cumulative precipitation can assess the relative contributions of human activities and climate change. The double mass curve should be a straight line when there are no impacts from human activities, while there are some breaks in the double mass curves when the variations are not only affected by precipitation but also by human activities (<xref ref-type="bibr" rid="B80">Zhang and Lu, 2009</xref>; <xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). The double mass plots of the cumulative annual and seasonal water discharge and the cumulative precipitation indicate that there was no significant anthropogenic impact on water discharge (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8C</bold>
</xref>). A slight increase in the dry-season discharge can be observed in the double mass plot, while slight decreases in the annual and wet-season discharge can be observed in the double mass plot (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8C</bold>
</xref>). However, significant decreases in the double mass plots of cumulative sediment load versus cumulative precipitation can be observed (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8D</bold>
</xref>), indicating that human activities (e.g. constructions of reservoirs/dams, afforestation) have become a dominant factor in sediment regime variability in recent decades. For the Pearl River, therefore, both this study and previous studies suggest that precipitation fluctuations were the major reason for temporal changes in the water discharge, however, human activities are greatly changing the sediment load (<xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B70">Wu et&#xa0;al., 2012</xref>).</p>
<p>In recent years, increasing studies suggest that upstream human activities, such as reservoirs or dam construction, deforestation and reforestation, have strongly affected water discharge and sediment input into the estuary (<xref ref-type="bibr" rid="B16">Ezcurra et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B26">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B71">Wu et&#xa0;al., 2020</xref>). It is widely recognized that deforestation has accelerated denudation and soil erosion, resulting in an increase in sediment load (<xref ref-type="bibr" rid="B60">Veldkamp et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B19">Hu et&#xa0;al., 2021</xref>). Before the 1990s, the area of land under erosion expanded quickly in the Pearl River basin, with the area increasing from 41,100 km<sup>2</sup> in the 1950s to 57,073 km<sup>2</sup> in the 1990s (<xref ref-type="bibr" rid="B72">Xia, 1999</xref>; <xref ref-type="bibr" rid="B44">Pan, 2004</xref>). On the other hand, most of the large dams and reservoirs have been constructed during this period (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Thus, the sediment load and suspended sediment concentration remained relatively high in the Pearl River from the 1950s to the 1990s (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), which is attributed mainly to the offsetting impacts of dams and reservoirs construction on soil erosion (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>). However, a series of water and soil conservation projects have been conducted to control the soil erosion in the Pearl river basin since the early 1990s. The water and soil conservation measures have slowed the increasing trend of eroded land area, which increased by only 30 km<sup>2</sup> from 1995 to 2004 in the Pearl River basin (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>). However, the sediment trapped by the reservoirs is substantial, and the total deposition rate has probably reached 600 Mt/a (<xref ref-type="bibr" rid="B11">Dai et&#xa0;al., 2008</xref>). Thus, the influence of reservoirs or dam construction exceeded the influence of deforestation and soil erosion after the 1990s. The decline of sediment load and suspended sediment concentration after the 1990s (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) are mainly attributable to sediment deposition in the reservoirs and the water and soil conservation projects in the Pearl River basin (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>). Due to the construction of more dams and reservoirs in the coming decades, the total storage capacities of the reservoirs are expected to increase in the Pearl River basin, which will result in a further decrease in sediment load into the Greater Bay Area (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_2">
<title>Environmental response to alterations in sediment regime</title>
<p>For the Pearl River Estuary, a decrease in upstream sediment supply and sand dredging activities caused temporal changes in the river channel morphology (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). The cross-sectional profile in the Gaoyao station has deepened from 1990 to 2014, with an approximate 12&#xa0;m increase in average water depth, indicating that scouring dominated in the profile during this period (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9A</bold>
</xref>). However, water depth in the channel geometry of the Gaoyao station shows an obvious decreasing trend from 2014 to 2020, indicating that siltation dominated in profile during this period (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9A</bold>
</xref>). For the Shijiao station in the North River, the cross-sectional profile has also become deeper from 2000 to 2013, but has a non-significant change trend from 2013 to 2020 (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9B</bold>
</xref>). Furthermore, the cross-sectional profile in the Boluo station (the East River) showed a non-significant change trend from 2010 to 2020, with a balance between erosion and deposition (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9C</bold>
</xref>), while previous studies found that it has become narrower and deeper from the 1960s to the 1980s (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). Thus, both this study and previous studies indicate that scouring was dominant in channel of the Pearl River Estuary from the early 1990s, then reach a relatively stable or slight deposition state after 2010 or 2013 (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). In the Pearl River Estuary, large-scale excavations of sand began in the mid-1980s and boomed in the 1990s (<xref ref-type="bibr" rid="B30">Liu et&#xa0;al., 2018b</xref>; <xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). Meanwhile, reservoir and dam construction resulted in a reduction of the sediment load during this period (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Both activities have combined to cause a rapid increase in the channel water depth in this period. Since 2000, authorities began to control sand excavation activities in the Pearl River Estuary (<xref ref-type="bibr" rid="B62">Wang et&#xa0;al., 2021</xref>). However, due to the construction of new dams, the sediment load further decreased in the 2000s (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), resulting in a continuous increase in water depth of three cross-sectional profiles. In the last ten years, a relatively stable sediment load (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>) and prohibited sand excavation activities have resulted in a relatively stable river channel morphology (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Temporal changes in bottom elevation of cross-sectional profiles in the Gaoyao <bold>(A)</bold>, Shijiao <bold>(B)</bold>, and Boluo <bold>(C)</bold> stations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g009.tif"/>
</fig>
