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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.2025.1667003</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>Two-layered structure of subtidal sediment flux across intertidal mudflats due to tidal surges and surface waves</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Qianjiang</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="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2934697/overview"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Chuangshou</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gu</surname>
<given-names>Weifang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Feng</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="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources</institution>, <addr-line>Hangzhou</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Ocean Space Resource Management Technology, Ministry of Natural Resources, Marine Academy of Zhejiang Province</institution>, <addr-line>Hangzhou</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Observation and Research Station of Yangtze River Delta Marine Ecosystems, Ministry of Natural Resources</institution>, <addr-line>Zhoushan</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>State Key Laboratory of Estuarine and Coastal Research, East China Normal University</institution>, <addr-line>Shanghai</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Shanghai Waterway Engineering Design and Consulting Co. Ltd.</institution>, <addr-line>Shanghai</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>School of Oceanography, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1469803/overview">Dongfeng Xie</ext-link>, Zhejiang Institute of Hydraulics &amp; Estuary, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/916528/overview">Junliang Gao</ext-link>, Jiangsu University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1386602/overview">Shenliang Chen</ext-link>, East China Normal University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Feng Zhou, <email xlink:href="mailto:zhoufeng@sio.org.cn">zhoufeng@sio.org.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1667003</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhang, Wu, Gu and Zhou.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhang, Wu, Gu and Zhou</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>
<sec>
<title>Introduction and Methods</title>
<p>Field observations were conducted on an intertidal mudflat along the Zhejiang coast to investigate the influence of tidal surges and waves on subtidal sediment flux. This study reveals a two-layer structure in subtidal sediment flux: landward flux occurs above the mid-depth of the water column, while seaward flux is observed in the near-bed layer.</p>
</sec>
<sec>
<title>Results</title>
<p>Strong tidal surges were observed at both the beginning and end of tidal cycles, enhancing sediment transport. Wave height and mean wave periods peaked during high tide and decreased during tidal surges. In the water column layers above mid-depth, flood surges with high suspended sediment concentrations (SSC) induced landward sediment flux in the subtidal time scale. In the near-bed layer, SSC exhibited peaks during flood surges, ebb surges, and high tide.</p>
</sec> <sec>
<title>Discussion</title>
<p>During high tide, upward diffusion of sediment by tidal currents balances the downward sediment setting at the near-bed layer, promoting the accumulation of sediment setting from upper layer. The wave shear stress suspended the seabed sediment during high tide, facilitating the formation of near-bed high SSC. Tidal currents showed shorter durations during the flood phase and longer durations during the ebb phase. The high SSC transported seaward by weak ebb currents during high tide accounted for approximately 30% of the total ebb sediment flux, playing a significant role in offshore subtidal sediment transport. The macrotides and strong wave activity provide suitable condition for the development of the two-layer structure of sediment transport in intertidal mudflats.</p>
</sec>
</abstract>
<kwd-group>
<kwd>sediment transport</kwd>
<kwd>intertidal mudflat</kwd>
<kwd>surface wave</kwd>
<kwd>high sediment concentration</kwd>
<kwd>tidal currents</kwd>
<kwd>turbulence</kwd>
</kwd-group>
<contract-num rid="cn001">41906146; 41406101</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="10"/>
<table-count count="1"/>
<equation-count count="21"/>
<ref-count count="79"/>
<page-count count="18"/>
<word-count count="8737"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Coastal Ocean Processes</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<list list-type="bullet">
<list-item>
<p>Subtidal sediment flux across an intertidal mudflat has a two-layered structure</p>
</list-item>
<list-item>
<p>Flood surges give rise to the subtidal landward sediment flux in the middle and upper layers.</p>
</list-item>
<list-item>
<p>Wave-enhanced bottom shear stress, tidal current diffusion and sediment settling generates the high sediment concentration during high tide.</p>
</list-item>
</list>
</sec>
<sec id="s2" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Intertidal flats are dynamic zones situated between mean high and mean low tide levels, serving as essential interfaces between terrestrial and marine environments. These areas play a critical role in the global material cycles by facilitating exchanges of sediments, nutrients, and other substances between the sea and land (e.g., <xref ref-type="bibr" rid="B38">Le Hir et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B15">Cook et&#xa0;al., 2004a</xref>, <xref ref-type="bibr" rid="B16">2004b</xref>; <xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 2022</xref>). Intertidal flats also support a rich diversity of benthic fauna and fish species, offering unique habitats (<xref ref-type="bibr" rid="B22">Foster et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B4">Barbier, 2013</xref>; <xref ref-type="bibr" rid="B18">Dyer et&#xa0;al., 2000</xref>), and are vital feeding grounds for migratory and wintering birds (<xref ref-type="bibr" rid="B1">Andersen et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B75">Ysebaert et&#xa0;al., 2003</xref>). Furthermore, these areas provide natural coastal protection by attenuating the impacts of storms and stabilizing shorelines, acting as buffers that dissipate tidal and wave energy within the near-shore zone (<xref ref-type="bibr" rid="B3">Bale et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B17">Costanza et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B26">Gedan et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B64">Temmerman et&#xa0;al., 2012</xref>).However, intertidal mudflats are undergoing substantial decline due to a combination of coastal development, diminished sediment supply from major rivers (e.g., <xref ref-type="bibr" rid="B14">Chung et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B23">French et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B68">Wang et&#xa0;al., 2012</xref>), delta subsidence, increased coastal erosion, and rising sea levels (e.g., <xref ref-type="bibr" rid="B21">Feng and Tsimplis, 2014</xref>; <xref ref-type="bibr" rid="B45">M&#xf6;ller et&#xa0;al., 2014</xref>). Understanding sediment transport dynamics in intertidal flats is critical for predicting long-term shoreline morphological evolution under scenarios of significant natural environmental change and intensified anthropogenic activities. This knowledge is essential for developing strategies that balance the use and conservation of intertidal flats.</p>
<p>The sedimentary processes of erosion, deposition, transport, and mixing in intertidal flats are strongly influenced by the rapidly fluctuating tidal currents and wave dynamics (<xref ref-type="bibr" rid="B33">Janssen-Stelder, 2000</xref>; <xref ref-type="bibr" rid="B43">MacVean and Lacy, 2014</xref>; <xref ref-type="bibr" rid="B54">Shi et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Wang et&#xa0;al., 2006</xref>). When tidal forces dominate, sediment transport typically occurs onshore through settling and scouring lag effects (<xref ref-type="bibr" rid="B60">Straaten and Kuenen, 1958</xref>; <xref ref-type="bibr" rid="B47">Postma, 1961</xref>; <xref ref-type="bibr" rid="B13">Christie et&#xa0;al., 1999</xref>). However, the presence of waves significantly alters both the direction and magnitude of sediment transport. Firstly, waves can substantially enhance sediment resuspension. <xref ref-type="bibr" rid="B51">Sanford (1994)</xref> demonstrated that wave-induced resuspension is 3 to 5 times more prevalent than tidal resuspension in mud-bottom environments, such as those in upper Chesapeake Bay. <xref ref-type="bibr" rid="B13">Christie et&#xa0;al. (1999)</xref> observed an order-of-magnitude increase in suspended sediment concentrations during storm events (wave-dominated conditions) compared to fair weather (tide-dominated conditions) on an intertidal flat in the macrotidal Humber estuary (UK). Similarly, <xref ref-type="bibr" rid="B49">Ralston and Stacey (2007)</xref> noted a rapid decline in suspended sediment concentrations in a microtidal intertidal flat in San Francisco Bay (USA) as wind and wave activity diminished. <xref ref-type="bibr" rid="B31">Green et&#xa0;al. (1997)</xref> studied a mesotidal intertidal flat at Manukau Harbor (New Zealand), where tidal currents were insufficient to resuspend sediments, with resuspension being entirely governed by episodic wave events. Secondly, a shift in sediment transport direction&#x2014;from onshore during calm conditions to strongly offshore during storm events&#x2014;has been observed in numerous intertidal regions. This phenomenon has been documented in the Seine estuary (<xref ref-type="bibr" rid="B38">Le Hir et&#xa0;al., 2000</xref>), San Francisco Bay (<xref ref-type="bibr" rid="B49">Ralston and Stacey, 2007</xref>; <xref ref-type="bibr" rid="B63">Talke and Stacey, 2008</xref>), and the Yangtze River (<xref ref-type="bibr" rid="B73">Yang et&#xa0;al., 2003</xref>).</p>
