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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1600994</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The variability of wind-driven currents in the Norwegian Trench</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Enge</surname><given-names>Anna</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2996684/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Pietrzak</surname><given-names>Julie D.</given-names></name>
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<contrib contrib-type="author">
<name><surname>van Prooijen</surname><given-names>Bram C.</given-names></name>
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</contrib>
</contrib-group>
<aff id="aff1"><institution>Department of Hydraulic Engineering, Faculty of Civil Engineering and Geosciences, Delft University of Technology</institution>, <city>Delft</city>,&#xa0;<country country="nl">Netherlands</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Anna Enge, <email xlink:href="mailto:A.Enge@tudelft.nl">A.Enge@tudelft.nl</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-10-27">
<day>27</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1600994</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Enge, Pietrzak and van Prooijen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Enge, Pietrzak and van Prooijen</copyright-holder>
<license>
<ali:license_ref start_date="2025-10-27">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>The Norwegian Trench (NT) is the main pathway for North Sea water into the Atlantic Ocean and for Atlantic Water (AW) into the North Sea. The processes that determine the cross-shelf exchange through the NT are key to understanding the variability of the salt budgets in the North Sea. Here, high-resolution numerical simulations from Copernicus Marine Services (CMEMS) for two recent years (2022, 2023) reveal new sources of variability of the flows in the NT. We find that wind regulates the flows in the NT, particularly in enabling the outflow of the fresh-water river plume, the Norwegian Coastal Current (NCC), in the Skagerrak during easterly wind conditions. Strong NCC outflows are associated with transport in a northward direction into the Atlantic Ocean. Furthermore, intensified eddy activity at the surface is found during strong NCC flows, causing high velocity surface currents sometimes exceeding magnitudes of 1 m/s. AW inflows partly compensate the northward outflows, keeping the net transport of 2&#x2013;3 Sv constant over both years. However, the magnitudes of the AW inflows are small compared to the NCC. AW inflows that are comparable to the NCC outflows only occur during northerly winds in winter. We show that the variability of surface flows in the NT is wind induced, but that the effects of the canyon-like shape of the NT and seasonality of winds and river discharges introduce more variable deep flows than previously considered.</p>
</abstract>
<kwd-group>
<kwd>Norwegian Trench</kwd>
<kwd>CMEMS</kwd>
<kwd>Norwegian coastal current</kwd>
<kwd>wind</kwd>
<kwd>North Sea</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. This publication is part of the program &#x201c;The role of the North Sea in the Atlantic Ocean biogeochemical system: North Sea-Atlantic Exchange (NoSE)&#x201d; with file number OCENW.XL21.XL21.075  which is financed by the Dutch Research Council (NWO).</funding-statement>
</funding-group>
<counts>
<fig-count count="13"/>
<table-count count="1"/>
<equation-count count="3"/>
<ref-count count="33"/>
<page-count count="19"/>
<word-count count="10562"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Coastal Ocean Processes</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The North Sea in northern Europe (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>) is one of the best-studied shelf seas worldwide (<xref ref-type="bibr" rid="B18">Huthnance et&#xa0;al., 2022</xref>). Disproportional to its small size, the North Sea is of large ecologic importance (<xref ref-type="bibr" rid="B32">Van Der Molen and Paetsch, 2022</xref>; <xref ref-type="bibr" rid="B18">Huthnance et&#xa0;al., 2022</xref>). Overall the North Sea is a shallow sea with an average depth of approximately 100 m. However, the Norwegian Trench (NT), a deep canyon along the Norwegian coast, has an average water depth of 300 m (<xref ref-type="bibr" rid="B16">Hovland and Indreeide, 1980</xref>). The NT plays a key role in the exchange with the Atlantic Ocean by channelling the outflow of the North Sea waters (<xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B6">Christensen et al., 2018</xref>). <xref ref-type="bibr" rid="B9">Davies and Heaps (1980)</xref> showed that the NT influences the wind-driven circulation of the North Sea, in particularly in forcing inflows over the shelf into the North Sea