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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.2024.1478811</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>Wind-driven nearshore overturning currents off the northeastern Shandong Peninsula in the Yellow Sea in winter</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Luoyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhai</surname>
<given-names>Fangguo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Zizhou</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2369656"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gu</surname>
<given-names>Yanzhen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Wenfan</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2821216"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Peiliang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Jianying</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Ding</surname>
<given-names>Jinqiang</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Liyuan</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>College of Oceanic and Atmospheric Sciences, Ocean University of China</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Physical Oceanography and Remote Sensing, Ocean College, Zhejiang University</institution>, <addr-line>Zhoushan</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Hainan Institute, Zhejiang University</institution>, <addr-line>Sanya</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Hainan Observation and Research Station of Ecological Environment and Fishery Resource in Yazhou Bay</institution>, <addr-line>Sanya</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Marine Science Satellite Engineering Department, Laoshan Laboratory</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Virginia Institute of Marine Science, William &amp; Mary</institution>, <addr-line>Gloucester Point, VA</addr-line>, <country>United States</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Information Department, Shandong Fisheries Development and Resources Conservation Center</institution>, <addr-line>Yantai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: &#x15e;&#xfc;kr&#xfc; Be&#x15f;iktepe, Dokuz Eyl&#xfc;l University, T&#xfc;rkiye</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Han Zhang, Ministry of Natural Resources, China</p>
<p>Tien Anh Tran, Seoul National University, Republic of Korea</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Fangguo Zhai, <email xlink:href="mailto:gfzhai@ouc.edu.cn">gfzhai@ouc.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1478811</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Hu, Zhai, Liu, Gu, Wu, Li, Liu, Ding and Sun</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Hu, Zhai, Liu, Gu, Wu, Li, Liu, Ding and Sun</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</title>
<p>The nearshore sea off the northeastern Shandong Peninsula is characterized by intensive mariculture, whose ecosystem is involved in the large marine ecosystem of the Yellow Sea. However, ocean currents in this area are poorly explored. Observations suggested overturning currents were robust phenomena in winter in this area.</p>
</sec>
<sec>
<title>Methods</title>
<p>Numerical simulations and experiments were used to investigate the mechanisms of overturning currents.</p>
</sec>
<sec>
<title>Results</title>
<p>There were two classes of wind-driven overturning currents. One consisted of surface southeastward currents, nearshore downwelling currents, and bottom northeastward currents. The other consisted of surface northeastward currents, nearshore upwelling currents, and bottom southwestward currents.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The underlying dynamics involved local wind forcing and propagation of coastal trapped waves (CTWs). Northwesterly winds in the Bohai Sea and North Yellow Sea drove surface southward currents and converged water toward coastline off the northeastern Shandong Peninsula, generating nearshore sea level rising. The resultant southward sea level slope drove nearshore bottom northward currents. Meanwhile, high sea level in the southern part of Bohai Sea and North Yellow Sea also propagated as CTWs clockwise around the Shandong Peninsula, which further enhanced nearshore bottom northward currents and caused eastward currents in the entire water column off the northeastern Shandong Peninsula. Southwesterly winds in the Bohai Sea and North Yellow Sea drove surface northward currents, generating nearshore sea level dropping off the northeastern Shandong Peninsula. The resultant northward sea level slope caused bottom southward currents. Meanwhile, the southwesterly winds caused CTWs with low sea level in the south part of the Bohai Sea and Yellow Sea. The northward sea level slope of CTWs enhanced nearshore bottom southwestward currents. The current study emphasized winds in winter drove not only local currents but also propagation of CTWs in the Bohai Sea and North Yellow Sea. The sea level slope of CTWs regulated surface and bottom Ekman layers driven by local winds.</p>
</sec>
</abstract>
<kwd-group>
<kwd>shelf sea dynamics</kwd>
<kwd>coastal overturning currents</kwd>
<kwd>submarine real-time observation</kwd>
<kwd>Yellow Sea</kwd>
<kwd>coastal trapped waves</kwd>
</kwd-group>
<counts>
<fig-count count="15"/>
<table-count count="1"/>
<equation-count count="5"/>
<ref-count count="46"/>
<page-count count="20"/>
<word-count count="9711"/>
</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>Wind-driven currents are a common phenomenon in the nearshore sea with shallow waters. Previous studies have shown that along-shelf and cross-shelf winds generate nearshore overturning currents (<xref ref-type="bibr" rid="B1">Austin and Lentz, 2002</xref>; <xref ref-type="bibr" rid="B27">Tilburg, 2003</xref>). When downwelling-favorite winds prevail, onshore currents occur at sea surface with water converged in the nearshore area. This results in nearshore sea level rising and downwelling currents. Nearshore high sea level drives bottom offshore currents. When upwelling-favorite winds prevail, there are surface offshore currents, bottom onshore currents, and nearshore upwelling currents with nearshore low sea level. The aforementioned wind-driven overturning currents result in vertical displacements and cross-shelf exchange (<xref ref-type="bibr" rid="B1">Austin and Lentz, 2002</xref>; <xref ref-type="bibr" rid="B27">Tilburg, 2003</xref>; <xref ref-type="bibr" rid="B14">Lentz and Fewings, 2011</xref>; <xref ref-type="bibr" rid="B13">K&#xe4;mpf, 2017</xref>). The cross-shelf exchange of water masses is important for transporting nutrients and low-oxygen water masses between the shore and the open ocean (<xref ref-type="bibr" rid="B7">Garland et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B8">Grantham et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B14">Lentz and Fewings, 2011</xref>).</p>
<p>As one of the important shelf seas of the western Pacific Ocean, the Yellow Sea is located between the northern China and the Korean Peninsula, connecting with the Bohai Sea to the northwest and the East China Sea to the south (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). It has an average depth of approximately 44 m, with a deep trough in the central area extending northward to the Bohai Sea. Each year a large amount of freshwater and high nutrient loads from China and the Korean Peninsula are carried into the Bohai Sea and Yellow Sea by rivers, atmospheric depositions, wastewater discharges, and mariculture (<xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2003</xref>, <xref ref-type="bibr" rid="B30">2019</xref>; <xref ref-type="bibr" rid="B41">Zhai et&#xa0;al., 2021a</xref>; <xref ref-type="bibr" rid="B34">Wu et&#xa0;al., 2023a</xref>). This results in a thriving marine ecosystem in the Yellow Sea, which is one of the most important large marine ecosystems in the world and makes great contributions to the socioeconomic development of China, North Korea, and South Korea (<xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Zhai et&#xa0;al., 2020a</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Climatological winter mean 2-m air temperature (&#xb0;C; color) and 10-m wind vectors (m s<sup>&#x2212;1</sup>; arrows) over the East Asia and adjacent seas. The red rectangle denotes the model domain in the current study. <bold>(B)</bold> Water depth (m) of the model domain in Bohai Sea and Yellow Sea. The red rectangle denotes the northeastern coastal oceans of the Shandong Peninsula. <bold>(C)</bold> Water depth (m) in northeastern coastal oceans of the Shandong Peninsula. The magenta rectangle denotes the study area east of the Yangma Island in this paper. The red triangle marks the submarine cable real-time observation site in the Yutai marine ranching area (MR). Thick arrows in <bold>(A, B)</bold> denote major currents in the East China Sea, Yellow Sea and Bohai Sea in winter: Kuroshio Current (KC), Yellow Sea Warm Current (YSWC), Yellow Sea Coastal Current (YSCC), Korean Coastal Current (KCC), Lubei Coastal Current (LBCC) and Bohai Coastal Current (BCC).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g001.tif"/>
</fig>
<p>Ocean currents and water masses in the Yellow Sea are predominantly forced by the East Asian Monsoon system, land-sourced river runoffs, and Kuroshio Current originating from the large-scale circulation in the Pacific Ocean (<xref ref-type="bibr" rid="B22">Qu et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B24">Su, 2001</xref>; <xref ref-type="bibr" rid="B36">Zhai and Hu, 2013</xref>; <xref ref-type="bibr" rid="B40">Zhai et&#xa0;al., 2014</xref>). The spatiotemporal variations in the large-scale ocean circulation in the Yellow Sea have been well established by previous studies (<xref ref-type="bibr" rid="B24">Su, 2001</xref>). In winter, prevailing northerly/northwesterly monsoon winds form and maintain southward cold currents in coastal oceans, such as the Lubei Coastal Current, Yellow Sea Coastal Current, and Korean Coastal Current. Consequently, the Yellow Sea Warm Current (YSWC) in the central area occurs as a compensation (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="bibr" rid="B24">Su, 2001</xref>). Waters are mixed well from surface to bottom in the majority of the Yellow Sea. Significant thermocline subsequently develops in spring, peaks in summer, and decays in autumn. In summer, the Yellow Sea features a strong thermocline and a large volume of cold water in the deep layer of the central area (<xref ref-type="bibr" rid="B44">Zhang et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B16">Li et&#xa0;al., 2024</xref>). In the current study, seasons are those for the Northern Hemisphere, with winter referring to December-February, spring referring to March-May, summer referring to June-August, and autumn referring to September-November.</p>