<p>Recent studies have revealed several novel sediment transport processes in intertidal mudflats, based on comprehensive and detailed observational data. Notably, the significance of flood surges during shallow water stages on residual sediment transport and subsequent seabed erosion has been recognized (<xref ref-type="bibr" rid="B78">Zhang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B54">Shi et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2021</xref>). Observations along the Jiangsu coast indicate that surges associated with flood tidal fronts are characterized by pulses of high current velocities and elevated suspended sediment concentrations (SSC), marking the period of most intense sediment transport. When both waves and tides are significant, elevated near-bed SSC has been observed during high tide, as shown by studies on intertidal flats along the Jiangsu coast, China (<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B53">Shi et&#xa0;al., 2019</xref>), in Brouage, France (<xref ref-type="bibr" rid="B5">Bassoullet et&#xa0;al., 2000</xref>), and in the Humber Estuary, UK (<xref ref-type="bibr" rid="B13">Christie et&#xa0;al., 1999</xref>). The high SSC observed during high tide is believed to be generated by wave-induced bottom stress. The increased SSC plays a critical role in determining the intensity and direction of subtidal sediment transport, influencing the deposition or erosion processes on intertidal flats. A two-layer structure of subtidal sediment flux has been observed on the intertidal flat along the Jiangsu coast, China (<xref ref-type="bibr" rid="B68">Wang et&#xa0;al., 2012</xref>). In this system, fine particles are transported landward within the upper water column by residual currents, while coarser particles are transported seaward within the lower water column. Previous studies have highlighted two commonly occurring phenomena in intertidal mudflats&#x2014;intense sediment resuspension during tidal surges and high SSC during high tide&#x2014;when both tidal currents and surface waves are substantial. However, a more thorough investigation into the formation mechanisms of near-bed high SSC during high tide remains absent. Furthermore, sediment movement on intertidal mudflats is often studied by focusing on the near-bed layer or by depth-averaging the entire water column, without addressing the vertical variations in sediment dynamics. Neither of these methods is sufficient to accurately describe sediment transport processes in mudflats, given the vertical gradients in mixing, sediment concentration, and tidal velocities.</p>
<p>The primary objective of this study is to examine the influence of macrotides and significant wave conditions on subtidal sediment flux in an intertidal mudflat environment. We investigate hydrodynamic variables (tidal currents, wave dynamics, and bottom shear stress), sediment concentration, and suspended sediment flux to explore: (a) the mechanisms responsible for the high near-bed sediment concentrations observed during high tide, and (b) the vertical structure of subtidal sediment flux and the factors that govern its distribution. The structure of the paper is as follows: Section 2 describes the field measurements and data processing methods employed in the study. Section 3 presents the key results related to tidal currents, wave characteristics, sediment concentration, and subtidal sediment flux. In Section 4, we discuss the mechanisms and implications of high-sediment-concentration events during high tide. Finally, Section 5 summarizes the main conclusions and highlights their broader implications.</p>
</sec>
<sec id="s3">
<label>2</label>
<title>Study area and field observations</title>
<sec id="s3_1">
<label>2.1</label>
<title>Study area</title>
<p>The tidal flats along the Zhejiang coast face directly toward the East China Sea, making them highly susceptible to the combined influence of macrotidal currents and significant wave and swell activity, which contribute to vigorous sediment dynamics. These flats provide an ideal setting for investigating the impact of tidal and wave forces on sediment transport processes. The field study was conducted on the Oufei intertidal mudflat, located between the Oujiang River estuary and the Feiyun River estuary. The surface sediment composition ranges from 3.6% to 5.0% sand, 76.2% to 77.7% silt, and 17.3% to 20.2% clay, with a median grain size (D<sub>50</sub>) of 14 &#x3bc;m. The mudflat extends 4 to 6 kilometers seaward, exhibiting a gentle slope that varies from 1&#xb0; in the upper intertidal region to 10&#xb0; at the outer edge. The intertidal flat is devoid of vegetation and lacks a prominent tidal creek system or significant gullies.</p>
<p>Coastal hydrodynamics in the study area are primarily influenced by a semidiurnal macrotidal regime, with an average tidal range of approximately 4 meters (<xref ref-type="bibr" rid="B69">Wang and Ke, 1997</xref>; <xref ref-type="bibr" rid="B72">Xing et&#xa0;al., 2012</xref>). Due to the progressively shallowing water depths towards the coastline and the river discharge from the Oujiang River, the M<sub>4</sub> tidal component becomes prominent in the nearshore zone, indicating the development of a flood-dominated tidal wave. Swell and surface waves originating from the East China Sea can propagate onto the study mudflats, which are not sheltered by offshore islands. Observations from gauge stations off the Oujiang estuary indicate that the mean wave period ranges from 4 to 10 seconds, with significant wave heights varying between 0.5 meters and 5 meters under typical weather and cold wave conditions (<xref ref-type="bibr" rid="B74">Ye et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s3_2">
<label>2.2</label>
<title>Field observation</title>
<p>The field survey was conducted from 11 to 15 March 2015, spanning six semidiurnal tidal cycles. A variety of time-series data, including water depth, wave level, turbidity, and near-bed velocity, were collected using instruments affixed to a tripod (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1d</bold>
</xref>). The observation site was established in the southern region of a reclamation area, where the sheltered conditions eliminated the alongshore currents at the site (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1b, c</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Study area and observation stations. <bold>(a)</bold> The study area is situated to the south of the Zhejiang coastline, China. <bold>(b)</bold> The topography of the Zhejiang coastal region is characterized by varied geomorphological features. The primary observation site is located on the Oufei intertidal mudflat, positioned between the Oujiang and Feiyun rivers. Four Acoustic Doppler Current Profiler (ADCP) stations are strategically deployed across the Zhejiang coastal zone for comprehensive monitoring. <bold>(c)</bold> A satellite image of the Oufei intertidal mudflat is provided, with the mudflat spanning approximately 4 kilometers in width. <bold>(d)</bold> From 11 March to 15 March 2015, a suite of measurement instruments, including an Optical Backscatter Sensor (OBS), an Acoustic Doppler Velocimeter (ADV), a High-Resolution ADCP (HR-ADCP), and water sampling bottles, were systematically deployed at the intertidal mudflat site to collect <italic>in situ</italic> data for hydrodynamic and sedimentological analyses.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g001.tif">
<alt-text content-type="machine-generated">Map representations and photographs showing study sites and instruments. Panel (a) displays an area in China, indicating locations with red dots labeled ADCP. Panel (b) features a depth map of the Zhejiang coast, highlighting rivers and a mudflat site. Panel (c) includes an aerial view marking the mudflat site with a red dot. Panel (d) is a close-up image of scientific equipment on the mudflat, labeled with terms like OBS, HR-ADCP, and ADV.</alt-text>
</graphic>
</fig>
<p>A 6 MHz Nortek Acoustic Doppler Velocimeter (ADV) was employed to measure high-frequency near-bed velocity and water level variations. The ADV probe was mounted on a tripod, positioned 0.25&#xa0;m above the seabed, and directed downward at a standoff distance of 0.15&#xa0;m from the probe head. Consequently, the sample volume of the ADV transducer was located 0.1&#xa0;m above the bottom (mab). The ADV operated in burst mode at 10-minute intervals, with each burst recording 1000 samples at a frequency of 8&#xa0;Hz. Velocity profiles were acquired using a downward-looking 2 MHz High-Resolution Acoustic Doppler Current Profiler (HR-ADCP). The HR-ADCP was positioned 0.8&#xa0;m above the seabed, with velocity data collected in 3&#xa0;cm bins at a sampling frequency of 1&#xa0;Hz.</p>
<p>Water turbidity was measured at four vertical layers positioned at 0.1&#xa0;m, 0.2&#xa0;m, 0.3&#xa0;m, and 0.6&#xa0;m above the seabed using Optical Backscatter Sensors (OBS-3A, self-recording turbidity&#x2013;temperature monitoring instruments), with a sampling period of 2.5 minutes (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1d</bold>
</xref>). Water samples were simultaneously collected using four custom-made samplers (600 mL volume) placed at the same heights as the OBS-3A sensors to calibrate turbidity measurements, thereby enabling the determination of suspended sediment concentrations.</p>
<p>In order to characterize the tidal currents in the study area, long-term ADCP data were gathered from four mooring stations (C1&#x2013;C4) along the Zhejiang coast (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>). The ADCP measurements were conducted between December 2008 and March 2009, along a transect perpendicular to the isobath, covering water depths from approximately 20&#xa0;m to 70&#xa0;m. The velocity profile was sampled every 20 minutes, with bin sizes ranging from 0.5&#xa0;m to 2&#xa0;m.</p>
</sec>
</sec>
<sec id="s4">
<label>3</label>
<title>Method</title>
<sec id="s4_1">
<label>3.1</label>
<title>Estimation of wave parameters</title>
<p>The significant wave height, Hs, can be estimated from the high-frequency fluctuations in water level recorded by the near-bed ADV. The high-frequency fluctuations of the water level are the difference between the observed water level and the mean water level during a burst. Under the assumption that surface wave heights generally adhere to a Rayleigh distribution, as proposed by <xref ref-type="bibr" rid="B41">Longuet-Higgins (1952)</xref>, the value of Hs is calculated following the methodology outlined by <xref ref-type="bibr" rid="B71">Wiberg and Sherwood (2008)</xref>.</p>
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</mml:math>
</disp-formula>
<p>where <italic>S<sub>&#x3b7;</sub>
</italic> is the spectral density of surface elevation as a function of frequency, <italic>f</italic> (=1/T).</p>
<p>The mean wave period T is estimated from the spectra of surface elevation as follows (<xref ref-type="disp-formula" rid="eq2">Equation 2</xref>):</p>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>=</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3b7;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msqrt>