as a compensation for intensified outflows through the trench. The NT emerges from the Skagerrak, extends northward coast-parallel to Norway, and ends in the Norwegian Sea (<xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al., 1989</xref>). The conceptual overview in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref> is based on previous studies about the NT, e.g. <xref ref-type="bibr" rid="B24">McClimans and Lonseth (1985)</xref>; <xref ref-type="bibr" rid="B11">Furnes et&#xa0;al. (1986)</xref>; <xref ref-type="bibr" rid="B28">S&#xe6;tre et&#xa0;al. (1988)</xref>; <xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al. (1989)</xref> and <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al. (2013)</xref>. <xref ref-type="bibr" rid="B26">Mork (1981)</xref> summarized first insights about the dynamics in the NT based on the data that was collected during &#x201c;The Norwegian Coastal current&#x201d; project, which started in 1975. The Norwegian Coastal Current (NCC) is a baroclinic coastal trapped current composed of fresher waters from the North Sea, the Baltic Current (BC), the Jutland Current (JC) and from the many fjords and rivers, e.g. Glomma, around Norway (<xref ref-type="bibr" rid="B6">Christensen et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Skagseth et al., 2011</xref>). The water of the NCC is characterized by salinities below 35 PSU, however freshening due to fjord outflows can reduce the salinity below 32 PSU (<xref ref-type="bibr" rid="B20">Johannessen, 1986</xref>). The magnitude of the contribution and the principal source of freshwater is spatially and temporally variable, changing along the Norwegian coastline and over the seasonal cycle (<xref ref-type="bibr" rid="B29">Skagseth et&#xa0;al., 2011</xref>). Formed in the Skagerrak, the NCC flows northward along the coastline of Norway on the eastern side of the NT. Due to its lower density, the NCC flows in the upper 50&#x2013;100 m of the water column and stratifies the system (<xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al., 2012</xref>). Partly, underneath the NCC the recirculating waters of the North Sea flow northward out of the North Sea into the Atlantic Ocean (<xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>). Outflows of the NCC are related to westerly and easterly wind conditions in the Skagerrak, which result in blocking and outbreak conditions, respectively (<xref ref-type="bibr" rid="B26">Mork, 1981</xref>; <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al., 2013</xref>). The seasonality in prevailing winds strongly affects the width, depth, and strength of the NCC (<xref ref-type="bibr" rid="B26">Mork, 1981</xref>; <xref ref-type="bibr" rid="B28">S&#xe6;tre et&#xa0;al., 1988</xref>). A typical observation is that a branch of the NCC deviates westwards at 58&#xb0;N, before turning eastwards farther North (<xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al., 1989</xref>). Multiple studies observed that intense winds over autumn and winter increase the wind-driven transport of the NCC, whereas over summer when winds weaken, the transport decreases (<xref ref-type="bibr" rid="B9">Davies and Heaps, 1980</xref>; <xref ref-type="bibr" rid="B29">Skagseth et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>). Along-shore and cross-shore winds can favour upwelling and downwelling conditions, thus widening and shallowing the NCC or deepening and narrowing it, respectively (<xref ref-type="bibr" rid="B9">Davies and Heaps, 1980</xref>; <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al., 2009</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p><bold>(A)</bold> Map of schematized mean currents in the northern North Sea: The Jutland Current (JC) and the Baltic Current (BC) meet in the Skagerrak and form the Norwegian Coastal Current (NCC). The NCC flows alongshore and northwards following the Norwegian coastline. From the north, the Atlantic Water (AW) branching from the North Atlantic Current (NAC) flows southward along the western side into the trench as NT Inflow (NTI). The discharge of the Glomma River contributes to the freshwater body of the NCC. The topographic map generated with MATLABs M_Map package shows bathymetry data in metres (<xref ref-type="bibr" rid="B27">Pawlowicz, 2020</xref>). <bold>(B)</bold> Topographic map showing the study area of the NT, the four transect (T1.1, T1.2, T2.1 and T2.2) and the two locations of the wind time series. The two wind roses show the daily mean wind speeds and directions from 01-01&#x2013;2022 to 31-12&#x2013;2023 for wind site 60&#xb0;N and the Skagerrak. The wind roses display the direction of origin of the wind.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g001.tif">