<p>In recent decades, saltwater intrusion has been the main issue under the influences of both anthropogenic activities and natural forces, e.g. reduced upstream discharge and rising sea levels (<xref ref-type="bibr" rid="B77">Yuan et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B15">Eslami et&#xa0;al., 2021</xref>). The duration with salinity exceeding the recommended salinity threshold is an important index to evaluate saltwater intrusion. According to the National Hygienic Standard for Drinking Water (GB 5749-2006) in China, the 250-mg/L isohaline is defined as the recommended salinity threshold value of river water for drinking purposes. Severe saltwater intrusion in the Pearl River Estuary has tremendously affected surface water and groundwater quality, and changed the biodiversity of terrestrial and aquatic communities (<xref ref-type="bibr" rid="B35">Long et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B64">Wang and Hong, 2021</xref>). From 2009 to 2020, a total of 68 saltwater intrusion events occurred in the Pearl River Estuary, with an average of 5.67 per year (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10A</bold>
</xref>). The annual frequency of saltwater intrusion in the Pearl River Estuary was highest in 2010, with a total of 14 events (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10A</bold>
</xref>). The annual duration of saltwater intrusion varied over years, with an average of 59 days per year during 2009-2020 (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10A</bold>
</xref>). Generally, saltwater intrusion started between September and October each year and ended between March and April of the following year. From 2009 to 2020, saltwater intrusion in the Pearl River Estuary mainly occurred between October and March (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10B</bold>
</xref>). Both this study and previous studies indicate that the frequency and duration of saltwater intrusion did not display a decreasing trend (<xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B65">Wang et&#xa0;al., 2020</xref>), even though river discharges in the dry-season increased during this period (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Except for the reduction in freshwater flow upstream, the increasingly severe saltwater intrusion can also be attributed to uneven sand dredging, more frequent northeasterly wind, rising tides and channel evolution (<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2019</xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Saltwater intrusion events and duration <bold>(A)</bold>, and multi-year cumulative monthly distribution of saltwater intrusion <bold>(B)</bold> in the Pearl River Estuary from 2009 to 2020. Temporal changes in the cumulative water supply to the Pearl River Estuary in the dry season from 2005 to 2020 <bold>(C)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-983517-g010.tif"/>
</fig>
</sec>
<sec id="s4_3">
<title>Implications for sustainable development</title>
<p>Based on the above discussion, we found that precipitation variability was responsible for the long-term changes in the annual, seasonal, and monthly water discharge; however, human activities (e.g. dam construction and land use changes) exerted a significant influence on the variability in sediment load. The sediment load and suspended sediment concentration in the Greater Bay Area have drastically decreased since the mid-1980s. Changes in water discharge and sediment load have exerted substantial influences on downstream river channels and delta environments in the Greater Bay Area. For example, severe saltwater intrusion has occurred in the Greater Bay Area in recent years. The management of the discharge and sediment regime is not only related to flood control and disaster mitigation, but also related to the protection of coastal ecosystems and safe water supply for the Great Bay Area, such as for the cities of Zhuhai and Macao. For the sustainable development of the Greater Bay Area, thus, we recommend that restoration and management of the Greater Bay Area should be planned at the watershed scale. The watershed-based solution, incorporating river basin regulation in estuarine management and restoration, was able to address the mismatch between ecological drivers at the watershed scale and local restoration efforts at the estuary scale (<xref ref-type="bibr" rid="B51">Sayles and Baggio, 2017</xref>; <xref ref-type="bibr" rid="B28">Liu et&#xa0;al., 2021b</xref>). The watershed-based solution has been implemented in many estuaries (<xref ref-type="bibr" rid="B8">Cui et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B14">Dunn and Minderhoud, 2022</xref>), such as artificial channel diversions in the Mississippi River Delta, USA (<xref ref-type="bibr" rid="B12">Day et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B45">Paola et&#xa0;al., 2011</xref>), and the water-sediment regulation scheme in the Yellow River Estuary, China (<xref ref-type="bibr" rid="B8">Cui et&#xa0;al., 2009</xref>).</p>
<p>In the Pearl River Basin, integrated water resources management has been carried out to mitigate the effects of saltwater intrusion in the Great Bay Area since 2005 (<xref ref-type="bibr" rid="B57">The Central People&#x2019;s Government of the People&#x2019;s Republic of China, 2006</xref>). According to the Pearl River Basin water resources comprehensive plans, the joint optimal operation of upstream key reservoirs (e.g. the Tianshengqiao, Longtan, Dajingshan, Fenghuangshan and Baise reservoirs) in the West, North and East Rivers can increase the discharge and enhance the runoff in the dry season, thus preventing saltwater intrusion and guaranteeing drinking water safety of Macao and Zhuhai in the Great Bay Area (<xref ref-type="bibr" rid="B58">The Pearl River Water Resources Commission of the Ministry of Water Resources, 2015</xref>). The cumulative extra freshwater supplied to the Great Bay Area in the dry season reached approximately 30 &#xd7;&#xa0;10<sup>8</sup> m<sup>3</sup> during 2005-2020 (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10C</bold>
</xref>), which contributed to the increase in water discharge during the dry season (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The method of increasing the freshwater flow in the dry season not only ensures freshwater supply, but is also of great significance for coastal environments. For example, freshwater from rivers plays a critical role in the regulation of phytoplankton biomass, primary production, microbial community structure and water quality in the Great Bay Area (<xref ref-type="bibr" rid="B17">Fan et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B86">Zhou et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B50">Sarkar et&#xa0;al., 2021</xref>). However, the effect of reservoir management for saltwater mitigation and freshwater supplement to coastal ecosystems remains relatively poorly understood. In the Great Bay Area, the water discharge and sediment load were also influenced by the redistribution of the water and the sediment at Sixianjiao channel (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The changes in the divided flow ratio and the divided sediment ratio between Gaoyao and Shijiao stations have affected the hydrological process in the Great Bay Area (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>). Therefore, Changes in the redistribution of water discharge and sediment load at Sixianjiao channel, optimal allocation of freshwater resources, and real-time optimal dispatching of water deserve further research (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B31">Liu et&#xa0;al., 2018a</xref>; <xref ref-type="bibr" rid="B4">Chang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B67">Wohner et&#xa0;al., 2022</xref>).</p>