<p>In winter, strong northerly monsoon drives YSWC in the central area of the Yellow Sea and Lubei Coastal Current (LBCC) off the northeastern Shandong Peninsula. One of the mechanisms of YSWC is the wind-driven barotropic current in the basin with a trough. <xref ref-type="bibr" rid="B4">Csanady (1973)</xref> developed wind forcing barotropic model with arbitrary topography and long basin to study circulations in similar bathymetries. Wind-driven barotropic models propose that YSWC is upwind current (<xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B26">Takahashi et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B17">Lin and Yang, 2011</xref>). In all models, there are currents downwind in shallow areas and upwind in deep trough (<xref ref-type="bibr" rid="B4">Csanady, 1973</xref>; <xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B26">Takahashi et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B17">Lin and Yang, 2011</xref>). The upwind currents last only for a few days as the two gyres evolve and propagate as topographic waves (<xref ref-type="bibr" rid="B17">Lin and Yang, 2011</xref>). Observations also confirm the circulations (<xref ref-type="bibr" rid="B10">Hsueh, 1988</xref>; <xref ref-type="bibr" rid="B18">Lin et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B21">Qu et&#xa0;al., 2018</xref>). Winds in the Bohai Sea and North Yellow Sea in winter show very strong synoptic variations in the north&#x2010;south direction with a period of less than one week, generating CTWs (<xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B15">Li and Huang, 2019</xref>). CTWs in the north Yellow Sea moved clockwise around the Shandong Peninsula (<xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B15">Li and Huang, 2019</xref>). Kelvin wave is the dominated component of CTWs in the Yellow Sea (<xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B15">Li and Huang, 2019</xref>). Meanwhile, the sea level slope of CTWs generates currents energetic with periods of 2&#x2013;5 days (<xref ref-type="bibr" rid="B15">Li and Huang, 2019</xref>). The currents are in quasi-geostrophic balance with the cross-shelf pressure gradient (<xref ref-type="bibr" rid="B28">Wang et&#xa0;al., 2020</xref>). One branch of YSWC flows into Bohai and turns anticlockwise, then flows eastward off the northeastern Shandong Peninsula (<xref ref-type="bibr" rid="B25">Su and Yuan, 2005</xref>). <xref ref-type="bibr" rid="B46">Zheng et&#xa0;al. (2021)</xref> indicate that LBCC increases with the increasing northerly wind, and barotropic pressure gradient is the dominant driving force.</p>
<p>Spatiotemporal variations in the three-dimensional nearshore circulation in the Yellow Sea are still poorly understood. Note that nearshore waters of the Yellow Sea are with intensive mariculture and marine ranching, which are greatly influenced by both large-scale and regional ocean circulation systems (<xref ref-type="bibr" rid="B39">Zhai et&#xa0;al., 2021b</xref>; <xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2023b</xref>). Among them, the northeastern nearshore waters of the Shandong Peninsula are mainly farmed for precious seafood, such as sea cucumbers, abalones, and scallops, which are less mobile and therefore are more vulnerable to changes in ocean currents and water masses (<xref ref-type="bibr" rid="B35">Zhai et&#xa0;al., 2020a</xref>). Recently, submarine cable real-time observations indicated that there were possibly overturning currents in the northeastern nearshore waters of the Shandong Peninsula in winter (magenta rectangle in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>; <xref ref-type="bibr" rid="B12">Hu et&#xa0;al., 2021</xref>). Strong overturning currents could further affect the winter thermal structure and thus seasonal changes of the marine ecosystem in the marine ranching areas (<xref ref-type="bibr" rid="B38">Zhai et&#xa0;al., 2021c</xref>).</p>
<p>Based on high-resolution numerical simulations and experiments, the current study aimed to document the spatiotemporal variations in nearshore overturning currents off the northeastern Shandong Peninsula and clarify the underlying dynamics. The current study enriches the nearshore hydrodynamics and is helpful for further studies and predictions of the nearshore marine ecosystem. The rest of the paper is structured as follows: Section 2 describes the data, numerical model, and methods. Section 3 presents the characteristics of wind-driven overturning currents by composite analysis. In section 4, the primarily impact factors of currents in all events are firstly researched. Then dynamics in the typical events are investigated. Idealized conceptual experiments were used to illustrate that the dynamic processes are the primary and robust processes, even though winds were changed. Section 5 gives a summary of the current study.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Observations, numerical model and methodology</title>
<sec id="s2_1">
<label>2.1</label>
<title>Observations</title>
<p>As shown by the magenta rectangle in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>, the study area is located to the east of Sishili Bay in the northeastern coastal waters of the Shandong Peninsula. In this region, the topography is basically flat in most offshore areas with water depth being approximately 20.0 m and is sloping approaching the shoreline. The shoreline is roughly zonal. To better understand current variations in the northeastern nearshore waters of the Shandong Peninsula, we used observations obtained from the submarine cable real-time observation system (SCROS) in the Yutai marine ranching area (MR; 121.93&#xb0;E, 37.47&#xb0;N, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The SCROS was located at the sea bottom and was approximately 1.6 km away from the shoreline (<xref ref-type="bibr" rid="B35">Zhai et&#xa0;al., 2020a</xref>). The SCROS was equipped with a HydroCAT conductivity-temperature-depth-oxygen recorder and an acoustic Doppler current profiler. The conductivity-temperature-depth-oxygen recorder and acoustic Doppler current profiler were at distances of approximately 20 cm and 60 cm vertically away from the sea bottom. The SCROS continuously measured the bottom layer temperature, salinity, depth, and profiles of current speed and direction. The SCROS also transmitted data in a real-time mode (<xref ref-type="bibr" rid="B37">Zhai et&#xa0;al., 2020b</xref>, <xref ref-type="bibr" rid="B39">2021b</xref>). Current profiles had a vertical sampling interval of 1.0 m, and the deepest layer was at approximately 1.0 m vertically away from the sea bottom. The SCROS observations lasted two winters of 2019/2020 (December 1, 2019 to February 29, 2020) and 2020/2021 (December 1, 2020 to February 28, 2021). The time intervals were 10 minutes for the conductivity-temperature-depth-oxygen observations and 1 hour for the acoustic Doppler current profiler observations.</p>
<p>In addition, we also used two kinds of satellite-observed sea surface temperature (SST) data sets to validate the model simulations. One data set was the level 4 high-resolution daily SST produced by the operational SST and sea ice analysis system (OSTIA; <xref ref-type="bibr" rid="B5">Donlon et&#xa0;al., 2012</xref>). The OSTIA data set was generated through merging satellite observations and field observations using the optimum interpolation method. It is available from April 2006 to the present and over the global ocean with a horizontal resolution of 0.05&#xb0;. The other data set was the daily Multi-scale Ultra-high Resolution SST (MURSST; <xref ref-type="bibr" rid="B3">Chin et&#xa0;al., 2017</xref>). The MURSST data set was generated through merging field observations and three types of satellite observations using a meshless multi-scale interpolation method (<xref ref-type="bibr" rid="B3">Chin et&#xa0;al., 2017</xref>). The satellite observations included infrared SST retrievals at a high resolution of approximately 1 km, radiometer SST retrievals at a medium resolution of approximately 4&#x2212;8.8 km, and microwave SST retrievals at a nominal resolution of 25 km. The MURSST data set is available from June 2002 to the present and over the global ocean with a horizontal resolution of 0.01&#xb0;.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Numerical model configurations and methodology</title>
<p>In the current study, we adopted the Semi-implicit Cross-scale Hydroscience Integrated System Model (SCHISM; <xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2016</xref>). SCHISM is an open-source community-supported modeling system designed for seamless simulations of three-dimensional baroclinic circulations across creek-lake-river-estuary-shelf-ocean scales. It uses unstructured mixed triangular/quadrangular grid in the horizontal dimension and Localized Sigma Coordinates with Shaved Cell (<xref ref-type="bibr" rid="B42">Zhang et&#xa0;al., 2015</xref>) in the vertical dimension. Utilizing semi-implicit time-stepping, SCHISM can be implemented with remarkably high spatial resolutions and free from the Courant-Friedrichs-Lewy constraints, and thus has high numerical efficiency in coastal applications. SCHISM has been successfully applied in understanding the three-dimensional circulation and its effects on coastal marine ecosystem in the Bohai Sea in summer (<xref ref-type="bibr" rid="B32">Wu et&#xa0;al., 2023b</xref>, <xref ref-type="bibr" rid="B33">2023c</xref>).</p>