<alt-text content-type="machine-generated">Map with two panels (A and B) showing ocean currents and wind patterns near Norway. Panel A displays ocean currents: NAC, NTI/AW in red, and NCC, JC, BC in green, with a topographic barrier and the city Bergen marked. Panel B features wind measurement sites (Wind60 and WindSka) with wind rose diagrams illustrating wind direction and frequency. Contour lines indicate water depths in meters.</alt-text>
</graphic>
</fig>
<p>The Atlantic Water (AW) branching from the North Atlantic Current (NAC), flows southwards along the western side of the NT as NT Inflow (NTI), see <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref> and <xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al. (1989)</xref>. The AW is classified by salinities equal to or higher than 35 PSU (<xref ref-type="bibr" rid="B11">Furnes et&#xa0;al., 1986</xref>). As the NAC carries heat from the subtropics, the NTI is warmer than the North Sea waters (<xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al., 2012</xref>). In the NT, the currents at higher depth are influenced by the shape of the trench and its topography (<xref ref-type="bibr" rid="B26">Mork, 1981</xref>). Approximately, half of the inflowing AW is redirected eastwards at 58.5&#xb0;N &#x2013; 59&#xb0;N and continues northwards underneath the NCC, see <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref> (<xref ref-type="bibr" rid="B11">Furnes et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al., 1989</xref>). Along these latitudes, a steep change in topography acts like a barrier to the AW flow as it restricts the width of the trench and the southward flows through the NT. In previous studies, the eastward redirection of AW, is referred to as retroflection (<xref ref-type="bibr" rid="B11">Furnes et&#xa0;al., 1986</xref>). Additionally, southward shoaling causes a deflection of the currents to the east by topographic steering already at higher latitudes (<xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B25">McClimans et&#xa0;al., 2000</xref>). AW inflow events that reach farther south into the NT and renew the bottom water are rare and are only observed under very cold winter conditions (<xref ref-type="bibr" rid="B26">Mork, 1981</xref>). These AW inflow events are the main source of salinity and heat for the North Sea in winter (<xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al., 2012</xref>). Whether these events are wind or density driven is not clear yet.</p>
<p>Within the NT, mesoscale eddies, sharp fronts, and meanders are the result of baroclinic instabilities caused by the interaction of the NCC and the AW (<xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B25">McClimans et&#xa0;al., 2000</xref>). On short time scales, eddies can cause flow velocities at the surface that exceed magnitudes of 1 m/s. <xref ref-type="bibr" rid="B23">McClimans et&#xa0;al. (2009)</xref> found that surface eddies impact the entire water column and can be measured down to the bed of the NT. Anticyclonic eddies with large baroclinic contributions are present on the eastern side, while cyclonic eddies from barotropic instabilities are found in the northwestern part of the NT (<xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al., 1989</xref>). Due to mixing and the lack of sufficient freshwater sources to sustain the low salinity of the NCC, the salinity of the NCC increases northwards (<xref ref-type="bibr" rid="B29">Skagseth et&#xa0;al., 2011</xref>). Horizontal and vertical density gradients weaken, such that the generation of eddies is suppressed.</p>
<p>Various studies suggest that the net cross-shelf transport through the NT ranges between 1&#x2013;3 Sv (1 Sv = 10e6 m<sup>3</sup>/s) and is constant over annual time scales (<xref ref-type="bibr" rid="B6">Christensen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B26">Mork, 1981</xref>; <xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>). However, the wind-driven variability on daily to weekly time scales is just as large or even larger, leading to transports between 1&#x2013;6 Sv. On longer time scales, the North-Atlantic Oscillation (NAO) can explain much of the variability of the currents in the NT (<xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>). The NAO describes the pressure systems in northern Europe and is the main cause of decadal variability in wind-driven flows in the North Sea and North Atlantic.</p>