<p>The watershed-based solution not only focused on the quantity of water supply, but also on the quality of water. Excessive anthropogenic nutrient loading in the Pearl River has contributed to the expansion of coastal eutrophication and hypoxic zones in the Great Bay Area (<xref ref-type="bibr" rid="B7">Cui et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B18">Geeraert et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B78">Yu et&#xa0;al., 2021</xref>). Nutrient management strategy at the watershed scale is a promising way to protect and restore coastal ecosystems. For example, submerged aquatic vegetation communities in the Chesapeake Bay have been successfully restored after reducing the inputs of <italic>in situ</italic> nutrients (<xref ref-type="bibr" rid="B49">Ruhl and Rybicki, 2010</xref>; <xref ref-type="bibr" rid="B24">Lefcheck et&#xa0;al., 2018</xref>). Furthermore, sediment availability is an important factor controlling the morphological evolution and shoreline protection (<xref ref-type="bibr" rid="B23">Langston et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B75">Yang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B27">Liu et&#xa0;al., 2021a</xref>), and it is thus essential to the sustainable development of the Greater Bay Area. Due to the dramatic reduction in sediment load, sediment supply and its transport pathways and budgets should be integrated into the watershed-based solution. In addition, hydrological connectivity of the river network is an important aspect of drinking water supply, flood prevention and ecological security (<xref ref-type="bibr" rid="B9">Cui et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B6">Cui et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Shao et&#xa0;al., 2020</xref>). The major flow paths and critical confluences of the river networks in the Greater Bay Area are important for aquatic and terrestrial communities, saltwater intrusion and water quality management (<xref ref-type="bibr" rid="B6">Cui et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B42">Niu et&#xa0;al., 2021</xref>). Therefore, the water system and the river network should be protected for the sustainable development of the Greater Bay Area in the future.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>This study reveals temporal changes in the sediment regime of the Pearl River at different time scales from the 1950s to 2020, and examines climatic and anthropogenic influences on water discharge and sediment load. The annual water discharge in the Pearl River as well as its major tributaries displays a slightly increasing trend, while the annual sediment load and SSC in the West and East Rivers exhibit a drastically decreasing trend. Sediment load and SSC reached a conspicuous peak in the 1980s in the Pearl River, and showed a significant decline starting in the 2000s and 1990s, respectively. At the seasonal scale, the wet-season water discharge is relatively constant, but the dry-season discharge shows a significant increasing trend, and the ratio of wet-season to dry-season also decreases. The wet-season sediment load decreases, while the dry-season sediment load and the ratio of wet-season to dry-season do not display any trend. At the monthly scale, differences were observed in sediment regime changes among the three tributaries, and the flood seasons in the North and East Rivers typically occur one month earlier than that in the West River due to the different precipitation regimes in each watershed. The long-term changes in the annual, seasonal, and monthly water discharge were mainly caused by precipitation variability; however, human activities (e.g. dam construction and land use changes) exerted a significant influence on the variations of sediment load. Alterations of the sediment regime have exerted substantial influences on downstream channel morphology and saltwater intrusion in the Greater Bay Area. Reduced sediment load and sand excavations have combined to cause a rapid increase in the channel water depth. Salt intrusion can be partly attributed to reduced water discharge. Finally, we suggest that the watershed-based solution, incorporating river basin regulation in estuarine management and restoration, should be carried out for the sustainable development of the Greater Bay Area.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: The data that support the findings of this study are available from the corresponding author upon reasonable request. Requests to access these datasets should be directed to BC, cuibs@bnu.edu.cn.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZL, Conceptualization, Data collection, Formal analysis, Software, Writing - original draft, Writing - review and editing. SF, Supervision, Conceptualization, Writing - review and editing. CH, Data collection of precipitation. BC, Supervision, Conceptualization, Writing - original draft, Writing - review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This project was financially supported by the Key Project of the National Natural Science Foundation of China (U1901212, 51639001), and the Fund for Innovative Research Group of the National Natural Science Foundation of China (51721093). SF was supported by the USA National Science Foundation award 1637630 (PIE LTER) and 1832221 (VCR LTER).  X. L. was supported by the National Natural Science Foundation of China (42206170) and the Guangdong Basic and Applied Basic Research Foundation (2021A1515110830).</p>
</sec>
<sec id="s9" 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="s10" sec-type="disclaimer">
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<back>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bajracharya</surname> <given-names>A. R.</given-names>
</name>
<name>
<surname>Bajracharya</surname> <given-names>S. R.</given-names>
</name>
<name>
<surname>Shrestha</surname> <given-names>A. B.</given-names>
</name>
<name>
<surname>BikashMaharjan</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Climate change impact assessment on the hydrological regime of the kaligandaki basin, Nepal</article-title>. <source>Sci. Total Environ.</source> <volume>625</volume>, <fpage>837</fpage>&#x2013;<lpage>848</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scitotenv.2017.12.332</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Best</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Anthropogenic stresses on the world&#x2019;s big rivers</article-title>. <source>Nat. Geosci.</source> <volume>12</volume> (<issue>1</issue>), <fpage>7</fpage>&#x2013;<lpage>21</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41561-018-0262-x</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bracken</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Wainwright</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ali</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Tetzlaff</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>M. W.</given-names>
</name>
<name>
<surname>Reaney</surname> <given-names>S. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Concepts of hydrological connectivity: Research approaches, pathways and future agendas</article-title>. <source>Earth. Sci. Rev.</source> <volume>119</volume>, <fpage>17</fpage>&#x2013;<lpage>34</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.earscirev.2013.02.001</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chang</surname> <given-names>I. S.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Evaluation on the integrated water resources management in china&#x2019;s major cities-based on city blueprint&#xae; approach</article-title>. <source>J. Clean. Prod.</source> <volume>262</volume>, <elocation-id>121410</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2020.121410</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zong</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J. G.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>S. J.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Human impacts on the changjiang (Yangtze) river basin, China, with special reference to the impacts on the dry season water discharges into the sea</article-title>. <source>Geomorphology</source> <volume>41</volume>, <fpage>111</fpage>&#x2013;<lpage>123</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S0169-555X(01)00109-X</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Shao</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Assessment of flow paths and confluences for saltwater intrusion in a deltaic river network</article-title>. <source>Hydrol. Process.</source> <volume>29</volume> (<issue>20</issue>), <fpage>4549</fpage>&#x2013;<lpage>4558</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/hyp.10521</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ren</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Physical dynamics structures and oxygen budget of summer hypoxia in the pearl river estuary</article-title>. <source>Limnol. Oceanogr.</source> <volume>64</volume> (<issue>1</issue>), <fpage>131</fpage>&#x2013;<lpage>148</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/lno.11025</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Evaluating the ecological performance of wetland restoration in the yellow river delta, China</article-title>. <source>Ecol. Eng.</source> <volume>35</volume> (<issue>7</issue>), <fpage>1090</fpage>&#x2013;<lpage>1103</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecoleng.2009.03.022</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Implementation of diversified ecological networks to strengthen wetland conservation</article-title>. <source>Clean - Soil Air Water</source> <volume>40</volume> (<issue>10</issue>), <fpage>1015</fpage>&#x2013;<lpage>1026</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/clen.201200026</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname> <given-names>Z. J.</given-names>