<mml:mo stretchy="false">/</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>f</mml:mi>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>&#x3b7;</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the symbols have the same meaning as in <xref ref-type="disp-formula" rid="eq1">Equation 1</xref>.</p>
</sec>
<sec id="s4_2">
<label>3.2</label>
<title>Wave and turbulence decomposition</title>
<p>Each measured instantaneous velocity (<italic>u</italic>, <italic>v</italic>, <italic>w</italic>) can be considered as the summation of mean flow velocity (<inline-formula>
<mml:math display="inline" id="im1">
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im2">
<mml:mover accent="true">
<mml:mi>v</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im3">
<mml:mover accent="true">
<mml:mi>w</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>), wave oscillatory (<inline-formula>
<mml:math display="inline" id="im4">
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im5">
<mml:mover accent="true">
<mml:mi>v</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im6">
<mml:mover accent="true">
<mml:mi>w</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>), and turbulent (u&#x2019;, v&#x2019;, w&#x2019;) components, indicating (<xref ref-type="disp-formula" rid="eq3">Equation 3</xref>)</p>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>=</mml:mo>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mo>+</mml:mo>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mo>+</mml:mo>
<mml:mi>u</mml:mi>
<mml:mo>'</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>In general, the turbulent energy spectra within the bottom boundary layer of intertidal mudflats exhibit characteristics consistent with Kolmogorov&#x2019;s &#x2212;5/3 law in the inertial subrange. However, wave-induced motion can significantly distort the original turbulent energy spectra in the energy-containing subrange. When wave oscillations are superimposed on turbulent components, the resulting turbulent parameters, such as Reynolds stress and turbulent kinetic energy, may be substantially overestimated.</p>
<p>Several methods have been proposed for separating turbulence and wave-induced fluctuations, including the paired differencing method (<xref ref-type="bibr" rid="B65">Trowbridge, 1998</xref>; <xref ref-type="bibr" rid="B52">Shaw and Trowbridge, 2001</xref>; <xref ref-type="bibr" rid="B20">Feddersen and Williams, 2007</xref>), the cohesive spectral method (<xref ref-type="bibr" rid="B7">Benilov and Filyushkin, 1970</xref>; <xref ref-type="bibr" rid="B6">Bendat and Piersol, 2000</xref>), and the empirical mode decomposition (EMD) method (<xref ref-type="bibr" rid="B48">Qiao et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Bian et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B9">2020</xref>). In this study, we employed the cohesive spectral method (<xref ref-type="bibr" rid="B11">Bricker and Monismith, 2007</xref>) to identify wave motions by examining the correlations between mutually independent velocity and pressure measurements. The coherence between ADV pressure and high-frequency velocity data (p&#x2019; and ui&#x2019;) was calculated as follows (<xref ref-type="disp-formula" rid="eq4">Equation 4</xref>):</p>
<disp-formula id="eq4">
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msubsup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>*</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im7">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the cross spectra of <inline-formula>
<mml:math display="inline" id="im8">
<mml:msup>
<mml:mi>p</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im9">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>'</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula>
<mml:math display="inline" id="im10">
<mml:mrow>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>*</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is the complex conjugate of <inline-formula>
<mml:math display="inline" id="im11">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula>
<mml:math display="inline" id="im12">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im13">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are power spectra of <inline-formula>
<mml:math display="inline" id="im14">
<mml:msup>
<mml:mi>p</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im15">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>'</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, respectively. Then, the power spectra of wave-removed turbulence <inline-formula>
<mml:math display="inline" id="im16">
<mml:mrow>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>'</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> were obtained following <xref ref-type="disp-formula" rid="eq5">Equation 5</xref>
</p>
<disp-formula id="eq5">
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>'</mml:mo>
</mml:msubsup>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>To assess the effectiveness of the wave-removal process, we used velocity bursts from the eastward and vertical components collected during high tide in the second tidal cycle as a case study. The wave-induced peak appears at frequencies lower than 1&#xa0;Hz (represented by the gray line in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), suggesting that the low-frequency band is particularly susceptible to wave fluctuations. For frequencies exceeding 1&#xa0;Hz, the spectral slope generally adheres to Kolmogorov&#x2019;s &#x2212;5/3 law, indicating that the influence of waves on the high-frequency band is negligible. Following the wave-turbulence decomposition procedure, the peaks in the low-frequency band (&lt; 1&#xa0;Hz) are largely eliminated, with the spectral slope in this range becoming relatively horizontal. Furthermore, the wave-enhanced spectrum exhibits a significantly lower peak in the vertical velocity component compared to the horizontal velocity component (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). This finding is consistent with prior research indicating that surface waves have a less pronounced effect on vertical velocity than on horizontal velocity (<xref ref-type="bibr" rid="B59">Stapleton and Huntley, 1995</xref>). In accordance with <xref ref-type="bibr" rid="B11">Bricker and Monismith (2007)</xref>, we assume that waves primarily govern the phase of the Fourier coefficients, as waves dominate velocity fluctuations at the wave crest. The time series of wave oscillations (<inline-formula>
<mml:math display="inline" id="im17">
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>) can be reconstructed by inverse Fourier transform with the modules (<inline-formula>
<mml:math display="inline" id="im18">
<mml:mrow>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#x2dc;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>) of the Fourier coefficients of the wave part and the original phase (<inline-formula>
<mml:math display="inline" id="im19">
<mml:mrow>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2220;</mml:mo>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#x2dc;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) by <inline-formula>
<mml:math display="inline" id="im20">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#x2dc;</mml:mo>
</mml:mover>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#x2dc;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x2220;</mml:mo>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#x2dc;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. The corresponding turbulent velocity can be estimated by subtracting the mean flow and wave velocity from the original velocity <inline-formula>
<mml:math display="inline" id="im21">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>'</mml:mo>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mover accent="true">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>.&#xa0;A comparison of the power spectral density for near-bed ADV velocities (0.1 mab) is presented between the pre-wave (gray line) and post-wave removal (black line) conditions. <bold>(A)</bold> Spectrum of the eastward velocity burst, and <bold>(B)</bold> spectrum of the vertical velocity burst, both captured during the second hour of the second semidiurnal tidal cycle. The dashed black line represents the &#x2212;5/3 spectral slope.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g002.tif">
<alt-text content-type="machine-generated">Panel A shows a line graph of east velocity, with frequency (Hz) on the x-axis and velocity spectra (\(m^2 \cdot s^{-2} \cdot Hz^{-1}\)) on the y-axis. The graph shows a decreasing pattern with a \( -5/3 \) slope indication. Panel B depicts a similar graph for vertical velocity, also showing a decreasing pattern and a marked \( -5/3 \) slope. Both graphs highlight spectral energy distribution across different frequencies.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4_3">
<label>3.3</label>
<title>Estimation of current and wave bottom shear stress</title>
<p>The bottom shear stress due to waves (&#x3c4;w) was estimated according to <xref ref-type="bibr" rid="B66">van Rijn et&#xa0;al. (1993)</xref> (<xref ref-type="disp-formula" rid="eq6">Equation 6</xref>):</p>
<disp-formula id="eq6">
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>&#x3c1;<sub>w</sub>
</italic> is seawater density (= 1030&#xa0;kg m<sup>-3</sup>). The wave orbital velocity (<inline-formula>
<mml:math display="inline" id="im22">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) at the edge of the wave boundary layer is given by (<xref ref-type="disp-formula" rid="eq7">Equation 7</xref>)</p>
<disp-formula id="eq7">
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
<mml:msub>
<mml:mover accent="true">
<mml:mi>A</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>&#x3c9;</italic> (= 2<italic>&#x3c0;</italic>/<italic>T</italic>) is the angular velocity and <inline-formula>
<mml:math display="inline" id="im23">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>A</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the peak value of the orbital excursion, given by (<xref ref-type="disp-formula" rid="eq8">Equation 8</xref>)</p>
<disp-formula id="eq8">
<label>(8)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>A</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mtext>&#x3c0;</mml:mtext>
</mml:mrow>
<mml:mi>L</mml:mi>
</mml:mfrac>
<mml:mi>h</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>Hs</italic> is the significant wave height, <italic>h</italic> is the water depth, <italic>L</italic> is the wavelength (= <inline-formula>
<mml:math display="inline" id="im24">
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mi>T</mml:mi>
<mml:mn>2</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>t</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>h</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>)), g is the gravitational acceleration (9.8&#xa0;m s<sup>-2</sup>), and <italic>T</italic> is the mean period.</p>
