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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.2025.1512318</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>Delay effect of Yellow River discharge on the water exchange through the Bohai Strait</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Danning</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2870017/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Xiaojie</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="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2867868/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1727920/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yucheng</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Huiwang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1083748/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zou</surname>
<given-names>Tao</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tang</surname>
<given-names>Jianhui</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/596780/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Marine Environment and Ecology, College of Environmental Science and Engineering, Ocean University of China, Ministry of Education</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory for Marine Ecology and Environmental Science, Qingdao Marine Science and Technology Center</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Center for Marine Environmental Studies, Ehime University</institution>, <addr-line>Matsuyama</addr-line>, <country>Japan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laoshan Laboratory</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Key Laboratory of Coastal Environmental Processes and Ecological Remediation, Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences</institution>, <addr-line>Yantai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Youyu Lu, Bedford Institute of Oceanography (BIO), Canada</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Qianqian Liu, University of North Carolina Wilmington, United States</p>
<p>Xianmin Hu, Bedford Institute of Oceanography (BIO), Canada</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiaojie Yu, <email xlink:href="mailto:yxj@ouc.edu.cn">yxj@ouc.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1512318</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>04</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wu, Yu, Guo, Wang, Gao, Zou and Tang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wu, Yu, Guo, Wang, Gao, Zou and Tang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The exchange of water through the Bohai Strait, located between the Bohai Sea and the Yellow Sea, plays a crucial role in controlling physical-biogeochemical conditions in the coastal seas off northern and eastern China. We investigated the characteristics of the water exchange through the strait using a numerical model. Our results showed that the residual current was featured with inflow in the northern part and outflow in the southern part of the strait, consistent with previous studies. A two-layer structure, i.e. outflow in the surface layer and inflow in the bottom layer, was newly found in the southern part of the strait. Through a series of numerical experiments, we found that the two-layer structure was induced by density-driven currents and was strongest in summer. Furthermore, the seasonal variation of net water flux through the strait showed correspondence to that of the Yellow River discharge. We investigated the effect of Yellow River discharge on the water exchange through Bohai Strait by additional experiments. Results showed that the response of net water flux through the strait was nearly synchronous with the variation in the Yellow River discharge; however, the response of inflow/outflow flux was a combination of synchronous and delayed responses to the Yellow River discharge. Compared with the maximum Yellow River discharge in July, the largest increase in outflow volume through the strait occurred in next March. The synchronous response is induced by the barotropic effect, while the asynchronous response is due to the baroclinic effect of the Yellow River discharge. Meanwhile, tracers released from the Yellow River mouth at the end of June were detected at the southern strait in next January. Therefore, the Yellow River discharge likely has a delay effect on the Bohai Strait water exchange with an approximate lag of 7&#x2013;9 months.</p>
</abstract>
<kwd-group>
<kwd>time lag</kwd>
<kwd>water exchange</kwd>
<kwd>Yellow River discharge</kwd>
<kwd>Bohai Strait</kwd>
<kwd>numerical modeling</kwd>
</kwd-group>
<counts>
<fig-count count="13"/>
<table-count count="1"/>
<equation-count count="2"/>
<ref-count count="43"/>
<page-count count="15"/>
<word-count count="5837"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Physical Oceanography</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The Bohai Sea is a semi-enclosed shelf sea located in northern China that includes Laizhou Bay, Bohai Bay, Liaodong Bay, and the central region (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). It is a shallow sea with an average depth of 18 m, and connects with the Yellow Sea via the Bohai Strait. The Bohai Strait is approximately 105 km wide and has a deep channel in its northern section, with a maximum water depth of 70 m. As the only passage between the Bohai Sea and the northern Yellow Sea, the water exchange capacity of the Bohai Strait plays a crucial role in regulating the water quality and environment of the Bohai Sea (<xref ref-type="bibr" rid="B2">Bi et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2010</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(a)</bold> Model domain and <bold>(b)</bold> bathymetry of the Bohai Sea. Isobaths of 10, 20, 30, and 60 m are indicated by contours. Blue line denotes the Bohai Strait section. Blue dots show the positions of rivers. Red dots denote the grid points where surface elevation is shown in <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>. Red triangles denote the grid points where tracer concentration is shown in <xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g001.tif"/>
</fig>