<p>The overview above shows the wealth of previous studies in the region, but knowledge about the processes controlling the cross-shelf exchange through the NT is still lacking. Until now there is no detailed overview which describes the spatial and temporal variability of the flow field in the NT. Publications from the 90&#x2019;s present detailed observations (although limited by the then available instruments), theoretical models or laboratory experiments of the NT (<xref ref-type="bibr" rid="B9">Davies and Heaps, 1980</xref>; <xref ref-type="bibr" rid="B26">Mork, 1981</xref>; <xref ref-type="bibr" rid="B24">McClimans and Lonseth, 1985</xref>; <xref ref-type="bibr" rid="B11">Furnes et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B28">S&#xe6;tre et&#xa0;al., 1988</xref>). However, the simplifications and temporal and spatial restrictions of the models and data, did not allow for understanding of the range and cause of variability in the flows. Some more recent publications looked at the results from numerical simulations of isolated parts of the system, e.g. the Skagerrak (<xref ref-type="bibr" rid="B6">Christensen et&#xa0;al., 2018</xref>), the surface circulation (<xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al., 2022</xref>), AW pathways (<xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>), while others focussed on a full spatial coverage of the North Sea, but missing the details of the NT, e.g. <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al. (2009)</xref>; <xref ref-type="bibr" rid="B30">Suendermann and Pohlmann (2011)</xref>. However, the dynamics in the NT cannot be understood in isolation. Here, we present a new conceptual picture of the flows over the entire water column in the NT. By accounting for the interconnection of flows and winds, we show the variability of the flow field over two recent years. We use high-resolution numerical simulation outputs to explore the 3-dimensional flow structure in the NT and how it varies over time. In doing so, we present a new picture of the responses of the flow field in the NT, for example to wind and seasonal forcing.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Data</title>
<p>We use the output products from the Atlantic - European Northwest Shelf - Ocean Physics Analysis and Forecast (NWSHELF_ANALYSISFORECAST_PHY_004_013) (CMEMS_1) provided by Copernicus Marine Services (<xref ref-type="bibr" rid="B7">CMEMS_1, 2025</xref>). CMEMS model outputs are obtained from simulations using the Atlantic Margin Model (AMM15) with an eddy-resolving configuration and the Nucleus for European Modelling of the Ocean (NEMO 3.6) numerical code (<xref ref-type="bibr" rid="B31">Tonani et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Aznar et&#xa0;al., 2025</xref>). The regional forecast model resolves the North-Western Shelf domain (16&#xb0;W-10&#xb0;E; 46&#xb0;N &#x2013; 61.3&#xb0;N) on a regular grid with a horizontal resolution of 1/36&#xb0; (~1&#x2013;3 km) (<xref ref-type="bibr" rid="B5">Aznar et&#xa0;al., 2025</xref>). The vertical dimension is resolved in 50 geopotential vertical levels of high resolution near the surface (~ 1 m) and low resolution at higher depth. The model is forced by hourly atmospheric conditions provided by the European Centre for&#xa0;Medium-Range Weather Forecasts (ECMWF). Boundary conditions and initial conditions are given by the global eddy resolving model of 1/12&#xb0; resolution (GLOBAL ANALYSIS-FORECAST_PHY_001_024). Freshwater discharges are represented by 33 rivers and by coastal runoffs from all around the North Sea. The model contains 11 tidal harmonic constituents, however for daily outputs the de-tided outputs, averaged over 25 h, are available. The bathymetric information is provided by GEBCO (<xref ref-type="bibr" rid="B12">GEBCO Bathymetric Compilation Group, 2024</xref>). Both vertical and horizontal mixing is parametrized in the model by the k-&#x3f5; parametrization. The data is assimilated with altimeter, <italic>in situ</italic> temperature, salinity and satellite sea surface temperature observations. In this configuration, the model is validated to produce reliable high-resolution results for the surface flows in the study area (<xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al., 2022</xref>). Deep flows were not validated in previous studies. However, we find sufficient similarities to previous observation data, e.g. <xref ref-type="bibr" rid="B11">Furnes et&#xa0;al. (1986)</xref>; <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref> and <xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al. (1989)</xref>, to state that the model simulates the main processes with sufficient accuracy. Our study area extends from 57&#xb0;N to 61.28&#xb0;N, and 2.03&#xb0;E to 9.97&#xb0;E. We use daily meridional (v) and zonal (u) flow velocities (m/s) (de-tided), salinity (S in PSU), temperature (T in &#xb0;C) and density defined ocean mixed layer depth (MLD in m) from 01 January 2022 to 31 December 2023.This study uses the CMEMS outputs of the forecasting model which resolves the study area in the highest resolution available (1.5 km horizontal resolution). However, these outputs are not stored. To reproduce the years 2022-2023, the reanalysis product for the North-West European Shelf can be used. The horizonal resolution of 7 km is lower than in the forecast product, but the results are remarkably similar (<xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al., 2022</xref>).</p>