<p>As shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>, the model domain covered the Bohai Sea and Yellow Sea north of 36&#xb0;N. The horizontal unstructured grid was generated with the OceanMesh2D package (<xref ref-type="bibr" rid="B23">Roberts et&#xa0;al., 2019</xref>) and included 42290 elements and 22337 nodes. Model grids were depth-dependent and had finer resolutions in shallow/coastal waters than in deep/open oceans. The horizontal resolutions generally ranged from 8.0 km in the deep ocean to approximately 2.0 km in coastal oceans. In the study area (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>), model grids were further refined, with horizontal resolutions ranging from 1.0 km in offshore waters to approximately 0.6 km in nearshore waters. The number of vertical layers decreased from 26 in the deep waters to 20 in the shallow waters.</p>
<p>The model topography was interpolated from the 1 arc-minute global relief model of Earth&#x2019;s surface and corrected by a regional nautical chart data set. The simulation period was from November 2018 to March 2021. The atmospheric forcing variables were derived from the fifth-generation atmospheric reanalysis of the global climate produced by the European Center for Medium-Range Weather Forecasts (ERA5; <xref ref-type="bibr" rid="B9">Hersbach et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B31">Wu et&#xa0;al., 2020</xref>) and included hourly 10-m wind vectors, surface heat fluxes, and surface freshwater fluxes. ERA5 variables are available from January 1940 to the present with a horizontal resolution of 0.25&#xb0;. Initial values of water temperature, salinity, and sea surface height (SSH) were interpolated from the global HYbrid Coordinate Ocean Model reanalysis data set. Daily water temperature, salinity, SSH, and current vectors at the open boundary (36&#xb0;N) were also interpolated from the HYbrid Coordinate Ocean Model reanalysis data set. HYbrid Coordinate Ocean Model variables were available from January 1994 to the present with a horizontal resolution of 0.08&#xb0;. Eight major tidal components, including S<sub>2</sub>, M<sub>2</sub>, N<sub>2</sub>, K<sub>2</sub>, K<sub>1</sub>, P<sub>1</sub>, O<sub>1,</sub> and Q<sub>1</sub> obtained from FES2014 (<xref ref-type="bibr" rid="B20">Lyard et&#xa0;al., 2021</xref>), were used in the model.</p>
<p>Because nearshore currents were strong daily variations and sea surface winds were complex synoptic variable in the Bohai Sea and North Yellow Sea in winter, conceptual experiments were adapted to better illustrate dynamic processes of two-layer overturning currents. Because winds and sea level slope of CTWs were primarily impact factors in all events shown in the below section, experiments with idealized winds focused on ocean currents driven by local winds and by the propagation of CTWs in the Bohai Sea and North Yellow Sea were adapted. We used the wind forcing barotropic model according to the previous study (<xref ref-type="bibr" rid="B11">Hsueh and Pang, 1989</xref>; <xref ref-type="bibr" rid="B26">Takahashi et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B17">Lin and Yang, 2011</xref>). Model domain and grid in experiments were the same as those in the simulation aforementioned. Sea water temperature and salinity were constant. Water flux was zero at the open boundary. Tide and river variables were ignored. Atmospheric forcing was only composed of sea surface winds.</p>
<p>Three series of experiments with idealized sea surface winds were considered. Firstly, model domain was divided into four regions (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). In each experiment, sea surface winds were set to 0 except winds in the selected region. These experiments were conducted to check whether the two-layer overturning currents were driven by local winds in the study area or the propagation of CTWs around the Shandong Peninsula. Then, we changed directions of sea surface winds. These experiments were conducted to check that propagations of CTWs were robust phenomena in the Bohai Sea and North Yellow Sea, no matter where sea surface winds blew. Finally, the evolutions of ocean currents in the study area were explored, including local wind-driven currents, currents driven by the propagation of CTWs, and currents driven by local winds and the propagation of CTWs.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Model domain of experiments. R1-R4 represented four regions and R1 was the study area. Sea surface winds were set to 0 except the selected region in each experiment. <bold>(B)</bold> Zonal component (blue line; m s<sup>&#x2212;1</sup>) and meridional component (black line; m s<sup>&#x2212;1</sup>) of surface winds in control run. Three time (t<sub>1/2</sub>, t<sub>1,</sub> t<sub>3/2</sub>) equally divided the period of southerly winds. Three time (t<sub>5/2</sub>, t<sub>3,</sub> t<sub>7/2</sub>) equally divided the period of northerly winds. <bold>(C)</bold> Surface wind speed in Case I in experiments. <bold>(D)</bold> Surface wind speed in Case II in experiments. Magnitude of wind speeds in Case I and Case II were same as contemporary meridional winds in control run.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g002.tif"/>
</fig>
<p>Note that there were strong northerly winds and weak southerly winds in the Bohai Sea and North Yellow Sea in winter. Sea surface winds set up in the control run were as follows:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.25</mml:mn>
<mml:mo>+</mml:mo>
<mml:mn>6.25</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>&#x3c0;</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>t</mml:mi>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&lt;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>o</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>4</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>d</italic> represented one day. <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> were zonal and meridional components of the 10 m wind (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). We choose three times (t<sub>1/2</sub>, t<sub>1,</sub> t<sub>3/2</sub>), which equally divided the period of southerly winds. Three times (t<sub>5/2</sub>, t<sub>3,</sub> t<sub>7/2</sub>) equally divided the period of northerly winds. Note that sea surface winds were spatially constant in the wind zone. Sea surface wind speeds in Case I were setup as:</p>
<disp-formula id="eq2">
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.25</mml:mn>
<mml:mo>+</mml:mo>
<mml:mn>6.25</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>&#x3c0;</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>t</mml:mi>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&lt;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&lt;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>d</italic> represented one day and <italic>u</italic> represented sea surface wind speed (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>). Sea surface wind speed in Case II were set as:</p>
<disp-formula id="eq3">
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mrow>
<mml:mo>{</mml:mo>
<mml:mrow>
<mml:mtable>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mn>0</mml:mn>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&lt;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1.25</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>6.25</mml:mn>
<mml:mi>s</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mfrac>
<mml:mi>&#x3c0;</mml:mi>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mi>t</mml:mi>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>&#x3c9;</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mo>&#x2264;</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&lt;</mml:mo>
<mml:mn>4</mml:mn>
<mml:mi>d</mml:mi>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mrow>
<mml:mi>u</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>d</italic> represented one day and <italic>u</italic> represented wind speed (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2D</bold>
</xref>). The list of information about three series of experiments were provided in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Setup for three series of experiments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Experiment series</th>
<th valign="top" rowspan="2" align="left">Acronym</th>
<th valign="top" colspan="2" align="left">The region where winds are available</th>
<th valign="top" colspan="2" align="left">Wind speed</th>
<th valign="top" colspan="2" align="left">Wind direction</th>
</tr>
<tr>
<th valign="top" align="left">0~t<sub>2</sub>
</th>
<th valign="top" align="left">t<sub>2</sub>~t<sub>4</sub>
</th>
<th valign="top" align="left">0~t<sub>2</sub>
</th>
<th valign="top" align="left">t<sub>2</sub>~t<sub>4</sub>
</th>
<th valign="top" align="left">0~t<sub>2</sub>
</th>
<th valign="top" align="left">t<sub>2</sub>~t<sub>4</sub>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="8" align="left">a</td>
<td valign="top" align="left">Expa1</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa2</td>
<td valign="top" align="left">R2</td>
<td valign="top" align="left">R2</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa3</td>
<td valign="top" align="left">R3</td>
<td valign="top" align="left">R3</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa4</td>
<td valign="top" align="left">R4</td>
<td valign="top" align="left">R4</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa5</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Southerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa6</td>
<td valign="top" align="left">R2</td>
<td valign="top" align="left">R2</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Southerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa7</td>
<td valign="top" align="left">R3</td>
<td valign="top" align="left">R3</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Southerly</td>
</tr>
<tr>
<td valign="top" align="left">Expa8</td>
<td valign="top" align="left">R4</td>
<td valign="top" align="left">R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Southerly</td>
</tr>
<tr>
<td valign="top" rowspan="8" align="left">b</td>
<td valign="top" align="left">Expb1</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">0</td>
</tr>
<tr>
<td valign="top" align="left">Expb2</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Easterly</td>
<td valign="top" align="left">0</td>
</tr>
<tr>
<td valign="top" align="left">Expb3</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">0</td>
</tr>
<tr>
<td valign="top" align="left">Expb4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">Westerly</td>
<td valign="top" align="left">0</td>
</tr>
<tr>