<p>In recent decades, the water exchange in the Bohai Strait has been the subject of extensive research. It has been known that the water from the Bohai Sea flows out through the southern part of the strait, while the water from the Yellow Sea flows in through the northern part of the strait. This water exchange structure is known as &#x201c;north in and south out&#x201d; (<xref ref-type="bibr" rid="B8">Guan, 1994</xref>; <xref ref-type="bibr" rid="B12">Huang et&#xa0;al., 1998</xref>);. However, some modeling and observational studies do not show this &#x201c;north in and south out&#x201d; structure in summer (<xref ref-type="bibr" rid="B32">Wei et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B38">Zhang et&#xa0;al., 2018</xref>). Furthermore, numerical modeling results regarding water exchange in the Bohai Strait during summer exhibit significant variability, probably attributable to interannual variations. Some studies showed an alternating distribution between inflow and outflow zones (<xref ref-type="bibr" rid="B1">Bi, 2013</xref>), some showed a &#x201c;north-south in and middle out&#x201d; structure (<xref ref-type="bibr" rid="B17">Lin et&#xa0;al., 2002</xref>), and some even showed &#x201c;north out and south in&#x201d; (<xref ref-type="bibr" rid="B11">Huang et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B32">Wei et&#xa0;al., 2001</xref>). Furthermore, based on observational data, <xref ref-type="bibr" rid="B35">Wu et&#xa0;al. (2019)</xref> reported a stratified structure in the southern part of the strait in spring with outflow in the surface layer and inflow in the bottom layer, but the driving mechanism is still unclear.</p>
<p>Tide, wind, and river runoff can all influence the water exchange in the Bohai Strait. The predominant tides in the Bohai Strait are semi-diurnal constituents (<xref ref-type="bibr" rid="B4">Chen, 1992</xref>). In the northern part of the strait, the tidal current exhibits considerable strength, with a maximum current speed of 3 m/s (<xref ref-type="bibr" rid="B34">Wu et&#xa0;al., 2013</xref>). The average tidal range in the Bohai Strait is ~2 meters (<xref ref-type="bibr" rid="B14">Li et&#xa0;al., 2016</xref>). Tide-induced residual current plays an important role in water exchange through the Bohai Strait, especially for the inflow in the northern part of the strait (<xref ref-type="bibr" rid="B18">Lin et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B37">Zhang, 2019</xref>).</p>
<p>The wind is also an essential force in driving the current in the Bohai Strait (<xref ref-type="bibr" rid="B41">Zhao and Cao, 1998</xref>; <xref ref-type="bibr" rid="B43">Zhao and Shi, 1993</xref>). The wind over the Bohai Sea is northerly or northwesterly in autumn and winter, and southerly or southeasterly in spring and summer. As a result, the wind-driven surface current in autumn and winter in the Bohai Sea directs mainly southward and drives seawater into the Laizhou Bay. Then, the high sea level along the coast from the Laizhou Bay to the Bohai Strait forms an eastward costal current that brings low salinity water to the southern Bohai Strait (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>
<italic>;</italic> <xref ref-type="bibr" rid="B39">Zhang et&#xa0;al., 2010</xref>). The opposite situation occurs in spring and summer, with the wind-driven current directing northward and driving seawater from the southern Bohai Sea towards the central Bohai Sea (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>
<italic>;</italic> <xref ref-type="bibr" rid="B32">Wei et&#xa0;al., 2001</xref>). Consequently, the effect of wind on water exchange through the Bohai Strait is also subject to seasonal variations.</p>
<p>Density-driven current in summer also plays an important role in water exchange through the Bohai Strait (<xref ref-type="bibr" rid="B17">Lin et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B31">Wei et&#xa0;al., 2003</xref>). The net transport through the Bohai Strait into the northern Yellow Sea is larger in summer, which is related to strong precipitation and runoff in the Bohai Sea (<xref ref-type="bibr" rid="B13">Ji et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B38">Zhang et&#xa0;al., 2018</xref>). The high Yellow River flow rate was suggested to enhance density-driven current and promote water exchange through the Bohai Strait (<xref ref-type="bibr" rid="B15">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B25">Men et&#xa0;al., 2017</xref>).</p>
<p>Yellow River is the second longest river in China and is notable for its substantial sediment load into the Bohai Sea. Since 2002, the Yellow River Conservancy Commission has annually implemented a water-sediment regulation scheme (WSRS). The WSRS aims to reshape the relationship between the water and sediment in the river by releasing a large amount of water in a short time in summer. The WSRS generally lasts for 15 ~ 20 days and inevitably impacts the hydrodynamic conditions in the Bohai Sea. In recent years, investigations concerning the impact of the Yellow River on the Bohai Sea have predominantly concentrated on the influence of the Yellow River discharge on the plume dynamics (<xref ref-type="bibr" rid="B30">Wang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B36">Yu et&#xa0;al., 2021</xref>) and salinity in the Bohai Sea (<xref ref-type="bibr" rid="B16">Lin et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B33">Wu et&#xa0;al., 2004</xref>). The extension direction and range of the Yellow River plume are closely related to its discharge value (<xref ref-type="bibr" rid="B27">Shou et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B36">Yu et&#xa0;al., 2021</xref>). The large amount of freshwater released by the WSRS has significantly reduced the salinity of Laizhou Bay in both short-term and long-term time scales (<xref ref-type="bibr" rid="B26">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B42">Zhao et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B21">Mao et&#xa0;al., 2008</xref>). However, there is still a lack of further research on the influence of WSRS, especially the effect of large river discharge on water exchange through the Bohai Strait.</p>