<p>Based on <xref ref-type="bibr" rid="B57">Soulsby (1995)</xref>, the wave friction coefficient fw depends on the hydraulic regime and can be expressed as (<xref ref-type="disp-formula" rid="eq9">Equation 9</xref>)</p>
<disp-formula id="eq9">
<label>(9)</label>
<mml:math display="block" id="M9">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>R</mml:mi>
<mml:msubsup>
<mml:mi>e</mml:mi>
<mml:mi>w</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>,</mml:mo>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>e</mml:mi>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mn>5</mml:mn>
</mml:msup>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>l</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>0.052</mml:mn>
<mml:mi>R</mml:mi>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.187</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>&gt;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mn>5</mml:mn>
</mml:msup>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>m</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>h</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>t</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mn>0.237</mml:mn>
<mml:msup>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.52</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>h</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>t</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im25">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (= <inline-formula>
<mml:math display="inline" id="im26">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>u</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:msub>
<mml:mover accent="true">
<mml:mi>A</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) is the wave Reynolds number and <italic>r</italic> (= <inline-formula>
<mml:math display="inline" id="im27">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>A</mml:mi>
<mml:mo>&#x2dc;</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) is the relative roughness. For the hydrodynamic condition of the observed intertidal mudflat, <inline-formula>
<mml:math display="inline" id="im28">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> has values smaller than ~ 4&#xd7;10<sup>4</sup>, which indicates a laminar boundary layer induced by waves over the intertidal flat (<xref ref-type="bibr" rid="B34">Jensen et&#xa0;al., 1989</xref>).</p>
<p>Since vertical velocity is less affected by surface waves, the bottom shear stress induced by tidal currents (&#x3c4;c, Pa) can be more accurately estimated using near-bed vertical turbulent velocities (<xref ref-type="bibr" rid="B32">Huntley and Hazen, 1988</xref>; <xref ref-type="bibr" rid="B36">Kim et&#xa0;al., 2000</xref>), as follows (<xref ref-type="disp-formula" rid="eq10">Equation 10</xref>):</p>
<disp-formula id="eq10">
<label>(10)</label>
<mml:math display="block" id="M10">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mi>w</mml:mi>
<mml:mrow>
<mml:mo>'</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>C<sub>0</sub>
</italic> is a constant of 0.9, as recommended by <xref ref-type="bibr" rid="B36">Kim et&#xa0;al. (2000)</xref>. <italic>&#x3c1;</italic> is the seawater density (kg m<sup>-3</sup>), and <inline-formula>
<mml:math display="inline" id="im29">
<mml:mrow>
<mml:mover accent="true">
<mml:mrow>
<mml:msup>
<mml:mi>w</mml:mi>
<mml:mrow>
<mml:mo>"</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the variance in the vertical turbulent velocity (m<sup>2</sup> s<sup>-2</sup>). <italic>w&#x2019;</italic> is the wave-removed vertical turbulent velocity.</p>
<p>The bed shear stress due to combined current&#x2013;wave action &#x3c4;cw can be estimated through the <xref ref-type="bibr" rid="B66">van Rijn et&#xa0;al. (1993)</xref> model, <xref ref-type="bibr" rid="B57">Soulsby (1995)</xref> model, and <xref ref-type="bibr" rid="B29">Grant and Madsen (1979)</xref> model. All three models yield very similar results for bed shear stress. Here, we use the <xref ref-type="bibr" rid="B29">Grant and Madsen (1979)</xref> model to estimate the current-wave shear stress (<xref ref-type="disp-formula" rid="eq11">Equation 11</xref>).</p>
<disp-formula id="eq11">
<label>(11)</label>
<mml:math display="block" id="M11">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>w</mml:mi>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:mi>cos</mml:mi>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>+</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>|</mml:mo>
<mml:mrow>
<mml:mi>sin</mml:mi>
<mml:msub>
<mml:mi>&#x3c6;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo>|</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>&#x3c4;<sub>w</sub>
</italic> and <italic>&#x3c4;<sub>c</sub>
</italic> are the bed shear stresses due to waves and currents (N m<sup>-2</sup>), respectively, and <italic>&#x3c6;<sub>cw</sub>
</italic> is the angle between the current direction and wave direction. To determine the wave direction, we combine horizontal velocities and pressure data from the ADV using a standard PUV method (available at <ext-link ext-link-type="uri" xlink:href="http://www.nortekusa.com/usa/knowledge-center/table-of-contents/waves">http://www.nortekusa.com/usa/knowledge-center/table-of-contents/waves</ext-link>) and some MATLAB tools in the Nortek web page that can compute wave directional spectra from data using Nortek Vector. These models have been widely employed in estimating bed shear stress due to current&#x2013;wave interaction (e.g., <xref ref-type="bibr" rid="B19">Feddersen and Guza, 2003</xref>; <xref ref-type="bibr" rid="B35">Keen and Glenn, 2002</xref>; <xref ref-type="bibr" rid="B55">Shi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B61">Styles and Glenn, 2002</xref>).</p>
<p>The critical shear stress (<inline-formula>
<mml:math display="inline" id="im30">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) is essential for evaluating bottom sediment erosion. For cohesive sediments, <inline-formula>
<mml:math display="inline" id="im31">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is primarily governed by cohesive forces resulting from electrochemical interactions between sediment particles, making it challenging to estimate precisely. In this study, we employ two methods to estimate the lower and upper bounds of <inline-formula>
<mml:math display="inline" id="im32">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The lower band of <inline-formula>
<mml:math display="inline" id="im33">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is determined using the extended Shields curve, as proposed by <xref ref-type="bibr" rid="B44">Mantz (1977)</xref> and <xref ref-type="bibr" rid="B28">Govers (1987)</xref>.</p>
<disp-formula id="eq12">
<label>(12)</label>
<mml:math display="block" id="M12">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0.3</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mn>0.1</mml:mn>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.05</mml:mn>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</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>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
</mml:msub>
<mml:mo>&gt;</mml:mo>
<mml:mn>0.1</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq13">
<label>(13)</label>
<mml:math display="block" id="M13">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>g</mml:mi>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mn>50</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im34">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula>
<mml:math display="inline" id="im35">
<mml:mrow>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mn>50</mml:mn>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
<mml:mi>v</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) is the dimensionless grain size and <italic>&#x3b8;<sub>cr</sub>
</italic> and <italic>&#x3c4;<sub>cr</sub>
</italic> are the dimensionless critical shear stress and critical shear stress, respectively. <italic>&#x3c1;</italic> and <italic>&#x3c1;<sub>s</sub>
</italic> represent the fluid density (1030&#xa0;kg m<sup>-3</sup>) and sediment density (2650&#xa0;kg m<sup>-3</sup>), respectively. <italic>v</italic> is the kinematic viscosity coefficient (=1&#xd7;10&#x2013;<sup>6</sup> m<sup>2</sup> s<sup>-1</sup>). g (= 9.8&#xa0;m s<sup>-2</sup>) is the gravity acceleration. <italic>d<sub>50</sub>
</italic> is the median diameter of the surface sediment and has a value of 12 <italic>&#x3bc;m</italic>. The upper band of <inline-formula>
<mml:math display="inline" id="im36">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is estimated based on a formula derived from the experimental results of <xref ref-type="bibr" rid="B62">Taki (2000)</xref> that is applicable to fine sediments (typically less than several tens of microns) and relatively high-water contents.</p>
</sec>
<sec id="s4_4">
<label>3.4</label>
<title>Sediment data</title>
<sec id="s4_4_1">
<label>3.4.1</label>
<title>Conversion of turbidity to SSC</title>
<p>Researchers have recognized a strong relationship between turbidity, derived from optical techniques, and suspended sediment concentration (SSC). By utilizing <italic>in situ</italic> water samples, the correlation between these two variables can be employed to assess SSC variability in the bottom boundary layer (<xref ref-type="bibr" rid="B76">Yuan et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B56">Shi et&#xa0;al., 2014</xref>). In this study, power-exponential correlations were developed for both the low and high turbidity ranges (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The threshold between the low and high turbidity ranges, with values between 200 and 350, was empirically determined based on the goodness of fit. The correlation coefficient between the fitted SSC and the measured SSC is 0.99.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Calibration curves for the Optical Backscatter Sensor (OBS) were obtained through laboratory experiments. Here, OBS refers to the optical backscatter sensor, NTU denotes nephelometric turbidity units, and SSC represents suspended sediment concentration.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g003.tif">
<alt-text content-type="machine-generated">Four scatter plots labeled A, B, C, and D, show the relationship between turbidity (NTU) and suspended sediment concentration (SSC) at various meters above bed (mab). Each plot displays two trend lines with equations and high R-squared values of 0.99, indicating a strong correlation. Blue data points and equations correspond to higher turbidity ranges, whereas red indicates lower turbidity ranges. Each plot's axes are labeled: turbidity on the x-axis and SSC on the y-axis. Plots are arranged in a 2x2 grid.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4_4_2">