<td valign="top" align="left">Expb5</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expb6</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Easterly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expb7</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Northerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expb8</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Westerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" rowspan="3" align="left">c</td>
<td valign="top" align="left">Expc1</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">R1</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expc2</td>
<td valign="top" align="left">R2, R3, R4</td>
<td valign="top" align="left">R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
<tr>
<td valign="top" align="left">Expc3</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">R1, R2, R3, R4</td>
<td valign="top" align="left">Case I</td>
<td valign="top" align="left">Case II</td>
<td valign="top" align="left">Southerly</td>
<td valign="top" align="left">Northerly</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The second row was the period when surface winds were available, as shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Performance of the model simulation was validated with observations using three statistical parameters, which were simultaneous linear correlation coefficient (<italic>R</italic>), mean absolute bias (<italic>MAB</italic>), and root mean square error (<italic>RMSE</italic>). For time series or space maps of <italic>X</italic> and <italic>Y</italic>, <inline-formula>
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</inline-formula> denoted the time mean. Simultaneous linear correlation coefficients were all significant above the 95% confidence level unless otherwise specified.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Nearshore overturning currents</title>
<sec id="s3_1">
<label>3.1</label>
<title>Model validation</title>
<p>Model results were evaluated with the satellite observations, atmospheric reanalysis, and SCROS observation. As shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, climatological winter mean SST in the model simulation showed high spatial correlations with those in the OSTIA (<italic>R</italic>=0.90), ERA5 (<italic>R</italic>=0.91) and MUSST (<italic>R</italic>=0.89). All four products clearly showed a warm tongue extending northward in the central area and cold waters in the coastal areas in the Yellow Sea in winter (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A&#x2013;C</bold>
</xref>). In the majority of the study area, SSTs in the model simulation showed high correlation coefficients (&gt;0.9), low mean absolute biases (&lt;1.0&#xb0;C), and low root mean square errors (&lt;1.0&#xb0;C) with those in the other three ocean products (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3D&#x2013;L</bold>
</xref>). Relatively large mean absolute biases and root mean square errors mainly occurred in the nearshore areas, possibly due to that both the model simulation and satellite observations contained certain errors in such shallow waters near the land. However, we noted that both mean absolute biases and root mean square errors were much smaller in the northeastern coastal waters of the Shandong Peninsula and Qinhuangdao than in other coastal waters of the Bohai Sea and Yellow Sea. This finding indicated that model-simulated SSTs agreed with satellite-observed SSTs and ERA5-reanalyzed SSTs in both magnitudes and spatiotemporal variations in the study area.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Comparison of daily SST (&#xb0;C) in the model simulation with those in OSTIA, ERA5 and MURSST in the Bohai Sea and Yellow Sea in winters of 2019&#x2212;2021. Climatological winter mean SST in <bold>(A)</bold> OSTIA, <bold>(B)</bold> ERA5 and <bold>(C)</bold> MURSST. Simultaneous linear correlation coefficients of daily SST in the model simulation with those in <bold>(D)</bold> OSTIA, <bold>(E)</bold> ERA5 and <bold>(F)</bold> MURSST. Mean absolute biases (&#xb0;C) of daily SST in the model simulation with those in <bold>(G)</bold> OSTIA, <bold>(H)</bold> ERA5 and <bold>(I)</bold> MURSST. Root mean square error (&#xb0;C) of daily SST in the model simulation with those in <bold>(J)</bold> OSTIA, <bold>(K)</bold> ERA5 and <bold>(L)</bold> MURSST.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g003.tif"/>
</fig>
<p>During the observation period, the SCROS stayed at the sea bottom. Therefore, the observed water depth variations were equivalent to SSH variations. In the current study, we calculated SSH anomaly (SSHA) as water depth minus its time mean with the SRCOS observation and as SSH minus its time mean with the model simulation. In the study area, hourly SSHA was dominated by tidal variations (<xref ref-type="bibr" rid="B2">Chen et&#xa0;al., 2019</xref>). As shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, hourly (daily) SSHA in the model simulation had a <italic>R</italic>=0.77 (0.88), <italic>MAB</italic>=0.30 m (0.07 m), and <italic>RMSE</italic>=0.35 m (0.09 m) with those in the SCROS observation. This finding indicated that both hourly and daily SSHAs in the model simulation agreed with those in the SCROS observation.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<bold>(A)</bold> Hourly sea surface height anomaly (SSHA; m) from SCROS observation (black line) and model simulation (red line) in the Yutai marine ranching area off the northeastern Shandong Peninsula. The three numbers indicate simultaneous linear correlation coefficient (<italic>R</italic>), mean absolute bias (<italic>MAB</italic>; m) and root mean square error (<italic>RMSE</italic>; m) between the time series. <bold>(B)</bold> Same as <bold>(A)</bold> but for daily SSHA (m).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g004.tif"/>
</fig>
<p>The model-simulated tidal currents agreed with the SCROS-observed tidal currents. <xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A&#x2013;D</bold>
</xref> further compared the daily currents in the SCROS observation and model simulation. Overall, model-simulated daily currents agreed with observed daily currents in temporal variations, with simultaneous linear correlation coefficients ranging 0.56&#x2212;0.74 for zonal currents and 0.50&#x2212;0.76 for meridional currents. Zonal currents mostly had the same sign throughout the water column, but their speeds basically decreased from surface to bottom. On the contrary, meridional currents generally had a two-layer overturning structure, with opposite signs in the upper and lower layers (<xref ref-type="bibr" rid="B12">Hu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B38">Zhai et&#xa0;al., 2021c</xref>). Model-simulated meridional currents mostly agreed with observed meridional currents in magnitude throughout the water column except in the surface layer where the model results were much smaller than the observations. The discrepancy between the simulated and observed surface meridional currents was possibly because that the model was unable to well resolve the surface current variations at the SCROS site which was so close to the shoreline (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Comparisons of daily ocean currents (m s<sup>&#x2212;1</sup>) in the observation and model simulation in the Yutai marine ranching area in winters of 2019/2020 and 2020/2021. <bold>(A)</bold> Daily profiles of zonal velocity in the observation. <bold>(B)</bold> Daily profiles of zonal velocity in the model simulation. <bold>(C)</bold> Daily profiles of meridional velocity in the observation. <bold>(D)</bold> Daily profiles of meridional velocity in the model simulation. <bold>(E)</bold> Daily surface zonal velocity in the observation and model simulation. <bold>(F)</bold> Daily bottom zonal velocity in the observation and model simulation. <bold>(G)</bold> Daily surface meridional velocity in the observation and model simulation. The model-simulated meridional velocity was multiplied by 10.15 for clarity. <bold>(H)</bold> Daily bottom meridional velocity in the observation and model simulation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E&#x2013;H</bold>
</xref> presented the daily time series of surface and bottom currents in the model simulation and SCROS observation. In the surface layer, the simulated and observed zonal (meridional) currents had <italic>R</italic>=0.74 (0.75), <italic>MAB</italic>=0.06 m s<sup>&#x2212;1</sup> (0.09 m s<sup>&#x2212;1</sup>), and <italic>RMSE</italic>=0.08 m s<sup>&#x2212;1</sup> (0.12 m s<sup>&#x2212;1</sup>). In the bottom layer, the simulated and observed zonal (meridional) currents had <italic>R</italic>=0.56 (0.75), <italic>MAB</italic>=0.01 m s<sup>&#x2212;1</sup> (0.01 m s<sup>&#x2212;1</sup>), and <italic>RMSE</italic>=0.02 m s<sup>&#x2212;1</sup> (0.01 m s<sup>&#x2212;1</sup>).</p>
<p>Based on the above comparisons, we could conclude that the model simulation was reliable in examining the nearshore circulation dynamics off the northeastern Shandong Peninsula in the Yellow Sea in winter.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Composite analysis</title>
<p>As shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, there were strong daily variations in ocean currents in the Yutai marine ranching area off the northeastern Shandong Peninsula. In the following, days with surface meridional currents in the Yutai marine ranching area being smaller than &#x2212;0.71 m s<sup>&#x2212;1</sup> were defined as Period I, while those with surface meridional currents in the Yutai marine ranching area being larger than 0.56 m s<sup>&#x2212;1</sup> were defined as Period II. <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> presented the composite maps of SSH and current vectors during Period I and Period II to examine the three-dimensional structure of overturning currents in the study area. As shown in the figure, ocean currents basically decreased approaching the shoreline but their directions were quite different in the surface and bottom layers in both periods. In Period I, SSH basically increased approaching the shoreline and southeastward currents prevailed in the surface layer in the whole study area (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). On the contrary, ocean currents shifted from being eastward in offshore areas to being northeastward in nearshore areas in the bottom layer. This finding indicated that the zonal components of ocean currents were mostly eastward in both the surface and bottom layers but the meridional components of ocean currents showed an overturning structure in nearshore regions. To give more details of the overturning current structure, we calculated the composited ocean currents along the meridional section at 121.92&#xb0;E and showed the results in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>. As clearly seen from the figure, overturning currents in nearshore waters in Period I were composed of shoreward currents in the upper layer, downwelling near the shore, and seaward currents in the lower layer.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>