<p>This study aims to investigate the water exchange in the Bohai Strait through numerical modeling and analyze the relative contributions of tide, wind, and Yellow River discharge. The influence of the Yellow River discharge on water exchange in the strait will be emphasized. Section 2 describes the configuration of the hydrodynamic model. Section 3 presents the characteristics of temperature, salinity, and residual current distributions in the Bohai Strait and the water exchange through the Bohai Strait. Section 4 discusses the effects of different factors including the Yellow River discharge on the Bohai Strait water exchange.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>The numerical model we adopted is a three-dimensional primitive equation ocean model, the Princeton Ocean Model (POM) (<xref ref-type="bibr" rid="B3">Blumberg and Mellor, 1987</xref>; <xref ref-type="bibr" rid="B23">Mellor, 2003</xref>). It uses a second-order momentum turbulent closure scheme to calculate the vertical eddy viscosity and diffusivity (<xref ref-type="bibr" rid="B24">Mellor and Yamada, 1982</xref>), and the Smagorinsky formulation is applied to parameterize the horizontal eddy viscosity and diffusivity (<xref ref-type="bibr" rid="B28">Smagorinsky, 1963</xref>). The model is based on <xref ref-type="bibr" rid="B29">Wang et&#xa0;al. (2008)</xref>, with a defined model domain of 117.5&#xb0;- 131.5&#xb0;E and 24&#xb0;- 41&#xb0;N (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref>), covering the Bohai Sea, Yellow Sea, and East China Sea. The horizontal resolution is 1/18&#xb0;in both longitude and latitude, and there are 21 sigma layers in the vertical direction. The open boundary is far from the Bohai Strait, favoring a purely dynamic representation of water exchange between the Bohai Sea and the Yellow Sea.</p>
<p>The forcing conditions for the model included wind stress, river discharge, heat flux, precipitation, evaporation, and tide (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>). The wind stresses from the European Centre for Medium-Range Weather Forecasts (ECMWF) in 2022 were used, with a spatial resolution of 0.25&#xb0; &#xd7; 0.25&#xb0;. Being controlled by the Asian Monsoon, the winds over the Bohai Sea show an obvious seasonal variation: northerly winds prevail in winter and southeasterly winds in summer (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The model includes ten rivers, among which the Yellow River, Liaohe River, Luanhe River, Haihe River are located in the study area (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>). The daily discharge of the Yellow River in 2022 was obtained from the Lijin station (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). We use the wind stress and Yellow River discharge in 2022 because we possess the observational salinity data in the southern Bohai Sea in 2022, and WSRS was also implemented in 2022. The monthly river discharges from other rivers were derived from Chen [1992]. The monthly heat flux (<xref ref-type="bibr" rid="B6">da Silva et&#xa0;al., 1994a</xref>), precipitation and evaporation (<xref ref-type="bibr" rid="B7">da Silva et&#xa0;al., 1994b</xref>) were used in the model, all with a spatial resolution of 1&#xb0; &#xd7; 1&#xb0;. Along the lateral open boundary, monthly temperature, salinity, subtidal currents, and sea level elevation were calculated using a nested model (<xref ref-type="bibr" rid="B9">Guo et&#xa0;al., 2003</xref>). Four major tidal constituents (M<sub>2</sub>, S<sub>2</sub>, K<sub>1</sub>, and O<sub>1</sub>) provided by NAO.99b (<xref ref-type="bibr" rid="B22">Matsumoto et&#xa0;al., 2000</xref>) were linearly interpolated and superposed onto the subtidal currents, which is the same as <xref ref-type="bibr" rid="B29">Wang et&#xa0;al. (2008)</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Monthly mean wind stress over the Bohai Sea in <bold>(a)</bold> February, <bold>(b)</bold> May, <bold>(c)</bold> August, and <bold>(d)</bold> November 2022.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>River discharge of four rivers into the Bohai Sea. The black dashed line represents the Yellow River discharge used in Case 5, scaled down to one-tenth of its original value. The red dashed line represents the total runoff of the four rivers.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g003.tif"/>
</fig>
<p>The model simulation commenced from a state of rest, utilizing water temperature and salinity data on December 1 from <xref ref-type="bibr" rid="B9">Guo et&#xa0;al. [2003]</xref> as the initial conditions. We kept running the model for 3 years using the same forcing conditions mentioned above, and a quasi-equilibrium state was reached after one year of calculation. The model results were saved hourly and then filtered to remove tidal signals (<xref ref-type="bibr" rid="B10">Hanawa and Mitsudera, 1985</xref>).</p>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Result</title>
<sec id="s3_1">
<label>3.1</label>
<title>Seasonal variation of surface water temperature, salinity, and residual current in the Bohai Sea</title>
<p>The water temperature in the Bohai Sea varies with the seasons (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4a&#x2013;d</bold>
</xref>). Influenced by the water depth, the coastal region warms up more rapidly in spring. The temperature is relatively high at the heads of Laizhou Bay, Bohai Bay, and Liaodong Bay, and low in the central region of Bohai Sea. In summer, the maximum water temperature of the Bohai Sea is about 29 &#xb0;C. The temperature is slightly lower in the central Bohai Sea. In autumn, the coastal region is cooled faster than the offshore area, resulting in lower water temperature than the offshore area. In winter, the water temperature in the northern part of Liaodong Bay and the western part of Bohai Bay is below 0&#xb0;C, while the temperature in the central region of the Bohai Sea and the Bohai Strait is about 4&#xb0;C. This distribution is caused by a high-water temperature tongue that intrudes from the Yellow Sea through the northern Bohai Strait. The above seasonal variations in the water temperature given by the model are consistent with previous models and observations (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B20">Liu et&#xa0;al., 2003</xref>). It is worth noting that there is no sea ice module in this model. In winter, there is an area with floating ice in Liaodong Bay, but its impact on the water flux in the Bohai Strait is small (<xref ref-type="bibr" rid="B40">Zhang et&#xa0;al., 2019</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Horizontal distribution of monthly averaged <bold>(a-d)</bold> surface water temperature, <bold>(e-h)</bold> surface salinity, and <bold>(i-l)</bold> surface residual current in winter, spring, summer, and autumn in the Bohai Sea. February, May, August, and November serve as the representative months for winter, spring, summer, and autumn, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g004.tif"/>
</fig>
<p>The salinity in the Bohai Sea is mainly affected by the Yellow River and Liaohe River (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4e&#x2013;h</bold>