<label>3.4.2</label>
<title>Sediment stratification</title>
<p>The magnitude of vertical density stratification was quantified with the Brunt-V&#xe4;is&#xe4;l&#xe4; (or buoyancy) frequency, N, defined as (<xref ref-type="disp-formula" rid="eq14">Equation 14</xref>)</p>
<disp-formula id="eq14">
<label>(14)</label>
<mml:math display="block" id="M14">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>=</mml:mo>
<mml:msqrt>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mover accent="true">
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msqrt>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>g</italic> is acceleration due to gravity, <italic>&#x3c1;</italic>
<sub>0</sub> is the background fluid density (assumed a constant <italic>&#x3c1;</italic>
<sub>0</sub> = 1020 k gm<sup>&#x2212;3</sup>), and <italic>z</italic> is the vertical coordinate. The density of the water-sediment mixture, <inline-formula>
<mml:math display="inline" id="im37">
<mml:mover accent="true">
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula>, and its vertical gradient were calculated from the SSC data obtained from calibrated turbidity data. <inline-formula>
<mml:math display="inline" id="im38">
<mml:mover accent="true">
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula> is estimated as <inline-formula>
<mml:math display="inline" id="im39">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#xaf;</mml:mo>
</mml:mover>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c1;</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, where <italic>&#x3c1;</italic>
<sub>s</sub>= 2650&#xa0;kg m<sup>-3</sup> is the sediment density.</p>
</sec>
<sec id="s4_4_3">
<label>3.4.3</label>
<title>Sediment diffusivity</title>
<p>For the 0.1 mab layer, sediment diffusion is primarily governed by tidal currents, as the wave-induced bottom boundary layer is too shallow to directly affect vertical sediment diffusion. The layer thickness influenced by both wave and currents is estimated as <inline-formula>
<mml:math display="inline" id="im40">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b4;</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>&#x3ba;</mml:mi>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo>*</mml:mo>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula>
<mml:math display="inline" id="im41">
<mml:mi>&#x3ba;</mml:mi>
</mml:math>
</inline-formula> is von Kaman constant, <inline-formula>
<mml:math display="inline" id="im42">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo>*</mml:mo>
<mml:mi>c</mml:mi>
<mml:mi>w</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the bottom shear velocity by currents and waves and <inline-formula>
<mml:math display="inline" id="im43">
<mml:mi>&#x3c9;</mml:mi>
</mml:math>
</inline-formula> is the angular frequency of surface wave (<xref ref-type="bibr" rid="B30">Grant and Madsen, 1986</xref>). The thickness is estimated as 0.005&#xa0;m, much smaller that the layer of ADV measurement. Additionally, the damping effect of near-bottom sediment stratification must be accounted for when estimating sediment diffusivity. Therefore, sediment diffusivity is estimated following <xref ref-type="bibr" rid="B27">Glenn and Grant (1987)</xref> (<xref ref-type="disp-formula" rid="eq15">Equation 15</xref>):</p>
<disp-formula id="eq15">
<label>(15)</label>
<mml:math display="block" id="M15">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo>*</mml:mo>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>&#x3ba;</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3b3;</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b2;</mml:mi>
<mml:mi>z</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>u<sub>*c</sub>
</italic> is the bottom friction velocity induced by tidal currents, <italic>&#x3ba;</italic> (= 0.4) is the von Karman constant, <italic>z</italic> is the distance from the seabed and <italic>L</italic> represents the length scale under stratification. <italic>&#x3b3;</italic> and <italic>&#x3b2;</italic> are constants and have values of 0.74 and 4.7, respectively (<xref ref-type="bibr" rid="B27">Glenn and Grant, 1987</xref>). In this study, the Ozmidov length scale (<inline-formula>
<mml:math display="inline" id="im44">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mo>=</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>&#x3f5;</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
<mml:mi>N</mml:mi>
<mml:mn>3</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) was used to describe the stratification effect, where <italic>&#x3f5;</italic> is the turbulent dissipation rate in W kg<sup>-1</sup> and <italic>N</italic> is the buoyancy frequency in s<sup>-1</sup>.</p>
<p>The turbulent dissipation rate is estimated using the inertial subrange dissipation method for the ADV (<xref ref-type="bibr" rid="B40">Liu and Wei, 2007</xref>; <xref ref-type="bibr" rid="B42">Lozovatsky et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B10">Bluteau et&#xa0;al., 2011</xref>). When turbulence is fully developed, inertial subranges exist, where energy is transferred from energy-containing eddies to viscous eddies without dissipation. The inertial subrange in the spatial domain is described by Kolmogorov&#x2019;s first universality hypothesis (<xref ref-type="bibr" rid="B37">Kolmogorov, 1941</xref>) (<xref ref-type="disp-formula" rid="eq16">Equation 16</xref>).</p>
<disp-formula id="eq16">
<label>(16)</label>
<mml:math display="block" id="M16">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msup>
<mml:mi>&#x3f5;</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where E(k) indicates the energy spectral density of the ith turbulent velocity (i = 1, 2, 3) at wavenumber k and ai is a one-dimensional Kolmogorov universal constant. In locally isotropic turbulence, a1&#xa0;=&#xa0;0.53 and a2 = a3&#xa0;=&#xa0;0.71 (<xref ref-type="bibr" rid="B58">Sreenivasan and Kailasnath, 1993</xref>). With Taylor&#x2019;s frozen hypothesis, the energy spectrum in the spatial domain can be converted to the frequency domain (<xref ref-type="disp-formula" rid="eq17">Equation 17</xref>).</p>
<disp-formula id="eq17">
<label>(17)</label>
<mml:math display="block" id="M17">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>U</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="eq18">
<label>(18)</label>
<mml:math display="block" id="M18">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>k</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mi>f</mml:mi>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>f</italic> is the frequency and <italic>U</italic> is the horizontal mean velocity.</p>
<p>The energy spectrum of <xref ref-type="disp-formula" rid="eq18">Equation 18</xref> can be converted into logarithmic coordinates as:</p>
<disp-formula id="eq19">
<label>(19)</label>
<mml:math display="block" id="M19">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mi>log</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>5</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
<mml:msub>
<mml:mrow>
<mml:mi>log</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>f</mml:mi>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>log</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b1;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
</mml:mrow>
<mml:mi>U</mml:mi>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mn>2</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3f5;</mml:mi>
<mml:mrow>
<mml:mfrac>
<mml:mn>2</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The vertical velocity is used because it is less affected by surface waves. The dissipation rate can be estimated through the linear fit with a slope of -3/5 to <xref ref-type="disp-formula" rid="eq19">Equation 19</xref>. The dissipation rate (<italic>&#x3f5;</italic>) has the relationship with the intercept of the fitting line (<italic>A</italic>) as <inline-formula>
<mml:math display="inline" id="im45">
<mml:mrow>
<mml:mi>&#x3f5;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
<mml:mi>A</mml:mi>
</mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>U</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. In our study, dissipation rates with fitting coefficients less than 0.5 or mean velocities less than 0.01&#xa0;m s<sup>-1</sup> are not used.</p>
</sec>
</sec>
</sec>
<sec id="s5" sec-type="results">
<label>4</label>
<title>Results</title>
<sec id="s5_1">
<label>4.1</label>
<title>Water level and tidal currents</title>
<p>The average inundation time at the observation site is approximately 4 hours for each semidiurnal tidal cycle. The M<sub>2</sub> semidiurnal tide dominates the variance in water level at the intertidal mudflat, with a maximum water depth of 1.8&#xa0;m (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The time series of water level during the first two tidal periods clearly exhibit diurnal variations, while the subsequent tidal cycles show nearly equal amplitude (~1.5 m). The rate of water-level change (d<italic>&#x3b7;</italic>/d<italic>t</italic>) decreases from the beginning of flood tides to the end of ebb tides. Extremum values are observed at the start and end of each tidal cycle.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<bold>(A)</bold> Variation in tidal level for the six semidiurnal tidal cycles observed from 11 March to 15 March 2015. <bold>(B)</bold> Streamwise velocity recorded by the ADV at 0.1 mab, with positive values (red) representing flood currents and negative values (blue) representing ebb currents. <bold>(C)</bold> Scatter diagram of eastward and northward velocity components. The primary flow direction of the reversing currents is 35.4&#xb0; west of north.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g004.tif">
<alt-text content-type="machine-generated">Graphs showing: A) Water surface elevation and its rate of change over time, in blue and orange respectively. B) Velocity changes over time with upward and downward trends in red and blue. C) Scatter plot of north and east velocities with a trend line at an angle of 35.4 degrees, indicating correlation.</alt-text>
</graphic>
</fig>