<bold>(A)</bold> Composite maps of current vectors (m s<sup>&#x2212;1</sup>) in the surface layer (black arrows) and bottom layer (white arrows) in coastal waters of the northeastern Shandong Peninsula in Period I <bold>(B)</bold> Same as <bold>(A)</bold> but in Period II. <bold>(C)</bold> Composite meridional and vertical components of ocean currents (m s<sup>&#x2212;1</sup>) along the meridional section at 121.92&#xb0;E in coastal waters of the northeastern Shandong Peninsula in Period I <bold>(D)</bold> Same as <bold>(C)</bold> but in Period II. In <bold>(C, D)</bold>, vertical components of ocean currents were multiplied by 1000 for clarity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g006.tif"/>
</fig>
<p>In Period II, however, SSH basically increased away from the shoreline and northeastward currents prevailed in the surface layer in the whole study area (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). In the bottom layer, ocean currents shifted from being westward in offshore areas to being southwestward in nearshore areas. Clearly, bottom layer currents in Period II were nearly opposite to those in Period I. This finding indicated that ocean currents experienced more significant vertical changes in Period II than in Period I. Not only the meridional components but also the zonal components of ocean currents had opposite directions in the surface and bottom layers in Period II, which were different from the vertical structure of ocean currents in Period I. As clearly seen from <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>, overturning currents in nearshore waters in Period II were composed of seaward currents in the upper layer, upwelling near the shore and shoreward currents in the lower layer.</p>
<p>
<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> presented the composite vertical profiles of ocean currents at 121.92&#xb0;E, 37.65&#xb0;N in the offshore area and at 121.92&#xb0;E, 37.5&#xb0;N in the nearshore area off the northeastern Shandong Peninsula during Period I and Period II. Overall, current speeds shared the same vertical structure in the whole study area in both periods. With increasing depth, current speeds first decreased from being largest at the sea surface to a local minimum in the middle layer, and then increased to a secondary maximum near the sea bottom. In contrast, current directions showed opposite vertical structures in the two periods. With increasing depth, current directions rotated counterclockwise in Period I but rotated clockwise in Period II. The rotation of current directions with increasing depth became more significant approaching the shoreline. The above findings indicated that ocean currents in different layers in the two periods were controlled by different mechanisms.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Composite maps of vertical profiles of horizontal currents (m s<sup>&#x2212;1</sup>) at <bold>(A)</bold> 121.92&#xb0;E, 37.65&#xb0;N in Period I, <bold>(B)</bold> 121.92&#xb0;E, 37.65&#xb0;N in Period II, <bold>(C)</bold> 121.92&#xb0;E, 37.5&#xb0;N in Period I and <bold>(D)</bold> 121.92&#xb0;E, 37.5&#xb0;N in Period II. The horizontal coordinate axes are rotated counterclockwise to clearly display currents.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Mechanisms</title>
<sec id="s4_1">
<label>4.1</label>
<title>Wind-driven and pressure gradient-driven currents</title>
<p>In winter, nearshore waters of the Yellow Sea and Bohai Sea are vertically mixed throughout the water column (<xref ref-type="bibr" rid="B38">Zhai et&#xa0;al., 2021c</xref>; <xref ref-type="bibr" rid="B19">Liu et&#xa0;al., 2023</xref>). As a result, ocean currents in the nearshore waters are primarily driven by sea surface wind and pressure gradient, which results from the horizontal variations in SSH and water density. In order to check the impacts of sea surface wind and horizontal pressure gradient on ocean currents, we firstly calculated the zonal (<inline-formula>
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</inline-formula>, where positive <italic>x</italic>, <italic>y</italic> and <italic>z</italic> were eastward, northward and upward, respectively. <italic>f</italic> was the Coriolis parameter, <italic>g</italic> = 9.8 m s<sup>&#x2212;2</sup> was gravity acceleration, <italic>&#x3b7;</italic> was SSH, <inline-formula>
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</inline-formula> = 1025 kg m<sup>&#x2212;3</sup> was the reference density of seawater and <italic>&#x3c1;</italic> was water density. The two terms on the right side of each equation denoted geostrophic currents caused by horizontal variations in SSH and water density, respectively. Then we calculated simultaneous linear correlation coefficients of hourly-averaged ocean currents with winds and with geostrophic currents in the zonal and meridional directions in Period I and Period II. A 25-hourly running mean filter was applied to hourly averaged data to remove tidal signals. Correlation coefficients between simulated currents and geostrophic currents caused by horizontal variations in water density were low and neglected. <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> showed the simultaneous linear correlation coefficients in the surface and bottom layers. Note that geostrophic currents in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref> were caused by horizontal variations in SSH. Correlations of simulated currents with geostrophic currents caused by horizontal variations in water density were weak and not shown.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Simultaneous linear correlation coefficients between <bold>(A)</bold> surface zonal currents and zonal winds, <bold>(B)</bold> surface zonal currents and surface zonal geostrophic currents, <bold>(C)</bold> surface meridional currents and meridional winds, <bold>(D)</bold> surface meridional currents and surface meridional geostrophic currents. <bold>(E)</bold> bottom zonal currents and zonal winds, <bold>(F)</bold> bottom zonal currents and bottom zonal geostrophic currents, <bold>(G)</bold> bottom meridional currents and meridional winds, <bold>(H)</bold> bottom meridional currents and bottom meridional geostrophic currents in Period I <bold>(I-P)</bold> same as <bold>(A-H)</bold> but in Period II. Note that geostrophic currents here were caused by horizontal variations in SSH. Correlations of simulated currents with geostrophic currents caused by horizontal variations in water density were weak and not shown.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g008.tif"/>
</fig>
<p>In Period I in the surface layer, zonal currents in the study area were strongly positively correlated with zonal geostrophic currents, with meridional currents in the surface layer positively correlated with meridional winds. In the bottom layer, zonal currents in the study area were strongly positively correlated with zonal geostrophic currents. Meridional currents in the offshore region of the study area in the bottom layer were positively correlated with meridional geostrophic currents. Meridional currents in the nearshore region of the study area in the bottom layer were negatively correlated with meridional winds. The zonal ocean currents in nearly whole study area were strongly correlated with sea level slope, while the meridional currents in the nearshore region of the study area were strongly correlated with meridional winds. This finding suggested sea level slope in the study area was not primarily caused by winds.</p>
<p>In Period II in the surface layer, zonal currents in the study area were strongly positively correlated with zonal geostrophic currents, with meridional currents in the surface layer positively correlated with meridional winds. In the bottom layer, zonal currents in the study area were strongly positively correlated with zonal geostrophic currents. Meridional currents in the offshore region of the study area were positively correlated with meridional geostrophic currents. Meridional currents in the nearshore region of the study area were negatively correlated with meridional winds. Distributions of simultaneous linear correlation coefficients in Period II were similar to those in Period I. However, positive correlation coefficients between zonal ocean currents and zonal geostrophic currents were significantly stronger in Period I than those in Period II. This finding suggested sea level slope might cause aforementioned distinct vertical alterations of horizontal currents in the two periods.</p>
<p>Based on the above results, we could conclude that zonal ocean currents in the surface and bottom layers of the study area and bottom meridional currents in the offshore region of the study area were primarily correlated with sea level slope in the two periods. Surface meridional currents in the study area and bottom meridional currents in the nearshore region of the study area were primarily correlated with meridional winds.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Momentum budgets</title>
<p>As shown in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>, strong correlation coefficients suggested that sea level slope and winds were the robust impact factors in all two-layer ocean current events in the two periods. To gain a straight understanding of the currents driven by sea level slope and winds, it was necessary to investigate momentum budgets during a single event in Period I (Event I) and Period II (Event II). The zonal and meridional momentum balance equations with corresponding abbreviations were shown as follows:</p>
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<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mo>&#xfe38;</mml:mo>