</xref>). The extension direction of the Yellow River plume varies with seasons. In winter, driven by the northerly wind, the Yellow River plume extends into Laizhou Bay. In spring, under the influence of tide-induced residual current, the low-salinity water from the Yellow River propagates northwestward to the southeastern Bohai Bay (<xref ref-type="bibr" rid="B36">Yu et&#xa0;al., 2021</xref>). In summer, influenced by the southerly wind, lower-salinity water expands northeastward to the central Bohai Sea. In autumn, when wind turns southward, low-salinity water moves southward along the coast of Laizhou Bay. The discharge of Liaohe River is largest in summer, inducing low salinity around the head of Liaodong Bay. Due to the increase in river discharge in summer, the salinity in the Bohai Sea is lowest in summer. The high salinity (&gt;30 psu) area in the central Bohai Sea is larger in autumn and winter than in summer. Besides the river runoff, the salinity in the central Bohai Sea is also influenced by the intrusion of high-salinity water from the Yellow Sea via the northern Bohai Strait. The seasonal variations in the surface salinity given by the model are consistent with previous model results and observations (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B20">Liu et&#xa0;al., 2003</xref>).</p>
<p>The residual current in the Bohai Sea is affected by the monsoon (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4i&#x2013;l</bold>
</xref>). In winter, the prevailing northwesterly winds over the Bohai Sea (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2a</bold>
</xref>) induce southwestward currents in the surface layer, and the current velocity is below 5 cm/s in most areas. The surface residual current flows out of the Bohai Sea through the southern channel of the Bohai Strait and into the Bohai Sea from the northern channel of the strait. In spring, the south-southwesterly winds prevail over the Bohai Sea (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2b</bold>
</xref>), generating east-northeastward surface residual currents over most of the Bohai Sea. Compared with winter, the circulation is enhanced in spring with a speed of about 6 cm/s in most areas and the surface flow is mainly eastward in the Bohai Strait. Influenced by the southeasterly winds (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2c</bold>
</xref>), the Yellow River plume extends northeastward in summer. Eastward residual currents exist at the southern channel and westward currents in the northern channel of the Bohai Strait. In autumn, the winds turn southward in the Bohai Sea, inducing southward residual current in the surface layer. The circulation in the Bohai Sea and Bohai Strait in autumn is similar to that in winter but its magnitude is stronger. Throughout the year, the eastward residual current in the southern strait is strongest in summer with a speed up to 10 cm/s.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Vertical distribution of water temperature, salinity, and residual current in the Bohai Strait</title>
<p>In the Bohai Strait, the water temperature is vertically homogeneous in autumn and winter and stratified in the northern channel in spring and summer (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5a&#x2013;d</bold>
</xref>). The water temperature is lowest in winter (-0.8&#xb0;C) and highest in summer (26.7&#xb0;C). Salinity is nearly vertically homogeneous except for the northern channel in summer (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5e&#x2013;h</bold>
</xref>). Although the Yellow River discharge is not the largest in winter (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), the salinity in the southern channel of the strait is the lowest (~ 28.7 psu) in winter (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5e</bold>
</xref>). Similarly, although the Yellow River discharge is highest in summer, the salinity in the southern channel is not the lowest (~ 30.5 psu) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5g</bold>
</xref>). The structures of water temperature and salinity at the strait given by the model are basically consistent with the observations of <xref ref-type="bibr" rid="B35">Wu et&#xa0;al. (2019)</xref> and <xref ref-type="bibr" rid="B39">Zhang et&#xa0;al. (2010)</xref>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Vertical distributions of monthly averaged <bold>(a-d)</bold> water temperature, <bold>(e-h)</bold> salinity, and <bold>(i-l)</bold> normal component of residual current in the Bohai Strait (blue line in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>). Positive values of residual current indicate eastward current, while negative values mean westward current through the strait.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g005.tif"/>
</fig>
<p>The residual current in the strait includes two parts: a westward current in the narrow area of the northern strait, and a two-layered current in the wide southern strait (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5i&#x2013;l</bold>
</xref>). However, during the autumn season, the current in the southern strait is exclusively oriented eastward. The westward current in the northern strait exhibits considerable strength, with a maximum speed of ~31.6 cm/s, and demonstrates little seasonal variation. The two-layered current in the southern strait shows a strong outflow in the surface layer and a weak inflow in the bottom layer. The surface outflow is strongest in summer, with a maximum speed of 10.4 cm/s. The bottom inflow is at its peak in spring and weaker in summer and winter. This &#x201c;north-in and south-out&#x201d; water exchange structure is generally consistent with the previous modeling studies (<xref ref-type="bibr" rid="B13">Ji et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B19">Liu et&#xa0;al., 2021</xref>). The weak inflow at the bottom layer of the southern strait was observed in May by <xref ref-type="bibr" rid="B35">Wu et&#xa0;al. (2019)</xref>.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Water flux through the Bohai Strait</title>
<p>In order to assess the seasonal variation of water flux through the Bohai Strait, we calculate the net water flux, outflow flux, and inflow flux through the Bohai Strait using the following formula during the model run, and then de-tide the hourly output of water flux.</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mo>&#x222c;</mml:mo>
<mml:mi>u</mml:mi>
<mml:mfenced>