</name>
<name>
<surname>Fagherazzi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Mei</surname> <given-names>X. F.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>J. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Decline in suspended sediment concentration delivered the changjiang (Yangtze) river into the East China Sea between 1956 and 2013</article-title>. <source>Geomorphology</source> <volume>268</volume>, <fpage>123</fpage>&#x2013;<lpage>132</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.geomorph.2016.06.009</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname> <given-names>S. B.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>A. M.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Impacts of dams on the sediment flux of the pearl river, southern China</article-title>. <source>Catena</source> <volume>76</volume>, <fpage>36</fpage>&#x2013;<lpage>43</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.catena.2008.08.004</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Day</surname> <given-names>J. W.</given-names>
<suffix>Jr.</suffix>
</name>
<name>
<surname>Boesch</surname> <given-names>D. F.</given-names>
</name>
<name>
<surname>Clairain</surname> <given-names>E. J.</given-names>
</name>
<name>
<surname>Kemp</surname> <given-names>G. P.</given-names>
</name>
<name>
<surname>Laska</surname> <given-names>S. B.</given-names>
</name>
<name>
<surname>Mitsch</surname> <given-names>W. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2007</year>). <article-title>Restoration of the Mississippi delta: lessons from hurricanes Katrina and Rita</article-title>. <source>Science</source> <volume>315</volume> (<issue>5819</issue>), <fpage>1679</fpage>&#x2013;<lpage>1684</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.1137030</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dethier</surname> <given-names>E. N.</given-names>
</name>
<name>
<surname>Renshaw</surname> <given-names>C. E.</given-names>
</name>
<name>
<surname>Magilligan</surname> <given-names>F. J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Rapid changes to global river suspended sediment flux by humans</article-title>. <source>Science</source> <volume>376</volume> (<issue>6600</issue>), <fpage>1447</fpage>&#x2013;<lpage>1452</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.abn7980</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dunn</surname> <given-names>F. E.</given-names>
</name>
<name>
<surname>Minderhoud</surname> <given-names>P. S. J.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Sedimentation strategies provide effective but limited mitigation of relative sea-level rise in the Mekong delta</article-title>. <source>Commun. Earth Environ.</source> <volume>3</volume>, <elocation-id>2</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43247-021-00331-3</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eslami</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hoekstra</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Minderhoud</surname> <given-names>P. S. J.</given-names>
</name>
<name>
<surname>Trung</surname> <given-names>N. N.</given-names>
</name>
<name>
<surname>Hoch</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Sutanudjaja</surname> <given-names>E. H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Projections of salt intrusion in a mega-delta under climatic and anthropogenic stressors</article-title>. <source>Commun. Earth Environ.</source> <volume>2</volume>, <fpage>142</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43247-021-00208-5</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ezcurra</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Barrios</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Ezcurra</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Ezcurra</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Vanderplank</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Vidal</surname> <given-names>O.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>A natural experiment reveals the impact of hydroelectric dams on the estuaries of tropical rivers</article-title>. <source>Sci. Adv.</source> <volume>5</volume> (<issue>3</issue>), <elocation-id>eaau9875</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/sciadv.aau9875</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Shao</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Water quality management based on division of dry and wet seasons in pearl river delta, China</article-title>. <source>Clean - Soil Air Water</source> <volume>40</volume> (<issue>4</issue>), <fpage>381</fpage>&#x2013;<lpage>393</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/clen.201100123</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Geeraert</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Archana</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>M. N.</given-names>
</name>
<name>
<surname>Kao</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Baker</surname> <given-names>D. M.</given-names>
</name>
<name>
<surname>Thibodeau</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Investigating the link between pearl river-induced eutrophication and hypoxia in Hong Kong shallow coastal waters</article-title>. <source>Sci. Total Environ.</source> <volume>772</volume>, <elocation-id>145007</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scitotenv.2021.145007</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>N&#xe6;ss</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Iordan</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Cherubini</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Recent global land cover dynamics and implications for soil erosion and carbon losses from deforestation</article-title>. <source>Anthropocene</source> <volume>34</volume>, <elocation-id>100291</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ancene.2021.100291</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Kendall</surname> <given-names>M. G.</given-names>
</name>
</person-group> (<year>1975</year>). <source>Rank correlation methods</source> (<publisher-loc>London, UK</publisher-loc>: <publisher-name>Griffin</publisher-name>).</citation>
</ref>
<ref id="B21">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>M. Y. A.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>Spatial variation in the grain size characteristics of sediments in ramganga river, ganga basin, India</article-title>,&#x201d; in <source>Handbook of environmental materials management</source>. Ed. <person-group person-group-type="editor">
<name>
<surname>Hussain</surname> <given-names>C.</given-names>
</name>
</person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>). doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-3-319-58538-3_50-1</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>M. Y. A.</given-names>
</name>
<name>