<p>Tidal currents on the intertidal mudflat are nearly rectilinear (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). The direction of the streamwise velocity axis is 35.4&#xb0; west of north, almost perpendicular to the shoreline. The velocity along the mudflat is considerably smaller than the velocity across it. Two speed extremes are observed in each semidiurnal tidal cycle when tidal currents flow onto and retreat from the observation station (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), indicating the occurrence of strong surges during the very shallow water stages. Surges during such periods have been shown to play a significant role in mudflat sediment transport and bottom erosion (<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B53">Shi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2021</xref>). The average duration of flood currents is 1.4 hours (red segments in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), whereas ebb currents have an average duration of 2.7 hours (blue segments in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>), highlighting tidal asymmetry in flood-ebb duration.</p>
</sec>
<sec id="s5_2">
<label>4.2</label>
<title>Temporal variations in surface waves</title>
<p>The maximum significant wave height and the mean wave period during the six semidiurnal tidal cycles are approximately 0.18&#xa0;m and 6 s, respectively (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, C</bold>
</xref>). These two wave parameters exhibit a clear positive correlation with local water depth, gradually increasing from the beginning of the flood tide and decreasing after high tide (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Both wave periods, significant wave height, and maximum wave orbital velocity (<italic>U<sub>w</sub>
</italic>&#x200b;) are relatively small during flood and ebb surges. The value of <italic>U<sub>w</sub>
</italic>&#x200b;&#x200b; is approximately 0.14&#xa0;m/s outside of flood and ebb surges and does not exhibit significant peaks during high tide, as <italic>H<sub>s</sub>
</italic> and water depth exert opposing effects on <italic>U<sub>w</sub>
</italic>&#x200b;&#x200b; (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). The intratidal variation in wave parameters suggests that as the tide level rises, the deeper water facilitates the propagation of larger amplitude waves with longer wavelengths onto the observed mudflat. The mudflat of our observation site has flat seabed, which induces the clear relationship between wave parameter and water depth. For complex topography, the wave climates may be complicated due to wave refraction and reflection (<xref ref-type="bibr" rid="B79">Zhu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B25">Gao et&#xa0;al., 2024</xref>)</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Temporal variation in <bold>(A)</bold> tidal level (&#x3b7;), <bold>(B)</bold> mean wave period (<italic>T<sub>w</sub>
</italic>), <bold>(C)</bold> significant wave height (<italic>H<sub>s</sub>
</italic>) and <bold>(D)</bold> bottom orbital velocity (<italic>U<sub>w</sub>
</italic>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g005.tif">
<alt-text content-type="machine-generated">Four graphs labeled A to D show data across six tidal cycles. Graph A (&#x3b7;) displays water elevation from 0.5 to 2 meters. Graph B (Tw) shows wave period from 2 to 6 seconds. Graph C (Hb) presents wave height up to 0.2 meters. Graph D (Uw) displays water velocity up to 0.1 meters per second. Time spans 0 to 70 hours, starting on March 12, 2015.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s5_3">
<label>4.3</label>
<title>Temporal variation in suspended sediment</title>
<p>The temporal variation in suspended sediment concentration (SSC) in the near-bed layer at 0.1 mab reveals three distinct SSC peaks, occurring at the beginning of the flood tide, the end of the ebb tide, and during high tide (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). The W-shaped variation in SSC is particularly pronounced in tidal cycles 3, 4, and 5. SSC variation is similar in the 0.2 mab layer, although the concentration during high tide is lower compared to the 0.1 mab layer (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). At the 0.3 mab layer, SSC only shows a slight increase during high tide, with extreme SSC values primarily occurring at the beginning of the flood tide and the end of the ebb tide (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). The highest SSC at the 0.6 mab layer is observed as the flood tide approaches the observation site. SSC gradually decreases until the end of the ebb tide, without significant high concentrations during high tide (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref>). While Tides 1 and 2 capture the increase in SSC at the end of the ebb tide, this elevated SSC does not develop in subsequent tidal cycles.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Temporal variation of sea level elevation <bold>(A)</bold> and suspended sediment concentration (SSC) at <bold>(B)</bold> 0.1&#xa0;m above the bottom (mab), <bold>(C)</bold> 0.2 mab, <bold>(D)</bold> 0.3 mab, and <bold>(E)</bold> 0.6 mab.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g006.tif">
<alt-text content-type="machine-generated">Five-panel graph illustrating wave height and suspended sediment concentration over time. Panel A shows wave height in meters. Panels B to E display suspended sediment concentration in kilograms per cubic meter at depths of 0.1, 0.2, 0.3, and 0.6 meters above the seabed respectively. The time axis spans 70 hours from March 12, 2015.</alt-text>
</graphic>
</fig>
<p>The elevated SSC at the beginning of the flood tide and the end of the ebb tide may be closely associated with tidal surges, which not only facilitate the horizontal transport of SSC but also significantly resuspend sediment from the seabed. However, no direct evidence exists to confirm the mechanism responsible for the high SSC observed in the near-bed layer during high tide. Given that the mean flow is relatively weak during high tide, horizontal transport is unlikely to account for the observed increase in SSC. The significant SSC during high tide is more likely attributed to either sediment settling from the upper layers or vertical diffusion and resuspension from the lower layers. The occurrence of high SSC during high tide, as observed in this study, is not unique; similar phenomena have been reported in previous studies, such as those conducted on intertidal flats along the Jiangsu coast, China (<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B53">Shi et&#xa0;al., 2019</xref>), on intertidal mudflats in Brouage, France (<xref ref-type="bibr" rid="B5">Bassoullet et&#xa0;al., 2000</xref>), and on intertidal mudflats in the Humber Estuary, UK (<xref ref-type="bibr" rid="B13">Christie et&#xa0;al., 1999</xref>).</p>
</sec>
<sec id="s5_4">
<label>4.4</label>
<title>Subtidal transport of near-bed sediment</title>
<p>The instantaneous suspended sediment flux per unit width (ISF, kg m&#x2212;1 s&#x2212;1) on intertidal flats is the product of the mean velocity and the corresponding instantaneous sediment concentration. The layers at 0.1 mab and 0.6 mab were selected to represent sediment transport in the near-bed and middle layers, respectively. The subtidal sediment flux (SSF) can be estimated as (<xref ref-type="disp-formula" rid="eq20">Equation 20</xref>):</p>
<disp-formula id="eq20">
<label>(20)</label>
<mml:math display="block" id="M20">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>F</mml:mi>
<mml:mo>=</mml:mo>
<mml:mover accent="true">
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo stretchy="true">&#xaf;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the overbar denotes the tidal-averaged process.</p>
<p>In the middle layer of the water column (0.6 mab), the ISF is most pronounced during flood surges, as maximum tidal currents and elevated SSC occur simultaneously during these periods (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). The ISF then decreases substantially and remains at a relatively low level throughout the rest of the tidal cycles. Since high SSC at the end of the ebb tide is not consistently observed in the middle water column, ebb surges do not always lead to significant ISF. Specifically, landward sediment flux is consistently induced by flood surges, while ebb surges may not consistently generate substantial seaward sediment flux to counterbalance the landward transport (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). As a result, sediment transport tends to be landward in the 0.6 mab layer due to the tidal asymmetry of SSC on a subtidal time scale.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Sediment flux at the 0.6 mab and 0.1 mab layers. <bold>(A)</bold> Temporal variation in near-bed suspended sediment concentration (SSC) with superimposed tidal levels. Vertical dashed lines indicate the periods of high SSC during high tide. <bold>(B)</bold> Instantaneous suspended sediment flux (ISF) at 0.6 mab (blue line) and 0.1 mab (red line). <bold>(C)</bold> Comparison of sediment flux induced by flood and ebb currents at 0.6 mab. <bold>(D)</bold> Comparison of sediment flux induced by flood and ebb currents at 0.1 mab, with emphasis on the sediment flux during high tide.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g007.tif">
<alt-text content-type="machine-generated">A four-panel data visualization depicting tidal and sediment flux metrics over time. Panel A illustrates water surface elevation (blue) and suspended sediment concentration (orange) with tidal cycles. Panel B shows flux at two heights above the bed (0.1 and 0.6 meters) in red and blue, respectively. Panel C presents flood and ebb fluxes in bars, with flood in blue and ebb in orange. Panel D includes additional high tide flux data in yellow, alongside flood and ebb fluxes. Time is marked in hours from a specific start date.</alt-text>
</graphic>
</fig>
<p>In the near-bed layer (0.1 mab), the instantaneous suspended sediment flux (ISF) is significant during both flood and ebb surges. Unlike the 0.6 mab layer, the ISF during flood and ebb surges are nearly balanced. The cumulative effect of ISF during high tide is substantial, despite the weak slack-tide currents. The peak SSC during high tide largely corresponds with ebb currents, leading to seaward sediment flux. To highlight the significance of sediment transport during high tide, the periods of high-water peaks of SSC are indicated by vertical dashed lines in <xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A, B</bold>
</xref>. As shown in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>, sediment flux during high tide significantly contributes to the seaward sediment transport, accounting for approximately 30% of the total seaward flux. In summary, the transport of high SSC with weak ebb currents during high tide promotes seaward subtidal sediment flux. The subtidal sediment flux exhibits a two-layered structure, with the middle and upper layers directed landward, while the near-bed flux is directed seaward.</p>
</sec>
<sec id="s5_5">