</mml:munder>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>HVIS</mml:mtext>
</mml:mrow>
<mml:mtext>y</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:munder>
<mml:munder>
<mml:munder>
<mml:mrow>
<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:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>z</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2202;</mml:mo>
<mml:mi>v</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:mrow>
</mml:mrow>
<mml:mo>&#xfe38;</mml:mo>
</mml:munder>
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>VVIS</mml:mtext>
</mml:mrow>
<mml:mtext>y</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:munder>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>u</italic> and <italic>v</italic> were the zonal and meridional velocities and positive <italic>x</italic>, <italic>y</italic>, and <italic>z</italic> were eastward, northward, and upward, respectively. <inline-formula>
<mml:math display="inline" id="im14">
<mml:mi>&#x3c1;</mml:mi>
</mml:math>
</inline-formula> was the water pressure, <inline-formula>
<mml:math display="inline" id="im15">
<mml:mi>p</mml:mi>
</mml:math>
</inline-formula> was the water density, and <inline-formula>
<mml:math display="inline" id="im16">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>h</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im17">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>z</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> were the horizontal and vertical viscosity coefficients, respectively. The abbreviation ACCEL denoted the local acceleration term, PGF was the horizontal pressure gradient force, ADV was the three-dimensional transport term, COR was the Coriolis force, HVIS and VVIS were horizontal and vertical viscosities, respectively. <inline-formula>
<mml:math display="inline" id="im18">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mo>&#x2329;</mml:mo>
<mml:mo>&#x232a;</mml:mo>
</mml:mrow>
<mml:mi>x</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im19">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mo>&#x2329;</mml:mo>
<mml:mo>&#x232a;</mml:mo>
</mml:mrow>
<mml:mi>y</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> denoted the zonal and the meridional component, respectively. HVIS term was ignored because it was small. A 25-hourly running mean filter was applied to hourly averaged data to remove tidal signals. After removing tidal signals from the data, we calculated all the above terms.</p>
<p>
<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9A</bold>
</xref> displayed sea surface winds, surface currents, and bottom currents in the Yutai marine ranching area in Event I. On 5 January 2020, sea surface winds blew westward. Surface currents were westward and bottom currents were southward. Subsequently, both surface winds and surface currents rotated counterclockwise. On 7 January, there were strong northwesterly winds, surface southeastward currents, and bottom northeastward currents. After that, both surface winds and ocean currents weakened.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Sea surface winds (m s<sup>&#x2212;1</sup>), surface currents (m s<sup>&#x2212;1</sup>) and bottom currents (m s<sup>&#x2212;1</sup>) in the Yutai marine ranching area in <bold>(A)</bold> Event I and <bold>(B)</bold> Event II. Surface momentum terms in the Yutai marine ranching area in zonal direction in <bold>(C)</bold> Event I and <bold>(D)</bold> Event II. <bold>(E, F)</bold> Same as <bold>(C, D)</bold> but for bottom momentum terms. <bold>(G, H)</bold> Same as <bold>(C, D)</bold> but in the meridional direction. <bold>(I, J)</bold> Same as <bold>(C, D)</bold> but for bottom momentum terms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g009.tif"/>
</fig>
<p>Strong surface southward and bottom northward currents occurred on 7 January 2020 in Event I, showing two-layer ocean currents that were similar to composite results in Period I (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9A</bold>
</xref>). Before that on 5 January, surface westward currents were driven by easterly winds (negative surface zonal VVIS terms in <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9C</bold>
</xref>). Then winds shifted counterclockwise and drove surface southwestward Ekman currents, which were at the right angle to the wind by surface northwestward Coriolis forces (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9C</bold>
</xref>; <xref ref-type="bibr" rid="B6">Ekman, 1905</xref>). At that time, westward sea level slope increased rapidly, which resulted in the rapid strengthening of eastward PGF (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9C, E</bold>
</xref>). On 7 January, the strong eastward PGF turned westward currents to the eastward in the surface and bottom layers, which were at the left angle of northerly winds (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9C, E</bold>
</xref>). As winds shifted southeastward, both surface eastward VVIS and PGF drove eastward currents, indicating that Ekman transport was not the main impact of westward sea level slope (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9C, E</bold>
</xref>). Meanwhile, southward sea level slope increased (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9G</bold>
</xref>). Note that northward PGF caused by southward sea level slope was stronger than surface southward VVIS caused by northerly winds and surface southward COR caused by eastward currents, so that northward PGF slowed down surface southward currents (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9G</bold>
</xref>). The strong northward PGF also drove bottom northward currents (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9I</bold>
</xref>). On 8 January 2020, sea level slope turned southeastward and slowed down eastward currents (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9C, E</bold>
</xref>). Meanwhile, southward sea level slope decreased rapidly so that surface southward currents increased by northerly wind and bottom northward currents weakened by bottom friction (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9G, I</bold>
</xref>). After that, ocean currents decreased as both wind and sea level slope decreased.</p>
<p>
<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9B</bold>
</xref> displayed sea surface winds, surface currents, and bottom currents in the Yutai marine ranching area in Event II. At 12:00 on 18 January 2021, there were northerly winds, surface southward currents, and bottom northward currents (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9B</bold>
</xref>). Then surface winds and surface currents rotated clockwise. Sea surface winds shifted to the southeasterly at 22:00 on 19 January 2021, and surface currents shifted to be northward and bottom currents shifted to be southwestward. Then, both sea surface winds and ocean currents weakened.</p>
<p>Strong surface northward and bottom southwestward currents occurred at 22:00 on 19 January 2021 in Event II, showing two-layer ocean currents that were similar to composite results in Period II (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9B</bold>
</xref>). Before that at 12:00 on 18 January, there were surface southward VVIS caused by northerly winds and northward PGF in the surface and bottom layers caused by southward sea level slope, with PGF stronger than VVIS (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9H, J</bold>
</xref>). From 12:00 on 18 January to 00:00 on 19 January, winds shifted clockwise to northeasterly and drove surface southeastward Ekman currents, which were at the right angle to the wind by surface northwestward Coriolis forces (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9D</bold>
</xref>). At that time, southward sea level slope decreased rapidly (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9H, J</bold>
</xref>). Bottom southward friction decreased bottom northward currents so that bottom eastward COR weakened. Bottom westward friction drove bottom westward currents with bottom eastward COR decreasing and caused bottom northward COR. Then sea level slope turned northward. Bottom southward PGF and bottom southward friction turned bottom northward currents to southward, which caused bottom westward COR. This suggested that bottom Ekman layer was regulated by bottom COR and bottom frictions when sea level slope changed (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9F, J</bold>
</xref>). From 00:00 on 19 January to 22:00 on 19 January 2021, surface southeasterly winds drove northwestward Ekman currents (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9D</bold>
</xref>). At that time, northward sea level slope increased. The strong sea level slope caused strong southward PGF, which prevented the development of surface northward currents and strengthened bottom northward currents (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9H, J</bold>
</xref>). After 22:00 on 19 January 2021, southeasterly winds weakened rapidly (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9D, H</bold>
</xref>). Strong southward PGF slowed down surface northward currents (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9H</bold>
</xref>). Bottom friction weakened bottom southward currents as northward sea level slope decreased (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9J</bold>
</xref>).</p>
<p>Momentum terms demonstrated that ocean currents were dominated by winds and horizontal pressure gradient in both Event I and Event II and proved that horizontal pressure gradient caused by sea level slope in the study area was not primarily caused by winds. Therefore, ocean currents and sea level were displayed to find the factors that drove sea level slope in Event I and Event II. <xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10A&#x2013;E</bold>
</xref> displayed surface winds, depth-averaged currents, and sea level characteristics in Bohai Sea and North Yellow Sea in Event I. On 5 January 2020, easterly winds drove water converging in the western part of the Bohai Sea (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10A</bold>
</xref>). From 6 January to 8 January as winds turned counterclockwise, high sea level moved eastward along northern coastline of the Shandong Peninsula (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10B&#x2013;D</bold>