<mml:mrow>
<mml:mi>h</mml:mi>
<mml:mo>+</mml:mo>
<mml:mi>&#x3b7;</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mi>d</mml:mi>
<mml:mi>y</mml:mi>
<mml:mi>d</mml:mi>
<mml:mi>&#x3c3;</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where u is the horizontal velocity that is oriented perpendicular to the Bohai Strait section, h is the bottom depth, <inline-formula>
<mml:math display="inline" id="im1">
<mml:mi>&#x3b7;</mml:mi>
</mml:math>
</inline-formula> is the surface elevation, the integration in the y direction is from the south to the north along the full section across the Bohai Strait, <inline-formula>
<mml:math display="inline" id="im2">
<mml:mi>&#x3c3;</mml:mi>
</mml:math>
</inline-formula> is the sigma coordinate and the integration is from the sea surface to the sea bottom.</p>
<p>The volume transport of the outflow is strongest (9.49&#xd7;10<sup>4</sup> m<sup>3</sup>/s) in September and weakest in November (5.88&#xd7;10<sup>4</sup> m<sup>3</sup>/s), with an annual average of 7.09&#xd7;10<sup>4</sup> m<sup>3</sup>/s (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6a</bold>
</xref>). The volume transport of the inflow is similar, strongest (9.38&#xd7;10<sup>4</sup> m<sup>3</sup>/s) in September and weakest in November (5.65&#xd7;10<sup>4</sup> m<sup>3</sup>/s) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6b</bold>
</xref>). The annually averaged transport of inflow is about 7.04&#xd7;10<sup>4</sup> m<sup>3</sup>/s which is slightly smaller than the annual mean of outflow. The net volume transport through the strait has an annual mean of 470 m<sup>3</sup>/s (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6c</bold>
</xref>). The seasonal variation of the net water flux through the strait is different from that of the outflow and inflow but bears similarity to that of sum of the river discharges into the Bohai Sea (red dashed line in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The net water flux after 15-day running mean is largest (0.46&#xd7;10<sup>4</sup> m<sup>3</sup>/s) in July, and smallest (-0.39&#xd7;10<sup>4</sup> m<sup>3</sup>/s) in December. The half-month oscillation of the water flux in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> is caused by the fortnightly variation of tides.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Time series of daily <bold>(a)</bold> outflow flux, <bold>(b)</bold> inflow flux, and <bold>(c)</bold> net water flux through the Bohai Strait (blue lines), and their 15-day running mean (red lines).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Contribution of tide, wind, and baroclinic effects on water exchange through the Bohai Strait</title>
<p>In order to investigate the formation of the residual current structure in the Bohai Strait, we separate the residual current into the tide-induced residual current, wind-driven current, and density-driven current through five numerical experiments (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Case 1 is the control case, whose results have been presented in Section 3. Case 2a is driven by tide only. In case 2a, the temperature is fixed at 10&#xb0;C, the salinity at 32 psu, and both the residual current and surface elevation at the open boundary are fixed at 0. The results of Case 2a represent the tide-induced residual current. In Case 2b, the open boundary conditions are the same as those in Case 1, and the remaining conditions are consistent with Case 2a. Case 2b is used to be subtracted from Case 3 and Case 4 to obtain the corresponding currents. Case 3 adds the wind stress to Case 2b and the difference between Case 3 and Case 2b represents the wind-driven current under a barotropic condition. Case 4 restarts from the result of Case 1 at the beginning of February, May, August, and November, respectively, and is calculated for one month without wind stress. Consequently, the difference between Case 1 and Case 4 represents the wind-driven current under a baroclinic condition. Additionally, the difference between Case 4 and Case 2b primarily represents the density-driven current in the Bohai Sea.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of numerical experiments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Exp</th>
<th valign="middle" align="center">Tide</th>
<th valign="middle" align="center">Wind stresses</th>
<th valign="middle" align="center">Heat and salt flux</th>
<th valign="middle" align="center">River runoff</th>
<th valign="middle" align="center">Initial values (T, S, U)</th>
<th valign="middle" align="center">Open boundary <break/>(T, S; U)</th>
<th valign="middle" align="center">Simulation time</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Case 1</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">as the standard case</td>
<td valign="middle" align="center">as the standard case</td>
<td valign="middle" align="center">2 years</td>
</tr>
<tr>
<td valign="middle" align="center">Case 2a</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">10 &#xb0;C, 32 psu, rest</td>
<td valign="middle" align="center">the residual currents and surface elevation are fixed to 0</td>
<td valign="middle" align="center">1 year</td>
</tr>
<tr>
<td valign="middle" align="center">Case 2b</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">10 &#xb0;C, 32 psu, rest</td>
<td valign="middle" align="center">same as Case 1</td>
<td valign="middle" align="center">1 year</td>
</tr>
<tr>
<td valign="middle" align="center">Case 3</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">same as Case 2b</td>
<td valign="middle" align="center">same as Case 1</td>
<td valign="middle" align="center">1 year</td>
</tr>
<tr>
<td valign="middle" align="center">Case 4</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">no</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">started from the results of Case1</td>
<td valign="middle" align="center">same as Case 1</td>
<td valign="middle" align="center">one month (Feb., May, Aug., and Nov., respectively)</td>
</tr>
<tr>
<td valign="middle" align="center">Case 5</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes</td>
<td valign="middle" align="center">yes (0.1 times the Yellow River discharge in 2022)</td>
<td valign="middle" align="center">same as Case 1</td>
<td valign="middle" align="center">same as Case 1</td>
<td valign="middle" align="center">2 years</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In Case 2a, where tide is the only external forcing, the model result indicates that the seasonal variation of tide-induced residual current is small (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7a&#x2013;d</bold>