<label>4.5</label>
<title>Tidal current and wave bottom stress</title>
<p>Sediment resuspension is closely related to bottom shear stress induced by currents and waves. According to <xref ref-type="disp-formula" rid="eq12">Equation 12</xref> and <xref ref-type="disp-formula" rid="eq13">Equation 13</xref>, the lower bound of critical shear stress for sediment resuspension is estimated to be 0.0452&#xa0;Pa, while the upper bound is 0.1&#xa0;Pa. Significant current-induced bottom shear stress occurs during flood and ebb surges (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). After these surges, the current-induced bottom shear stress rapidly drops to the lower bound of the critical shear stress for the remainder of the tidal cycles (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Due to the low orbital velocity, wave-induced bottom shear stress is minimal during flood and ebb surges (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). However, during non-surge periods, wave-induced shear stress exceeds the critical shear stress, suggesting that wave-induced shear stress may prevent suspended sediment from settling and can resuspend sediment from the seabed (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). In general, tidal currents generate high bottom shear stress during flood and ebb surges, while waves play a more significant role in the middle of tidal cycles.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Temporal variation in current-induced bottom shear stress (<italic>&#x3c4;<sub>c</sub>
</italic>), wave-induced bottom shear stress (<italic>&#x3c4;<sub>w</sub>
</italic>), and total bottom shear stress (<italic>&#x3c4;<sub>cw</sub>
</italic>). The critical shear stresses required for sediment suspension are represented by dotted lines.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g008.tif">
<alt-text content-type="machine-generated">Line graph showing fluctuations in shear stress (&#x3c4;) over 70 hours starting from March 12, 2015, at 8:00. The red, blue, and black lines represent different types of shear stress, while gray dashed lines indicate critical levels. Peaks occur at regular intervals.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s6" sec-type="discussion">
<label>5</label>
<title>Discussion</title>
<p>Our observations reveal the two-layered structure of subtidal sediment flux in an intertidal mudflat, with landward flux in the upper layer and seaward flux in the bottom layer. Flood surges significantly enhance the development of landward sediment flux in the upper layer, while high SSC events during high tide contribute to the seaward transport of sediment. The asymmetry in tidal duration and the occurrence of high SSC events during high tide are two critical factors influencing the direction and magnitude of sediment transport and warrant further investigation.</p>
<sec id="s6_1">
<label>5.1</label>
<title>Tidal asymmetry on the intertidal flat</title>
<p>Tidal duration asymmetry has been shown to enhance seaward sediment transport, as the near-bed high SSC during high tide closely aligns with ebb currents. This asymmetry can arise from large-scale influences, such as tide propagation in a shallowing coastal ocean, or from local asymmetries generated by the topography of flat regions (<xref ref-type="bibr" rid="B38">Le Hir et&#xa0;al., 2000</xref>). In coastal oceans primarily governed by the M<sub>2</sub> semidiurnal tidal cycle, interactions between the M<sub>2</sub> and M<sub>4</sub> harmonics (2&#x3c9;<sub>M2</sub> = &#x3c9;<sub>M4</sub>) are widely recognized as the primary drivers of tidal wave deformation and associated tidal asymmetry (<xref ref-type="bibr" rid="B24">Friedrichs and Aubrey, 1988</xref>; <xref ref-type="bibr" rid="B2">Aubrey and Speer, 1985</xref>). A phase difference of 2&#x3b8;<sub>M2</sub> &#x2212; &#x3b8;<sub>M4</sub> in the range of 0&#xb0; to 180&#xb0; results in flood tide dominance, with the flood tide being shorter than the ebb tide, while a phase difference in the range of 180&#xb0; to 360&#xb0; leads to ebb tide dominance, with the ebb tide being shorter. A phase difference of exactly 0&#xb0; or 180&#xb0; between 2&#x3b8;<sub>M2</sub>&#x2010;&#x3b8;<sub>M4</sub> results in equal durations for both flood and ebb tides, thereby eliminating tidal asymmetry, though the wave shape remains statistically skewed. The amplitude ratio A<sub>M4</sub>/A<sub>M2</sub> (where A is tidal amplitude) is used to quantify the magnitude of tidal asymmetry under a given phase difference.</p>
<p>Harmonic analysis was performed on depth-mean velocity series measured by moored Acoustic Doppler Current Profilers (ADCPs) over a 30-day period in the southern Zhejiang coastal ocean, near the observed mudflats (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Two indicators were considered: the phase differences and amplitude ratios between the M4 and M2 tidal constituents. The amplitudes and phase angles were calculated using the MATLAB program T_TIDE (<xref ref-type="bibr" rid="B46">Pawlowicz et&#xa0;al., 2002</xref>).</p>
<p>The harmonic analysis reveals that the phase difference of 2&#x3b8;<sub>M2</sub>&#x2010;&#x3b8;<sub>M4</sub> ranges from approximately 70&#xb0; to 110&#xb0;, suggesting a shorter flood duration in the southern Zhejiang coastal ocean. The amplitude ratio between the M4 and M2 tidal constituents increases significantly from offshore to nearshore (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), indicating that the nonlinear effects of tidal currents intensify as water depth decreases. Tidal asymmetries established offshore of the Zhejiang coast directly contribute to tidal duration asymmetries in the intertidal mudflat.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of phase differences and amplitude ratios between the M4 and M2 tidal constituents for the four long-term tidal velocity series.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Station</th>
<th valign="middle" align="center">Water depth (m)</th>
<th valign="middle" align="center">Distance from coastline</th>
<th valign="middle" align="center">A<sub>M4</sub>/A<sub>M2</sub>
</th>
<th valign="middle" align="center">2&#x3b8;<sub>M2</sub>&#x2010;&#x3b8;<sub>M4</sub>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">C1</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">28 km</td>
<td valign="middle" align="center">0.042</td>
<td valign="middle" align="center">93.5</td>
</tr>
<tr>
<td valign="middle" align="center">C2</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">70 km</td>
<td valign="middle" align="center">0.013</td>
<td valign="middle" align="center">82.7</td>
</tr>
<tr>
<td valign="middle" align="center">C3</td>
<td valign="middle" align="center">66</td>
<td valign="middle" align="center">101 km</td>
<td valign="middle" align="center">0.010</td>
<td valign="middle" align="center">71.8</td>
</tr>
<tr>
<td valign="middle" align="center">C4</td>
<td valign="middle" align="center">72</td>
<td valign="middle" align="center">130 km</td>
<td valign="middle" align="center">0.006</td>
<td valign="middle" align="center">109.9</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s6_2">
<label>5.2</label>
<title>The development of high SSC during high tide</title>
<sec id="s6_2_1">
<label>5.2.1</label>
<title>Turbulent dynamics during high tide</title>
<p>The buoyance frequency (<italic>N</italic>
<sup>2</sup>) at 0.1 mab is clearly elevated during the establishment of high SSC at high tide (the interval represented by the vertical line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). This rise in <italic>N</italic>
<sup>2</sup> is most noticeable during tidal cycles 3, 5, and 6. At the same elevation, the velocity shear (<italic>S</italic>
<sup>2</sup>) exhibits an opposite trend as it approaches the minimum value during high tide. The gradient Richardson number (<italic>Rig</italic>) is significantly greater than the critical value of 0.25 during the high SSC at high tide, indicating that turbulence is suppressed by sediment-induced stratification. The <italic>Rig</italic> decreases before and after the emergence of high SSC during high tide, as illustrated in tidal cycles 2, 4, and 5. The Ozmidov length scale (<italic>L</italic>o) is generally interpreted as the scale at which buoyancy forces and inertial forces are comparable (<xref ref-type="bibr" rid="B39">Lesieur et&#xa0;al., 1997</xref>). Buoyancy has a gradually weakening effect at scales smaller than <italic>L</italic>o, while it becomes dominant at scales larger than <italic>L</italic>o (<xref ref-type="bibr" rid="B50">Riley and Lindborg, 2008</xref>). During high tide, <italic>L</italic>o is considerably dampened by stratification, which reduces <italic>L</italic>o to the order of O (10<sup>-1</sup>) ~ O (10<sup>-2</sup>). Sediment stratification dampens the magnitude of sediment eddy diffusivity, especially during high tide. The stratification-influenced eddy viscosity is at least two times less than the eddy diffusivity without stratification (<inline-formula>
<mml:math display="inline" id="im46">
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo>*</mml:mo>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mi>&#x3ba;</mml:mi>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>). The turbulent dissipation rate (<italic>&#x3f5;</italic>) generally reaches the minimal value during high tide, while it becomes an order of magnitude larger during flood surges. In summary, high SSC at high tide occurs when turbulence is quite weak. Sediment stratification largely limits the turbulence scale and constrains eddy diffusivity. The fading of the near-bed high SSC corresponds to the enhancement of turbulence.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>The temporal variation in turbulence parameters during observed tidal cycles. <bold>(A)</bold> The absolute values of squared velocity shear (|S<sup>2</sup>|) and the absolute values of buoyancy frequency (|N<sup>2</sup>|). <bold>(B)</bold> The gradient Richardson number (<italic>Rig</italic>). <bold>(C)</bold> The Ozmidov length scale (<italic>Lo</italic>). <bold>(D)</bold> Comparison between sediment eddy viscosity with (red line) and without stratification (blue line). <bold>(E)</bold> The turbulent kinetic energy dissipation rate (<italic>&#x3f5;</italic>) with its five-point smooth value. The vertical gray lines show the periods of high SSC at high tide.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g009.tif">
<alt-text content-type="machine-generated">Five graphs labeled A to E display various hydrodynamic parameters over time. A shows square of S and N against hour, segmented into tides 1 to 6. B plots 4&#xd7;Ri/g. C represents Lo in meters. D illustrates Kv with two lines, with and without stratification. E shows epsilon with no and five-point smooth lines. The time axis spans from hour 10 to 70, starting from March 12, 2015, 8:00 a.m. Vertical lines indicate tide transitions.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s6_2_2">