<surname>Daityari</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Chakrapani</surname> <given-names>G. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Factors responsible for temporal and spatial variations in water and sediment discharge in ramganga river, ganga basin, India</article-title>. <source>Environ. Earth Sci.</source> <volume>75</volume>, <fpage>283</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12665-015-5148-2</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Langston</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Dur&#xe1;n Vinent</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Herbert</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Kirwan</surname> <given-names>M. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Modeling long-term salt marsh response to sea level rise in the sediment-deficient plum island estuary, MA</article-title>. <source>Limnol. Oceanogr.</source> <volume>65</volume> (<issue>9</issue>), <fpage>2142</fpage>&#x2013;<lpage>2157</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/lno.11444</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lefcheck</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Orth</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Dennison</surname> <given-names>W. C.</given-names>
</name>
<name>
<surname>Wilcox</surname> <given-names>D. J.</given-names>
</name>
<name>
<surname>Murphy</surname> <given-names>R. R.</given-names>
</name>
<name>
<surname>Keisman</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Long-term nutrient reductions lead to the unprecedented recovery of a temperate coastal region</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>115</volume> (<issue>14</issue>), <fpage>3658</fpage>&#x2013;<lpage>3662</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1715798115</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Jing</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Spatial and seasonal distributions of bacterioplankton in the pearl river estuary: The combined effects of riverine inputs, temperature, and phytoplankton</article-title>. <source>Mar. pollut. Bull.</source> <volume>125</volume> (<issue>1-2</issue>), <fpage>199</fpage>&#x2013;<lpage>207</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.marpolbul.2017.08.026</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ni</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Yue</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Frolova</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Magritsky</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Global trends in water and sediment fluxes of the world&#x2019;s large rivers</article-title>. <source>Sci. Bull.</source> <volume>65</volume> (<issue>1</issue>), <fpage>62</fpage>&#x2013;<lpage>69</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scib.2019.09.012</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Fagherazzi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>a). <article-title>Success of coastal wetlands restoration is driven by sediment availability</article-title>. <source>Commun. Earth Environ.</source> <volume>2</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43247-021-00117-7</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Fagherazzi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>b). <article-title>Mismatch between watershed effects and local efforts constrains the success of coastal salt marsh vegetation restoration</article-title>. <source>J. Clean. Prod.</source> <volume>292</volume>, <elocation-id>126103</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2021.126103</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Fagherazzi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Consumer control and abiotic stresses constrain coastal saltmarsh restoration</article-title>. <source>J. Environ. Manage.</source> <volume>274</volume>, <elocation-id>111110</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jenvman.2020.111110</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Q.</given-names>
</name>
</person-group> (<year>2018</year>b). <article-title>Recent changes in the sediment regime of the pearl river (South china): Causes and implications for the pearl river delta</article-title>. <source>Hydrol. Process.</source> <volume>32</volume> (<issue>12</issue>), <fpage>1771</fpage>&#x2013;<lpage>1785</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/hyp.11513</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Peng</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Long</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2018</year>a). <article-title>The causes and impacts of water resources crises in the pearl river delta</article-title>. <source>J. Clean. Prod.</source> <volume>177</volume>, <fpage>413</fpage>&#x2013;<lpage>425</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2017.12.203</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Peng</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>The characteristics and causes of increasingly severe saltwater intrusion in pearl river estuary</article-title>. <source>Estuar. Coast. Shelf Sci.</source> <volume>220</volume>, <fpage>54</fpage>&#x2013;<lpage>63</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecss.2019.02.041</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Yuan</surname> <given-names>L. R.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Q. S.</given-names>
</name>
<name>
<surname>Ou</surname> <given-names>S. Y.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>L. L.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Hydrological responses to the combined influence of diverse human activities in the pearl river delta, China</article-title>. <source>Catena</source> <volume>113</volume>, <fpage>41</fpage>&#x2013;<lpage>55</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.catena.2013.09.003</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>W. S.</given-names>
</name>
<name>
<surname>Zuo</surname> <given-names>C. S.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Dong</surname> <given-names>J. X.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Salt tide intrusion characteristics in main estuaries of China</article-title>. <source>Mar. Sci. Bull.</source> <volume>38</volume>, <fpage>650</fpage>&#x2013;<lpage>655</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.11840/j.issn.1001-6392.2019.06.006</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Long</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Dang</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Saltwater intrusion induced by a complete neap tide and its effect on nutrients variation in the estuary of pearl river, China</article-title>. <source>J. Coast. Res.</source> <volume>29</volume> (<issue>5</issue>), <fpage>1158</fpage>&#x2013;<lpage>1168</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2112/JCOASTRES-D-12-00182.1</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mann</surname> <given-names>H. B.</given-names>
</name>
</person-group> (<year>1945</year>). <article-title>Nonparametric tests against trend</article-title>. <source>Econometric. J. Econometric Soc</source> <volume>13</volume>, <fpage>245</fpage>&#x2013;<lpage>259</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2307/1907187</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Matiatos</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Wassenaar</surname> <given-names>L. I.</given-names>
</name>
<name>
<surname>Monteiro</surname> <given-names>L. R.</given-names>
</name>
<name>
<surname>Venkiteswaran</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Gooddy</surname> <given-names>D. C.</given-names>
</name>
<name>
<surname>Boeckx</surname> <given-names>P.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Global patterns of nitrate isotope composition in rivers and adjacent aquifers reveal reactive nitrogen cascading</article-title>. <source>Commun. Earth Environ.</source> <volume>2</volume>, <fpage>52</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43247-021-00121-x</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meiggs</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Taillefert</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The effect of riverine discharge on biogeochemical processes in estuarine sediments</article-title>. <source>Limnol. Oceanogr.</source> <volume>56</volume> (<issue>5</issue>), <fpage>1797</fpage>&#x2013;<lpage>1810</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4319/lo.2011.56.5.1797</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>Ministry of Water Conservancy and Electric Power</collab>