</xref>). A strong westward current, with a maximum current speed of up to 29.88 cm/s, exists in the narrow area close to the northern strait. In the close south of this structure, an eastward current exists, with a maximum velocity of 3.98 cm/s, stronger in the bottom than in the surface layer. This current structure is likely associated with nonlinear effect near the cape. Weak outward currents can be found in the broad area of the southern strait. Consequently, the tide-induced residual current partly contributes to the flow pattern of &#x201c;north in and south out&#x201d; in the Bohai Strait.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Vertical distribution of monthly averaged <bold>(a-d)</bold> tide-induced residual current from Case 2a, <bold>(e-h)</bold> wind-driven current (barotropic condition) from Case 3 - Case 2b, <bold>(i-l)</bold> wind-driven currents (baroclinic condition) from Case 1 - Case 4 and <bold>(m-p)</bold> density-driven currents from Case 4 - Case 2b in winter, spring, summer and autumn in the Bohai Strait. Positive value indicates eastward outflow, while negative value means westward inflow through the Bohai Strait.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g007.tif"/>
</fig>
<p>The characteristics of wind-driven current under barotropic conditions (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7e&#x2013;h</bold>
</xref>) and baroclinic conditions (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7i&#x2013;l</bold>
</xref>) exhibit notable similarities, with the latter demonstrating a marginally greater intensity. In autumn and winter, the currents flow westward in the northern area and eastward in the southern area of the strait (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7e, h, i, and l</bold>
</xref>). This current structure is influenced by the prevailing northwesterly wind, which facilitates the movement of seawater from the Bohai Sea towards the southern region of the strait. This process subsequently generates an eastward current in the southern section and a compensatory westward current in the northern section of the strait (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2008</xref>). In spring, the current transitions to a two-layer structure, with outflow in the surface layer and inflow in the bottom layer (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7f, j</bold>
</xref>). The magnitude of velocity becomes a little stronger in spring than in winter. In summer, the wind-induced current is relatively weak (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7g, k</bold>
</xref>). The wind-driven current is the strongest in autumn and weakest in summer.</p>
<p>The density-driven current exhibits a more complex structure (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7m&#x2013;p</bold>
</xref>). The current in the northern part of the strait is characterized by a &#x201c;north in and south out&#x201d; flow pattern, which is consistent with <xref ref-type="bibr" rid="B31">Wei et&#xa0;al. (2003)</xref>. Moreover, it is strongest in summer and weakest in autumn. The current in the southern part of the strait is a two-layered structure in all seasons, which is outward in the surface layer and inward in the bottom layer. The outward current is stronger than the inward current and is strongest in summer and weakest in autumn. This current structure should be induced by the horizontal density gradient in the strait.</p>
<p>Consequently, we conclude that the inflow in the narrow area of northern strait is predominantly induced by the tide-induced residual current. The two-layered structure in the southern strait is primarily induced by the density-driven current. The wholly outward flow in the south in autumn is attributed to the wind-driven current.</p>
<p>We also calculate the monthly averaged water exchange flux through the Bohai Strait induced by the four factors (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Compared with the volume fluxes due to other processes, the tide-induced net water flux is small with the largest value of 322 m<sup>3</sup>/s in spring (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8a</bold>
</xref>); the outflow and inflow fluxes are large but with a weak seasonal variation (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8b, c</bold>
</xref>). The net water flux induced by wind-driven current under both barotropic and baroclinic conditions has the largest value (~1.50&#xd7;10<sup>3</sup> m<sup>3</sup>/s and ~1.88&#xd7;10<sup>3</sup> m<sup>3</sup>/s) in autumn. The net water flux induced by density-driven current is significantly stronger in summer (~4.36&#xd7;10<sup>3</sup> m<sup>3</sup>/s) than in other seasons, and it dominates the net water exchange volume in summer. The outflow and inflow fluxes induced by density-driven current are also greatest in summer, and are larger than fluxes induced by other factors. Consequently, the density-driven current in summer is critical to water exchange through the Bohai Strait.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>
<bold>(a)</bold> Net water fluxes (Positive values indicate fluxes flowing eastward out of the Bohai Sea, negative values indicate fluxes flowing westward into the Bohai Sea), <bold>(b)</bold> outflow fluxes and <bold>(c)</bold> inflow fluxes through the Bohai Strait under different forcing conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g008.tif"/>
</fig>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Impact of Yellow River discharge on water exchange through the Bohai Strait</title>
<p>Here, to investigate the response of the Bohai Strait to the Yellow River discharge during the WSRS in 2022, we carried out an additional numerical experiment (Case 5), which uses one tenth of the Yellow River discharge in 2022 but keeps the same other conditions as Case 1. The difference in Yellow River discharge between Case 1 and Case 5 (0.9 times YR discharge, green line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9a</bold>
</xref>) was largest in July, with a maximum difference of 3555 m<sup>3</sup>/s. Case 5 also runs for two years as Case 1.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>