<label>5.2.2</label>
<title>Local SSC balance in the near-bed layer</title>
<p>During high tide, the advection of SSC can be considered negligible, as both the horizontal velocity and horizontal gradient of SSC are significantly reduced. Consequently, the variation in near-bed SSC is primarily governed by the balance between sediment settling and vertical diffusion, as described by <xref ref-type="disp-formula" rid="eq21">Equation 21</xref>:</p>
<disp-formula id="eq21">
<label>(21)</label>
<mml:math display="block" id="M21">
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mi>C</mml:mi>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where the first term represents the rate of SSC variation; the second term denotes the downward sediment flux induced by sediment settling, and the final term reflects the vertical diffusion of sediment due to turbulence. C is the sediment concentration, <italic>w<sub>s</sub>
</italic> is the sediment settling velocity, and <italic>k<sub>c-str</sub>
</italic> is the eddy diffusivity coefficient of suspended sediment induced by current influenced by sediment stratification. The vertical gradient of sediment concentration (<inline-formula>
<mml:math display="inline" id="im47">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>) is calculated as the difference between 0.1 mab and 0.3 mab</p>
<p>Based on <xref ref-type="bibr" rid="B66">Van Rijn (1993)</xref>, the settling velocity is estimated as <inline-formula>
<mml:math display="inline" id="im48">
<mml:mrow>
<mml:msub>
<mml:mi>w</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>&#x3bd;</mml:mi>
<mml:msubsup>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
<mml:mn>3</mml:mn>
</mml:msubsup>
<mml:mo stretchy="false">/</mml:mo>
<mml:mn>18</mml:mn>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula>
<mml:math display="inline" id="im49">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mo>*</mml:mo>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mi>D</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mtext>&#x394;</mml:mtext>
<mml:mi>g</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:msup>
<mml:mtext>&#x3bd;</mml:mtext>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>3</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>D</italic> is the median sediment size. Assuming that the suspended sediment is mainly induced by the resuspension process, the median bed material size can be used to represent the median size of suspended sediment and has a value of 14 <italic>&#x3bc;m</italic> in this study. <inline-formula>
<mml:math display="inline" id="im50">
<mml:mi>&#x3bd;</mml:mi>
</mml:math>
</inline-formula> is the water kinematic viscosity and has a value of 1 &#xd7; 10&#x2013;<sup>6</sup> m<sup>2</sup> s<sup>-1</sup>. <inline-formula>
<mml:math display="inline" id="im51">
<mml:mrow>
<mml:mtext>&#x394;</mml:mtext>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the reduced gravity and is estimated as <italic>g</italic>(<italic>&#x3c1;<sub>s</sub>
</italic>-<italic>&#x3c1;</italic>
<sub>0</sub>)/<italic>&#x3c1;</italic>
<sub>0</sub>, where <italic>&#x3c1;<sub>s</sub>
</italic> is the density of sediment particles (2650&#xa0;kg m<sup>-3</sup>) and <italic>&#x3c1;<sub>0</sub>
</italic> is the seawater density (1030&#xa0;kg m<sup>-3</sup>). The settling velocity has a value of 1.68&#xd7;10&#x2013;<sup>4</sup> m s<sup>-1</sup>.</p>
<p>
<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref> compares the sediment settling flux and sediment diffusion flux. The temporal variation in sediment settling corresponds closely to the variation in SSC. Significant sediment settling occurs during flood and ebb surges, while it diminishes during high tide.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>The balance of suspended sediment concentration in the near-bed layer, with sediment settling flux (blue line) and vertical sediment diffusion (red line), is depicted.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1667003-g010.tif">
<alt-text content-type="machine-generated">Graph depicting suspended sediment concentration flux over time, with red and blue lines representing diffusion and settling fluxes, respectively. The x-axis shows time in hours starting from March 12, 2015, at 8:00. The y-axis measures flux in kilograms per square meter per second, scaled by 10^-4. Both diffusion and settling fluxes show fluctuating trends throughout the time period.</alt-text>
</graphic>
</fig>
<p>Intense near-bed stratification has a dual effect on sediment flux. On the one hand, stratification significantly reduces eddy diffusivity, thereby hindering upward sediment flux; on the other hand, severe stratification creates a steep sediment gradient, which enhances upward diffusion. When these two effects are combined, sediment vertical fluxes during high tide remain relatively substantial.</p>
<p>Positive vertical sediment diffusion is nearly balanced by downward sediment settling flux during high tide, particularly during tidal cycles 1, 3, and 6. This balance suggests that sediment from the upper layers is unable to settle below the 0.1 mab layer, indicating accumulation of sediment in the near-bed layer and the initiation of a near-bed high SSC event. During flood tides, the downward setting flux is generally larger than the upward sediment diffusion flux, which suggests that the sediment mainly sets downward.</p>
<p>The wave shear stress is significantly larger than the critical shear stress required for sediment suspension, indicating that sediment is resuspended mainly by waves from the seabed during high tide (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Consequently, both sediment deposition from the upper layer and resuspended sediment from the seabed contribute to the formation of high near-bed SSC during high tide. In comparison, the current shear stress plays a minor role, as it is much smaller than the wave shear stress and is insufficient to suspend the sediment.</p>
</sec>
</sec>
</sec>
<sec id="s7" sec-type="conclusions">
<label>6</label>
<title>Conclusions</title>
<p>We conducted field observations to examine the temporal variation and vertical structure of sediment flux over an intertidal mudflat, characterized by significant tidal currents and surface waves. Tidal asymmetry is evident, with a shorter flood duration due to the generation of the M4 overtide in the shallow coastal ocean.</p>
<p>Tidal surges, associated with substantial bottom shear stress, occur regularly at the onset of flood tides and the end of ebb tides. Significant wave height and representative wave periods are substantial during high tide but diminish during tidal surges when the water is too shallow to allow large waves to propagate. The suspended sediment concentration (SSC) exhibits distinct temporal changes between the middle and near-bed layers. Peak SSC values above the middle layer are primarily induced by flood surges, followed by a continuous decrease. Ebb surges can occasionally suspend high sediment concentrations above the middle layer, but this is not consistent. In contrast, the near-bed SSC shows three peaks, corresponding to flood surges, ebb surges, and high tide.</p>
<p>Subtidal sediment flux demonstrates a two-layered structure, with landward flux occurring above the middle layer and seaward flux in the near-bed layer. A flood surge, carrying a high sediment concentration, promotes landward sediment transport above the middle layers. As the tidal current weakens, sediment from the upper layers begins to settle. During high tide, both upward diffusion due to tidal currents prevents further sediment settlement to the seabed, and large wave-induced bottom shear stress continually resuspend the sediment from seabed leading to accumulation of sediment in the near-bed layer. The high SSC at high tide largely coincides with the ebb current, which promotes seaward sediment transport. This study demonstrates that the combination of macrotides and significant wave activity creates favorable conditions for the two-layered subtidal sediment flux in intertidal mudflats. This two-layer sediment flux may not be unique to our study area, as similar patterns have been observed along the Jiangsu coast of China (<xref ref-type="bibr" rid="B68">Wang et&#xa0;al., 2012</xref>).</p>
<p>Our study investigates the pattern of sediment transport in intertidal mudflats under fair weather conditions. Tropical cyclones, including winter storms, typhoons, and hurricanes, can induce strong wind events. Under storm conditions, the two-layer structure of sediment flux may be significantly altered. Intense wave action during high tide leads to enhanced sediment suspension, while the strong winds may induce increased mixing, preventing the deposition of sediment from the upper layer. As a result, a more homogeneous vertical sediment profile may develop under storm conditions, potentially causing the attenuation or complete disruption of the two-layer sediment flux. A detailed analysis of sediment transport in intertidal mudflats under such conditions is warranted but falls beyond the scope of this study.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>QZ: Conceptualization, Formal Analysis, Writing &#x2013; original draft. CW: Supervision, Methodology, Investigation, Writing &#x2013; review &amp; editing. WG: Formal Analysis, Writing &#x2013; review &amp; editing, Investigation. FZ: Funding acquisition, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This research was supported by the Open Research Fund of the State Key Laboratory of Estuarine and Coastal Research (Grant number SKLEC-KF202303), This work was financially supported by the National Natural Science Foundation of China (grant number 41906146; 41406101), the Key R&amp;D Program of Zhejiang Province (grant number 2022C03044), the Zhejiang Provincial Ten Thousand Talents Plan (grant number 2020R52038), and the Zhejiang Provincial Project (grant number 330000210130313013006).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank our colleagues at the Zhejiang Institute of Hydraulics &amp; Estuaries for carrying out the field measurements.</p>
</ack>
<sec id="s11" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author CW was employed by Shanghai Waterway Engineering Design and Consulting Co. Ltd.</p>
<p>The remaining 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="s12" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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