</person-group> (<year>1962</year>). <source>PRC National standards for hydrological survey</source> Vol. <volume>vol. 1-7</volume> (<publisher-loc>Beijing</publisher-loc>: <publisher-name>China Industry Press</publisher-name>).</citation>
</ref>
<ref id="B40">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>Ministry of Water Conservancy and Electric Power</collab>
</person-group> (<year>1975</year>). <source>PRC Handbook for hydrological survey</source> Vol. <volume>vol. 1-3</volume> (<publisher-loc>Beijing</publisher-loc>: <publisher-name>Water Conservancy and Electric Power Press</publisher-name>).</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nilsson</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Reidy</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Dynesius</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Revenga</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Fragmentation and flow regulation of the world's large river systems</article-title>. <source>Science</source> <volume>308</volume> (<issue>5720</issue>), <fpage>405</fpage>&#x2013;<lpage>408</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.1107887</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Jia</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Tao</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Dong</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Metal pollution in the pearl river estuary and implications for estuary management: The influence of hydrological connectivity associated with estuarine mixing</article-title>. <source>Ecotox. Environ. Safe.</source> <volume>225</volume>, <elocation-id>112747</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecoenv.2021.112747</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>&#xd6;n&#xf6;z</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Bayazit</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>The power of statistical tests for trend detection. Turkish</article-title>. <source>J. Eng. Environ. Sci.</source> <volume>27</volume>, <fpage>247</fpage>&#x2013;<lpage>251</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3906/sag-1205-120</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname> <given-names>J. H.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Review and expectation of water and soil conservation in guangxi</article-title>. <source>Guangxi Water Resour. Hydropower Eng.</source> <volume>5</volume>, <fpage>47</fpage>&#x2013;<lpage>49</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3969/j.issn.1003-1510.2004.z2.014</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paola</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Twilley</surname> <given-names>R. R.</given-names>
</name>
<name>
<surname>Edmonds</surname> <given-names>D. A.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Mohrig</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Parker</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Natural processes in delta restoration: Application to the Mississippi delta</article-title>. <source>Annu. Rev. Mar. Sci.</source> <volume>3</volume>, <fpage>67</fpage>&#x2013;<lpage>91</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1146/annurev-marine-120709-142856</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pringle</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Costa-Broseta</surname> <given-names>&#xc1;.</given-names>
</name>
<name>
<surname>Castillo</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Spoel</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Hydrologic connectivity and the management of biological reserves: a global perspective</article-title>. <source>Ecol. Appl.</source>  <volume>11</volume>, <fpage>981</fpage>&#x2013;<lpage>998</lpage>. doi: <pub-id pub-id-type="doi">10.1890/1051-0761(2001)011[0981:HCATMO]2.0.CO;2</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pringle</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>What is hydrologic connectivity and why is it ecologically important</article-title>? <source>Hydrol. Process.</source> <volume>17</volume> (<issue>13</issue>), <fpage>2685</fpage>&#x2013;<lpage>2689</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/hyp.5145</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Regnier</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Resplandy</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Najjar</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>Ciais</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The land-to-ocean loops of the global carbon cycle</article-title>. <source>Nature</source> <volume>603</volume> (<issue>7901</issue>), <fpage>401</fpage>&#x2013;<lpage>410</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41586-021-04339-9</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ruhl</surname> <given-names>H. A.</given-names>
</name>
<name>
<surname>Rybicki</surname> <given-names>N. B.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Long-term reductions in anthropogenic nutrients link to improvements in Chesapeake bay habitat</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>107</volume> (<issue>38</issue>), <fpage>16566</fpage>&#x2013;<lpage>16570</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1003590107</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarkar</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Islam</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Das</surname> <given-names>B. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Role of declining discharge and water pollution on habitat suitability of fish community in the mathabhanga-churni river, India</article-title>. <source>J. Clean. Prod.</source> <volume>326</volume>, <elocation-id>129426</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2021.129426</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sayles</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Baggio</surname> <given-names>J. A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Social&#x2013;ecological network analysis of scale mismatches in estuary watershed restoration</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>114</volume> (<issue>10</issue>), <fpage>E1776</fpage>&#x2013;<lpage>E1785</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.1604405114</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Serrano</surname> <given-names>V. L.</given-names>
</name>
<name>
<surname>Mateos</surname> <given-names>V. L.</given-names>
</name>
<name>
<surname>Garcia</surname> <given-names>J. A.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Trend analysis of monthly precipitation over the Iberian peninsula for the period 1921-1995</article-title>. <source>Phys. Chem. Earth. Pt. B</source> <volume>24</volume> (<issue>2</issue>), <fpage>85</fpage>&#x2013;<lpage>90</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S1464-1909(98)00016-1</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shao</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A model to evaluate spatiotemporal variations of hydrological connectivity on a basin-scale complex river network with intensive human activity</article-title>. <source>Sci. Total Environ.</source> <volume>723</volume>, <elocation-id>138051</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.138051</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Khan</surname> <given-names>M. Y. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>ANN modeling of the complex discharge-sediment concentration relationship in bhagirathi river basin of the himalaya. sustain</article-title>. <source>Water Resour. Manage.</source> <volume>6</volume>, <fpage>36</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40899-020-00396-6</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Syvitski</surname> <given-names>J. P. M.</given-names>
</name>
<name>