</xref>). At this time, depth-averaged currents were southeastward, almost parallel to sea level contours. Sea level decreased with contours parallel to coastline as the offshore distance increased, exhibiting the propagation of CTWs (<xref ref-type="bibr" rid="B28">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Li and Huang, 2019</xref>). After 9 January, high sea level moved to the South Yellow Sea, there were northward currents in the center of the North Yellow Sea resulting in sea level rising (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10E</bold>
</xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>
<bold>(A-E)</bold> Sea surface winds (blue arrows; m s<sup>&#x2212;1</sup>), depth-averaged currents (grey arrows; m s<sup>&#x2212;1</sup>) and SSH (colormap; m) in the Bohai Sea and North Yellow Sea in Event I. <bold>(F-J)</bold> Surface currents (red arrows; m s<sup>&#x2212;1</sup>), bottom currents (black arrows; m s<sup>&#x2212;1</sup>) and SSH (colormap; m) in the study area in Event I. <bold>(K-O)</bold> Same as <bold>(A-E)</bold> but in Event II. <bold>(P-T)</bold> Same as <bold>(F-J)</bold> but in Event II.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g010.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10F&#x2013;J</bold>
</xref> displayed surface and bottom currents and SSH in the study area (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>) in Event I. Sea surface winds in the study area were almost consistent with contemporary sea surface winds in the North Yellow Sea and not shown. On 5 January 2020, there were surface northwestward currents and bottom southwestward currents with southeasterly winds (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10F</bold>
</xref>). From 6 January to 7 January, CTWs of high sea level propagated to the study area and caused westward sea level slope (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10G, H</bold>
</xref>). Westward sea level slope caused eastward PGF and turned westward currents to eastward currents in the surface and bottom layers. The propagation of CTWs raised sea level in the nearshore region of the study area rapidly, which caused southward sea level slope and strong northward PGF (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10H, I</bold>
</xref>). As westward currents turned eastward, both currents and sea level were generally in agreement with composite results. After 9 January, there were westward geostrophic currents caused by northward sea level slope when sea level rose in the center of the North Yellow Sea (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10J</bold>
</xref>).</p>
<p>
<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10K&#x2013;O</bold>
</xref> displayed surface winds, depth-averaged currents, and SSH in the Bohai Sea and North Yellow Sea in Event II. There were CTWs of high sea level along the northern coastline of the Shandong Peninsula and northerly winds in the North Yellow Sea at 12:00 on 18 January (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10K</bold>
</xref>). From 12:00 on 18 January to 00:00 on 19 January, high sea level in the south part of North Yellow Sea moved eastward when winds in the North Yellow Sea rotated clockwise (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10K, L</bold>
</xref>). From 19 to 20 January, southeasterly winds in the Bohai Sea and North Yellow Sea drove water diverging in the south part of the Bohai Sea and North Yellow Sea, resulting in CTWs with low sea level along the northern coastline of the Shandong Peninsula (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10M, N</bold>
</xref>). Then CTWs with low sea level moved eastward when winds weakened, followed by CTWs with high sea level (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10O</bold>
</xref>).</p>
<p>CTWs with high sea level caused southward sea level slope in the study area at 12:00 on 18 January (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10K</bold>
</xref>). Then as high sea level moved eastward, southward sea level slope decreased, resulting in the decreasing of northward PGF (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10P</bold>
</xref>). At 19 January, CTWs with low sea level were generated by southeasterly winds in the Bohai Sea and North Yellow Sea (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10L, Q</bold>
</xref>). From 19 to 20 January, CTWs passed through the study area and caused southward sea level slope in the study area, resulting in strong northward PGF (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10R, S</bold>
</xref>). Meanwhile, surface and bottom currents were consistent with the composite results. After low sea level moved eastward, the high sea level gradually extended to the study area (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10T</bold>
</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Numerical experiments</title>
<p>Because nearshore currents were strong daily variations and sea surface winds were complex synoptic variable in the Bohai Sea and North Yellow Sea in winter, conceptual experiments with idealized winds focused on ocean currents driven by local winds and by the propagation of CTWs were adapted to better illustrate dynamic processes of two-layer overturning currents. <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref> displayed results of the control run. Low (high) sea level appeared and moved eastward along coastline of northeastern Shandong Peninsula with southerly (northerly) winds developing and relaxing, which was consistent with CTWs aforementioned. Additionally, there were surface northward currents and bottom southwestward currents at t<sub>1/2</sub> and t<sub>1</sub>. There were surface southeastward currents and bottom northeastward currents at t<sub>3</sub> and t<sub>7/2</sub>. The general characteristics of two-layer overturning currents in the study area and CTWs in the Bohai Sea and North Yellow Sea obtained from idealized model were almost consistent with those in realistic model presented in the previous sections.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>
<bold>(A-D)</bold> Characteristics of depth-averaged currents (grey arrows; m s<sup>&#x2212;1</sup>) and SSH (colormap; m) in the Bohai and North Yellow Seas in the control run during southerly winds. <bold>(E-H)</bold> Characteristics of surface currents (red arrows; m s<sup>&#x2212;1</sup>), bottom currents (black arrows; m s&#x2212;1) and SSH (colormap; m) in the study area in the control run during southerly winds. <bold>(I-L)</bold> same as <bold>(A-D)</bold> but during northerly winds. <bold>(M-P)</bold> same as <bold>(E-H)</bold> but during northerly winds. Black arrows in <bold>(A-D, I-L)</bold> were wind directions. The time of snapshot was shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g011.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref> displayed results of the region experiments. In Expa1 (Expa5) where sea surface winds in R1 were available, sea surface winds drove surface southward (northward) currents, resulting in nearshore water convergence (divergence) and sea level rising (dropping). Then, southward (northward) sea level slope drove bottom northward (southward) currents. The northerly (southerly) winds caused sea level in the southwestern area of R1 rising (dropping). There were geostrophic currents rotating clockwise (counterclockwise) around high (low) sea level at the left boundary of R1 and counterclockwise (clockwise) around low (high) water level at the right boundary of R1. In Expa2 (Expa6), the northerly (southerly) winds caused sea level at the south boundary of R2 rising (dropping). High (low) sea level extended eastward along the coastline. Even though there was no wind in R1, the nearshore sea level rose (dropped). The southward (northward) sea level slope drove strong northeastward (southwestward) currents in the bottom Ekman layer, whose horizontal currents turned anticlockwise and weakened from surface layer to bottom layer. Both sea level slope and ocean currents were strong in the nearshore region. In Expa3 (Expa7), the northerly (southerly) winds converged (diverged) the sea level at the south boundary of R3 so that there were weak southwestward (northeastward) currents in R1. In Expa4 (Expa8), currents in the study area were much smaller than those in other experiments, indicating that winds in R4 played little impact on sea water in R1. Ocean currents in R1 were mainly driven by winds in R1 and sea level slope from R2. Additionally, as wind reversed both wind-driven currents and sea level slope driven currents reversed.</p>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>
<bold>(A-D)</bold> SSH (m) in the Bohai Sea and North Yellow Sea and <bold>(E-H)</bold> surface currents (red arrows; m s<sup>&#x2212;1</sup>), bottom currents (black arrows; m s&#x2212;1) and SSH (colormap; m) in R1 at t<sub>3</sub> when northly winds were strong in region experiments. <bold>(I-L)</bold> Same as <bold>(A-D)</bold> but at t<sub>1</sub> when southerly winds were strong. <bold>(M-P)</bold> Same as <bold>(E-H)</bold> but at strong southerly winds. Black arrows in <bold>(A-D)</bold> and <bold>(I-L)</bold> were wind directions. The time of snapshot was shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g012.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref> showed sea level of CTWs in the Bohai Sea and North Yellow Sea in the experiments where wind directions were changed. Sea level rose (dropped) in the southern part of Bohai Sea and North Yellow Sea when northerly (southerly) winds developed. Then northerly (southerly) winds relaxed. low (high) sea level moved eastward along coastline. Meanwhile, high (low) sea level moved from northern part to western part of Bohai Sea. After that, high (low) sea level moved eastward following nearshore low (high) sea level. When easterly (westerly) winds developed, sea level rose (dropped) in the west area of Bohai Sea and dropped (rose) off the northeastern Shandong Peninsula. As easterly (westerly) winds relaxed, low (high) sea level moved eastward along coastline off the northeastern Shandong Peninsula followed by eastward high (low) sea level. Notably, as winds turned southerly, high sea level along the coastline of northeastern Shandong Peninsula was reconstructed. Then high sea level moved eastward as southerly winds relaxed.</p>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Sea surface height (SSH; m) in experiments where wind directions were changed. The black arrows were wind directions. The time of snapshot were shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g013.tif"/>