<bold>(a)</bold> Net water flux, <bold>(b)</bold> outflow flux and <bold>(c)</bold> inflow flux through the Bohai Strait in the model result. The blue, red and black dotted lines are for the values of Case 1, Case 5 and the difference between Case 1 and Case 5, respectively. The green line illustrates the difference in YR discharge between Case 1 and Case 5, quantified as 0.9 times the YR discharge.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g009.tif"/>
</fig>
<p>The model result shows that the response of the net water flux through the Bohai Strait (dashed line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9a</bold>
</xref>) is almost synchronous with the variation in the discharge of the Yellow River between Case 1 and Case 5 (green line in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9a</bold>
</xref>). The maximum difference of net flux between these two cases occurs in early July, consistent with that of the Yellow River discharge. However, the response of inflow/outflow is more complicated, and appears to be a combination of synchronous and asynchronous response with the variation of Yellow River discharge (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9b, c</bold>
</xref>). During the first 7 months of year 1, the difference in outflow (and to a less extent inflow) between Case 1 and Case 5 follows the difference in the discharge of the Yellow River (with a maximum in July). After the first 7 months, the difference in outflow/inflow shows a delayed response to the difference in river discharge. The difference in outflow/inflow shows a large increase in December of year 1, and then maintains at a high level with a peak value in March of year 2. In fact, the differences in outflow/inflow in the two years are quite different, suggesting that the differences can be mostly related to baroclinic instead of barotropic dynamics, likely the delayed response to Yellow River discharge.</p>
<p>The synchronous response of the net water flux through the Bohai Strait to the Yellow River discharge can be explained by the variation in the sea surface elevation. The sea surface elevation from the Yellow River mouth to the Bohai Strait is low during low Yellow River discharge period from January to May (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). As the Yellow River discharge increases from late June, the sea surface elevation at the Yellow River mouth rises, and it quickly propagates to the Bohai Strait. Therefore, the immediate response of the net water flux through the Bohai Strait is affected by the barotropic adjustment. This immediate response of the net water flux also appears at the response of inflow/outflow at the Bohai Strait.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Time series of daily sea surface elevation (m) at 20 stations (locations shown by red dots in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>) from the Yellow River mouth to the Bohai Strait in Case 1. The dashed line at No. 15 station indicates the location of Bohai Strait.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g010.tif"/>
</fig>
<p>The lag in the response of inflow/outflow flux through the Bohai Strait to the variation in the discharge from the Yellow River can be explained by the seasonal behavior of the Yellow River plume. As shown in section 3.1, the Yellow River plume extends northeastward in summer (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4g</bold>
</xref>), and turns southward into Laizhou Bay in autumn (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4h</bold>
</xref>). In winter, the low-salinity water arrives at the northeast coast of Laizhou Bay and flows out through the southern Bohai Strait (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4e</bold>
</xref>). According to the variation of inflow/outflow flux difference (dashed lines in <xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9b, c</bold>
</xref>), the low-salinity water starts to arrive at the Bohai Strait in second January, while the accumulated low-salinity water largely arrives in second March. Therefore, we know that it takes ~9 months for the strongest signal of variation in the discharge to arrive at the strait.</p>
<p>This modelled lagged phenomenon is also found in surveys around the Yellow River estuary. Researchers from Yantai Institute of Coastal Zone Research, Chinese Academy of Sciences, carried out field surveys around the Yellow River estuary from May 8-12, June 8-12, July 18&#x2013;22 and November 5&#x2013;11 of 2022, and February 2&#x2013;7 of 2023. Surface salinity was measured at a depth of 2 meters. The spatial distribution of salinity around the Yellow River Estuary was plotted by linear interpolation (<xref ref-type="fig" rid="f11">
<bold>Figures&#xa0;11b&#x2013;f</bold>
</xref>). In May and June, when the Yellow River discharge was relatively low (~500 m<sup>3</sup>/s, <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11a</bold>
</xref>), the Yellow River plume extended northward (<xref ref-type="fig" rid="f11">
<bold>Figures&#xa0;11b, c</bold>
</xref>). In July, as the river discharge increased, a corresponding decrease in salinity was noted around the river mouth, and the low-salinity water flows toward the northeast under the influence of the dominant southeasterly wind in summer (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11d</bold>
</xref>). In November, the low-salinity water extended southward into the Laizhou Bay (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11e</bold>
</xref>), and finally arrived at the southern strait in February (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11f</bold>
</xref>). The salinity at the southern strait is lowest in February, although the Yellow River discharge is not high in February. Due to the lack of observations in January and March, we conclude that the Yellow River water discharged in early July arrived at the southern strait until 8 months later in the following February.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>
<bold>(a)</bold> Daily discharge of the Yellow River from May 2022 to February 2023 and <bold>(b-f)</bold> five observational results of salinity (2 m water depth). The black triangles indicate the observational sites. The dashed line in <bold>(a)</bold> indicates the observational period.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g011.tif"/>
</fig>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Tracer modeling</title>