<surname>Kettner</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Overeem</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Hutton</surname> <given-names>E. W. H.</given-names>
</name>
<name>
<surname>Hannon</surname> <given-names>M. T.</given-names>
</name>
<name>
<surname>Brankenridge</surname> <given-names>G. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>Sinking deltas due to human activities</article-title>. <source>Nat. Geosci.</source> <volume>2</volume>, <fpage>681</fpage>&#x2013;<lpage>686</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ngeo629</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tan</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>B. S.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Qiu</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Using the wavelet transform to detect temporal variations in hydrological processes in the pearl river, China</article-title>. <source>Quat. Int.</source> <volume>440</volume>, <fpage>52</fpage>&#x2013;<lpage>63</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.quaint.2016.02.043</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="web">
<person-group person-group-type="author">
<collab>The Central People&#x2019;s Government of the People&#x2019;s Republic of China</collab>
</person-group> (<year>2006</year>). Available at: <uri xlink:href="http://www.gov.cn/govweb/yjgl/2006-01/10/content_152547.htm">http://www.gov.cn/govweb/yjgl/2006-01/10/content_152547.htm</uri>.</citation>
</ref>
<ref id="B58">
<citation citation-type="web">
<person-group person-group-type="author">
<collab>The Pearl River Water Resources Commission of the Ministry of Water Resources</collab>
</person-group> (<year>2015</year>) <source>Comprehensive planning for the pearl river basin, (2012-2030)</source>. Available at: <uri xlink:href="http://www.pearlwater.gov.cn/zwgkcs/slghn/201903/t20190305_91390.html">http://www.pearlwater.gov.cn/zwgkcs/slghn/201903/t20190305_91390.html</uri>.</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Vliet</surname> <given-names>M. T.</given-names>
</name>
<name>
<surname>Franssen</surname> <given-names>W. H.</given-names>
</name>
<name>
<surname>Yearsley</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Ludwig</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Haddeland</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Lettenmaier</surname> <given-names>D. P.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Global river discharge and water temperature under climate change</article-title>. <source>Global Environ. Change</source> <volume>23</volume> (<issue>2</issue>), <fpage>450</fpage>&#x2013;<lpage>464</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.gloenvcha.2012.11.002</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Veldkamp</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Schmidt</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Powers</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Corre</surname> <given-names>M. D.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Deforestation and reforestation impacts on soils in the tropics</article-title>. <source>Nat. Rev. Earth Env.</source> <volume>1</volume> (<issue>11</issue>), <fpage>590</fpage>&#x2013;<lpage>605</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43017-020-0091-5</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Bi</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Saito</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <article-title>Recent changes in sediment delivery by the huanghe (Yellow river) to the sea: Causes and environmental implications in its estuary</article-title>. <source>J. Hydrol.</source> <volume>391</volume> (<issue>3-4</issue>), <fpage>302</fpage>&#x2013;<lpage>313</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jhydrol.2010.07.030</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y. H.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Y. D.</given-names>
</name>
<name>
<surname>Zhong</surname> <given-names>Z. Y.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Morphological consequences of upstream water and sediment changes and estuarine engineering activities in pearl river estuary channels over the last 50 years</article-title>. <source>Sci. Total Environ.</source> <volume>765</volume>, <elocation-id>144172</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.144172</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Piao</surname> <given-names>S.</given-names>
</name>
<name>
<surname>L&#xfc;</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ciais</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Reduced sediment transport in the yellow river due to anthropogenic changes</article-title>. <source>Nat. Geosci.</source> <volume>9</volume> (<issue>1</issue>), <fpage>38</fpage>&#x2013;<lpage>41</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/NGEO2602</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Hong</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Threat posed by future Sea-level rise to freshwater resources in the upper pearl river estuary</article-title>. <source>J. Mar. Sci. Eng.</source> <volume>9</volume> (<issue>3</issue>), <elocation-id>291</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/jmse9030291</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Zuo</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Dong</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Saltwater intrusion in the pearl river estuary (China): Variation characteristics and cause analysis</article-title>. <source>J. Coast. Res.</source> <volume>36</volume> (<issue>6</issue>), <fpage>1145</fpage>&#x2013;<lpage>1153</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2112/JCOASTRES-D-19-00130.1</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Ni</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Zhan</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Impacts of climate change and human activities on the water discharge and sediment load of the pearl river, southern China</article-title>. <source>Sci. Rep.</source> <volume>10</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>11</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-020-73939-8</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wohner</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Duarte</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Wikert</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cavallo</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zeug</surname> <given-names>S. C.</given-names>
</name>
<name>
<surname>Peterson</surname> <given-names>,. J. T.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Integrating monitoring and optimization modeling to inform flow decisions for Chinook salmon smolts</article-title>. <source>Ecol. Model.</source> <volume>471</volume>, <elocation-id>110058</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecolmodel.2022.110058</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>X. J.</given-names>
</name>
<name>