</fig>
<p>The evolution of wind-driven currents and geostrophic currents caused by the propagation of CTWs were explored. Model results within 121.75&#x2212;121.95&#xb0;E and 37.5&#x2212;37.65&#xb0;N were averaged and smoothed to obtain current profiles. Model results at the northern and southern boundaries of the aforementioned rectangular area were selected to calculate meridional sea level difference (MSLD). The positive MSLD meant that offshore sea level was higher than nearshore sea level.</p>
<p>
<xref ref-type="fig" rid="f14">
<bold>Figures&#xa0;14A&#x2013;C</bold>
</xref> displayed MSLD and current profiles of Expc1. At the beginning, southerly winds drove surface northeastward Ekman currents. Sea level in the northeastern (southwestern) part of the study area rose (dropped) and MSLD was increased. Meanwhile, bottom currents were southwestward caused by northeastward sea level slope. Then southerly winds weakened, resulting in the decreasing of northeastward sea level slope. The MSLD decreased and bottom southward currents weakened with wind-driven surface northeastward currents gradually extending to bottom layer. Sea level and currents under northerly winds were opposite to those under southerly winds.</p>
<fig id="f14" position="float">
<label>Figure&#xa0;14</label>
<caption>
<p>
<bold>(A)</bold> Meridional sea level difference (MSLD; m) in the experiments. Only sea surface winds in R1 were available in Expc1. Sea surface winds in model domains were available excluding R1 in Expc2. Sea surface winds in model domain were available in Expc3. <bold>(B)</bold> Zonal and <bold>(C)</bold> meridional current profile (m s<sup>&#x2212;1</sup>) in Expc1. <bold>(D)</bold> Zonal and <bold>(E)</bold> meridional current profile (m s<sup>&#x2212;1</sup>) in Expc2. <bold>(F)</bold> Zonal and <bold>(G)</bold> meridional current profile (m s<sup>&#x2212;1</sup>) in Expc3.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g014.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f14">
<bold>Figures&#xa0;14A, D, E</bold>
</xref> displayed MSLD and current profiles of Expc2. MSLD in the study area increased when CTWs generated by southerly winds and strong westward currents occurred. Then positive MSLD and westward currents slowly decreased, even though southerly winds decreased and reserved. Subsequently, when northerly winds were strong, MSLD decreased rapidly and turned local westward currents to eastward. When the northerly winds weakened, high sea level moved eastward.</p>
<p>As shown in <xref ref-type="fig" rid="f14">
<bold>Figures&#xa0;14A, F, G</bold>
</xref>, MSLD and ocean currents in the study area were formed by those driven by winds in the study area and by the propagation of CTWs in the Bohai Sea and North Yellow Sea. At the beginning, southerly winds developed and diverged nearshore sea water. MSLD in Expc1 was stronger than that in Expc2 and currents in Expc3 were similar with those in Expc1, indicating that ocean currents in R1 were mainly driven by local winds. Then southerly winds were strong. MSLD in Expc2 was stronger than those in Expc1. During this period, currents driven by sea level slope of CTWs reversed surface wind-driven eastward currents but strengthened bottom southeastward currents. Horizontal currents rotated counterclockwise with increasing depth. Even though southerly winds relaxed, both MSLD and currents driven by CTWs slightly decreased. As sea surface winds reversed to northerly, southwestward currents driven by CTWs strengthened the surface wind-driven southwestward currents, weakened the bottom northward currents, and caused the bottom westward currents. Meanwhile, current directions rotated counterclockwise with increasing depth in the surface layer. Then strong northerly winds caused nearshore sea level to rise. Southward sea level slope of CTWs turned westward currents to eastward in the whole water column and strengthened bottom northward currents. At that time, current directions rotated counterclockwise with increasing depth.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>The northeastern waters of the Shandong Peninsula are the nearshore area of the Bohai Sea and North Yellow Sea. There are intensive mariculture and marine ranching activities. <italic>In situ</italic> observations showed that two-layer overturning currents were robust phenomena in this area in winter. Using high-resolution numerical simulations and experiments, this current study investigated the characteristics and mechanisms of the overturning currents that have not been well established.</p>
<p>The results indicated that there were two classes of overturning currents (<xref ref-type="fig" rid="f15">
<bold>Figure&#xa0;15</bold>
</xref>). When there were strong southeastward currents in the surface layer, the currents in the bottom layer were northeastward. During that period, nearshore downwelling occurred. When there were strong northeastward currents in the surface layer, the currents in the bottom layer were southwestward. During that period, nearshore upwelling occurred. During both periods, the surface meridional currents were positively correlated with meridional winds. However, the ocean currents were different from wind-driven Ekman currents. The horizontal currents turned anticlockwise from surface to bottom layer when there were strong surface southeastward currents. The bottom southwestward currents were strong when there were strong surface northeastward currents.</p>
<fig id="f15" position="float">
<label>Figure&#xa0;15</label>
<caption>
<p>Schematic diagram illustrating processes responsible for two-layer overturning currents in the nearshore waters off the northeastern Shandong Peninsula in the Yellow Sea in winter.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1478811-g015.tif"/>
</fig>
<p>The underlying dynamics mainly involved local wind forcing and the propagation of CTWs in the Bohai Sea and North Yellow Sea, as summarized in <xref ref-type="fig" rid="f15">
<bold>Figure&#xa0;15</bold>
</xref>. Strong surface southeastward currents occurred when there were northwesterly winds. Northwesterly winds in the study area converged water toward nearshore area so that nearshore sea level rose. Nearshore high sea level caused southward sea level slope and drove bottom northward currents. Meanwhile, northwesterly winds in the Bohai Sea and North Yellow Sea converged water toward south area of the Bohai Sea and North Yellow Sea, where sea level rose and moved eastward as CTWs. As CTWs passed through the study area, southward sea level slope of CTWs caused strong eastward in whole water column and strengthened bottom northward currents in the study area. Southwesterly winds in the study area drove surface northeastward Ekman currents and diverged nearshore water so that nearshore sea level dropped. Northward sea level slope drove bottom southward currents. Meanwhile, southwesterly winds in the Bohai Sea and North Yellow Sea diverged water in south area of the Bohai Sea and North Yellow Sea, where sea level dropped and moved eastward as CTWs. As CTWs passed through the study area, northward sea level slope of CTWs caused bottom westward currents in the study area.</p>
<p>The present study enriched our understanding of hydrodynamics in the nearshore marine ranching area and emphasized the importance of CTWs in the Bohai Sea and North Yellow Sea in regulating the nearshore wind-driven currents off northeastern Shandong Peninsula in winter. Note that Yellow Sea has one of the most important large marine ecosystems with intensive mariculture and marine ranching in the nearshore area. The present study showed two classes of two-layer ocean currents. This suggested the complexity variations of the surface Ekman layer and bottom Ekman layer when CTWs propagated to the study area, which could impose impacts on the nearshore marine ecosystem by Ekman transport. The variation of winds and water level in real situations are complex. Therefore, long-term observations, climatology numerical simulations, and realistic hindcast experiments according to climatology numerical simulations are needed to explore the characteristics of overturning currents. Idealized numerical experiments are needed to quantify the evolution of overturning currents under different factors.</p>
<p>The nearshore area connects shore and middle shelf with shallow water column. Various processes drive nearshore sea circulations, including winds, surface gravity waves, and tides (<xref ref-type="bibr" rid="B14">Lentz and Fewings, 2011</xref>). Although there are long-term continuous observations, high-resolution topographic data and high-quality satellite data are still needed to enrich the hydrodynamic research. Meanwhile, nearshore assimilation dataset needs to be constructed. In the future, more high-resolution observations and numerical simulations are necessary to understand the ocean currents and their impacts on biogeochemical processes in the nearshore marine ranch areas of the Yellow Sea.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>LH: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization. FZ: Writing &#x2013; review &amp; editing, Conceptualization, Formal analysis, Funding acquisition, Investigation, Supervision. ZL: Data curation, Methodology, Validation, Writing &#x2013; review &amp; editing. YG: Data curation, Resources, Writing &#x2013; review &amp; editing. WW: Methodology, Software, Writing &#x2013; review &amp; editing. PL: Data curation, Resources, Writing &#x2013; review &amp; editing. JL: Data curation, Writing &#x2013; review &amp; editing. JD: Data curation, Writing &#x2013; review &amp; editing. LS: Data curation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the National Science Foundation of China (42176016); Scientific and Technological Projects of Zhoushan (2022C01004).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Many thanks to Joseph Zhang for patiently answering all queries relating to SCHISM.</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="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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