<p>To further examine this lagged phenomenon, we carried out a tracer numerical experiment. Due to the implementation of the WSRS, the discharge of the Yellow River surged on June 22, 2022. Based on the above model, we released passive tracer at the surface of the Yellow River mouth on June 22 for three days, with the tracer concentration of 1. The advection-diffusion <xref ref-type="disp-formula" rid="eq1">Equation 1</xref> was used to calculate the tracer concentration.</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>N</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:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
<mml:mo>&#xb7;</mml:mo>
<mml:mo>&#x2207;</mml:mo>
<mml:mi mathvariant="normal">N</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mo>&#x2202;</mml:mo>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>N</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>z</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where N represents the tracer concentration, t means the time, <inline-formula>
<mml:math display="inline" id="im3">
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:math>
</inline-formula> is the velocity, <inline-formula>
<mml:math display="inline" id="im4">
<mml:mrow>
<mml:msub>
<mml:mi>K</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the vertical turbulent mixing coefficient, and <inline-formula>
<mml:math display="inline" id="im5">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>N</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the horizontal diffusion term. The tracer was modelled for one year.</p>
<p>The model result shows that the tracer concentration in the strait is close to zero in July and August (<xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12a, b</bold>
</xref>), indicating that tracer has not yet reached the Bohai Strait. Little tracer arrives at the southern channel from September to November (<xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12c&#x2013;e</bold>
</xref>). The highest tracer concentration is found in the southern channel in December and the following January (<xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12f, g</bold>
</xref>), indicating that the tracer flows out through the southern Bohai Strait at this time. After that, the tracer concentration gradually decreases (<xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12h&#x2013;l</bold>
</xref>).</p>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Vertical distribution of monthly averaged tracer concentration in the Bohai Strait during one year <bold>(a-l)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g012.tif"/>
</fig>
<p>Time series of tracer concentrations at 24 stations from the Yellow River mouth to the strait (red triangles in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>) show that the tracer is concentrated at stations 1&#x2013;4 in July and August (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>). In September, tracer concentrations at stations 5&#x2013;10 increase rapidly, indicating that tracer is moving along the coast of Laizhou Bay. The highest tracer concentrations in the Bohai Strait (No. 18) appear in December and January of the following year. A large amount of tracer arrives at the Bohai Strait, coinciding with the outflow volume increase in January (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9b</bold>
</xref>). Due to the short releasing duration (3 days), the tracer concentration does not show a second peak in March as that of outflow flux. Consequently, it can be concluded that the influence of the Yellow River discharge on the density-driven current through the Bohai Strait lags the discharge by ~7 months.</p>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Time series of tracer concentration at 24 stations along the coast from the Yellow River mouth to the Bohai Strait (No. 18 station) during the modelled period.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1512318-g013.tif"/>
</fig>
</sec>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>In this study, we analyzed the residual current structure in the Bohai Strait and found that the general circulation pattern in the Bohai Strait is the inflow in the northern channel and a two-layer current in the southern channel, with strong outflow in the surface layer and weak inflow in the bottom layer. The inflow in the northern strait is induced by the tide-induced residual current, which exhibits little seasonal variation. The two-layered structure in the southern strait is generated by the density-driven current, which is strongest in summer. The increase in the Yellow River discharge during summer is a significant factor in enhancing the density-driven current. Although the net water flux through the Bohai Strait is synchronous with the variation in the discharge of the Yellow River, the response of inflow/outflow water flux is a combination of synchronous and asynchronous responses to the discharge. The asynchronous response can have a time lag of about 9 months. The synchronous response is induced by the barotropic effect, while the asynchronous response is mainly due to the baroclinic effect of Yellow River discharge. The field observations of salinity and the passive tracer numerical experiments confirmed the delay of 7&#x2013;9 months.</p>
</sec>
</body>
<back>
<sec id="s6" 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="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>DW: Writing &#x2013; original draft. XY: Writing &#x2013; review &amp; editing. XG: Writing &#x2013; review &amp; editing. YW: Writing &#x2013; review &amp; editing. HG: Writing &#x2013; review &amp; editing. TZ: Writing &#x2013; review &amp; editing. JT: Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the National Natural Science Foundation of China (42276010; 42149301, NORC2022-304). Y. Wang was supported by Study on big data assimilation and fusion analysis model of super-resolution marine environment funded by the National Key Research and Development Program of China (No. 2021YFF0704002). X. Guo was supported by a Grant-in-Aid for Scientific Research (MEXT KAKENHI, grant number: 22H05206). This study was also partly supported by the Ministry of Education, Culture, Sports, Science and Technology, Japan (MEXT) to a project on Joint Usage/Research Center&#x2013;Leading Academia in Marine and Environment Pollution Research (Lamer).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors sincerely thank the two reviewers for their helpful suggestions on the original manuscript.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="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>
</sec>
<sec id="s11" 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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