<surname>Giorgi</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>D. L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Changes of effective temperature and cold/hot days in late decades over China based on a high resolution gridded observation dataset</article-title>. <source>Int. J. Climatol.</source> <volume>37</volume> (<issue>S1</issue>), <fpage>788</fpage>&#x2013;<lpage>800</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/joc.5038</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Multi-scale variability of water discharge and sediment load in the pearl river during 1954-2011</article-title>. <source>Acta Geograph. Sin.</source> <volume>69</volume> (<issue>3</issue>), <fpage>422</fpage>&#x2013;<lpage>432</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.11821/dlxb201403013</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>C. S.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>,. Y. P.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Quantifying the anthropogenic and climatic impacts on water discharge and sediment load in the pearl river (Zhujiang), China, (1954-2009)</article-title>. <source>J. Hydrol.</source> <volume>452</volume>, <fpage>190</fpage>&#x2013;<lpage>204</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jhydrol.2012.05.064</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Syvitski</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Saito</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Anthropogenic impacts on the decreasing sediment loads of nine major rivers in China 1954-2015</article-title>. <source>Sci. Total Environ.</source> <volume>739</volume>, <elocation-id>139653</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.scitotenv.2020.139653</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xia</surname> <given-names>H. P.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Flood disasters, soil erosion, and eco-restoration of vegetation in the Yangtze and the pearl river valleys</article-title>. <source>Trop. Geogr.</source> <volume>19</volume> (<issue>2</issue>), <fpage>124</fpage>&#x2013;<lpage>130</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3969/j.issn.1001-5221.1999.02.005</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Milliman</surname> <given-names>J. D.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Seasonal variations of sediment discharge from the Yangtze river before and after impoundment of the three gorges dam</article-title>. <source>Geomorphology</source> <volume>104</volume> (<issue>3-4</issue>), <fpage>276</fpage>&#x2013;<lpage>283</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.geomorph.2008.09.004</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yakushev</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Gebruk</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Osadchiev</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Pakhomova</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lusher</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Berezina</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Microplastics distribution in the Eurasian Arctic is affected by Atlantic waters and Siberian rivers</article-title>. <source>Commun. Earth Environ.</source> <volume>2</volume>, <fpage>23</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s43247-021-00091-0</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Temmerman</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kirwan</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bouma</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Role of delta-front erosion in sustaining salt marshes under sea-level rise and fluvial sediment decline</article-title>. <source>Limnol. Oceanogr.</source> <volume>65</volume> (<issue>9</issue>), <fpage>1990</fpage>&#x2013;<lpage>2009</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/lno.11432</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>K. H.</given-names>
</name>
<name>
<surname>Milliman</surname> <given-names>J. D.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>H. F.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>C. S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Decline of Yangtze river water and sediment discharge: Impact from natural and anthropogenic changes</article-title>. <source>Sci. Rep.</source> <volume>5</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>14</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep12581</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Impact of sea-level rise on saltwater intrusion in the pearl river estuary</article-title>. <source>J. Coast. Res.</source> <volume>31</volume> (<issue>2</issue>), <fpage>477</fpage>&#x2013;<lpage>487</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2112/JCOASTRES-D-13-00063.1</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gan</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Dai</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hui</surname> <given-names>C. R.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Modeling the role of riverine organic matter in hypoxia formation within the coastal transition zone off the pearl river estuary</article-title>. <source>Limnol. Oceanogr.</source> <volume>66</volume> (<issue>2</issue>), <fpage>452</fpage>&#x2013;<lpage>468</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/lno.11616</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Fichot</surname> <given-names>C. G.</given-names>
</name>
<name>
<surname>Baracco</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Neugebauer</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Bengtsson</surname> <given-names>Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Determining the drivers of suspended sediment dynamics in tidal marsh-influenced estuaries using high-resolution ocean color remote sensing</article-title>. <source>Remote Sens. Environ.</source> <volume>240</volume>, <elocation-id>111682</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.rse.2020.111682</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>S. R.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>X. X.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Hydrological responses to precipitation variation and diverse human activities in a mountainous tributary of the lower xijiang, China</article-title>. <source>Catena</source> <volume>77</volume>, <fpage>130</fpage>&#x2013;<lpage>142</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.catena.2008.09.001</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>X. X.</given-names>
</name>
<name>
<surname>Higgitt</surname> <given-names>D. L.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>C. T. A.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Recent changes of water discharge and sediment load in the zhujiang (Pearl river) basin, China</article-title>. <source>Glob. Planet. Change</source> <volume>60</volume> (<issue>3-4</issue>), <fpage>365</fpage>&#x2013;<lpage>380</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.gloplacha.2007.04.003</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Ruan</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Long-term change in tidal dynamics and its cause in the pearl river delta, China</article-title>. <source>Geomorphology</source> <volume>120</volume> (<issue>3-4</issue>), <fpage>209</fpage>&#x2013;<lpage>223</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.geomorph.2010.03.031</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Wei</surname> <given-names>X. Y.</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>J. H.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Y. L.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y. J.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Estimating suspended sediment loads in the pearl river delta region using sediment rating curve</article-title>. <source>Cont. Shelf Res.</source> <volume>38</volume>, <fpage>35</fpage>&#x2013;<lpage>46</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.csr.2012.02.017</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>He</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Spatiotemporal pattern of precipitation concentration and its possible causes in the pearl river basin, China</article-title>. <source>J. Clean. Prod.</source> <volume>161</volume>, <fpage>1020</fpage>&#x2013;<lpage>1031</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jclepro.2017.06.156</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Impact of the long-term precipitation and land use changes on runoff variations in a humid subtropical river basin of China</article-title>. <source>J. Hydrol.- Reg. Stud.</source> <volume>42</volume>, <elocation-id>101136</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ejrh.2022.101136</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Characteristics of phytoplankton biomass, primary production and community structure in the modaomen channel, pearl river estuary, with special reference to the influence of saltwater intrusion during neap and spring tides</article-title>. <source>PloS One</source> <volume>11</volume> (<issue>12</issue>), <elocation-id>e0167630</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0167630</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>