<p>We use wind data from the outputs of the CMEMS product Global Ocean Hourly Reprocessed Sea Surface Wind and Stress from Scatterometer and Model (WIND_GLO_PHY_L4_MY_012_006) (<xref ref-type="bibr" rid="B8">CMEMS_2, 2024</xref>) (<xref ref-type="bibr" rid="B13">Giesen et&#xa0;al., 2024</xref>). Two output locations are selected to gather hourly wind data, namely 1) 60.48&#xb0;N/3.80&#xb0;E, 2) 58.71&#xb0;N/10.34&#xb0;E. In the following the stations are called 60&#xb0;N (1) and Skagerrak (2), see <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref> and <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>. The outputs are averaged over 24 h, to simplify the comparison to the oceanographic model data. Eastward and northward wind data (m/s) is resolved on a horizontal grid with 0.125&#xb0; resolution. Daily wind data from 01 January 2022 to 31 December 2023 is used in the study. River discharge data from Glomma is used to show the influence of seasonal river discharge (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>). The data is provided by the <xref ref-type="bibr" rid="B14">Global Runoff Data Centre</xref> and provides daily mean discharges from 01 January 2022 to 31 December 2023.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Daily mean wind speed and direction <bold>(A)</bold> at 60&#xb0;N and <bold>(B)</bold> in the Skagerrak over 2022 and 2023. <bold>(C)</bold> shows the time series of daily mean river discharge from Glomma.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g002.tif">
<alt-text content-type="machine-generated">Three line charts labeled A, B, and C. Chart A shows black wind speed data labeled &#x201c;wind 60&#x201d; from January to December, fluctuating between -20 and 20 m/s. Chart B displays red wind speed data labeled &#x201c;wind Ska&#x201d; over the same period, with similar fluctuation. Chart C illustrates blue runoff data labeled &#x201c;Glomma,&#x201d; peaking between April and October, measured in cubic meters per second.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Analysis</title>
<p>We analyse time series of daily mean model outputs of 2022 and 2023 along four zonal transects extending from 3.9-5.5&#xb0;E (T1.1) and 2.3-3.9&#xb0;E (T1.2) at 58.9&#xb0;N and from 3.9-5.5&#xb0;E (T2.1) and 2.3-3.&#xb0;E (T2.2) at 61.28&#xb0;N (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>). The location of T1.1 is chosen to capture the NCC without it being strongly entrained by AW. T1.2 is used to capture AW inflow as well as the westwards displacement of the branch of the NCC. The location of T2 is chosen to estimate the cross-shelf exchange based on the data of the northern most flows in the model outputs. T2.1 is selected to capture the NCC outflow towards the north and T2.2 to capture the AW inflow. The total zonal extent of 2.3-5.5&#xb0;E covers the entire area of the trench but excludes the flows in the North Sea. All parameters are averaged over the zonal extent of the transects which is approximately 100 km. Daily averaged zonal and meridional flow velocities, temperature, salinity, and Eddy Kinetic Energy (EKE) are used in this study. Eddy Kinetic Energy (EKE) is used to identify temporal and spatial distributions of eddies that impact the flow. EKE is defined as &#x201c;the kinetic energy of the time-varying component of the velocity field&#x201d; (<xref ref-type="bibr" rid="B22">Martinez-Moreno et&#xa0;al., 2019</xref>) and calculated as</p>
<disp-formula id="eq1"><label>(1)</label>
<mml:math display="block" id="M1"><mml:mrow><mml:mi>E</mml:mi><mml:mi>K</mml:mi><mml:mi>E</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:mfrac><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mi>u</mml:mi><mml:mrow><mml:mo>&#x2032;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:msup><mml:mi>v</mml:mi><mml:mrow><mml:mo>&#x2032;</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:mfrac><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msup><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mi>u</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mi>a</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mi>v</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>a</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>2</mml:mn></mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math>
</disp-formula>
<p>where <inline-formula>
<mml:math display="inline" id="im1"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mrow><mml:mo>'</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula>
<mml:math display="inline" id="im2"><mml:mrow><mml:msup><mml:mi>v</mml:mi><mml:mrow><mml:mo>'</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> are the deviations of daily mean flow velocities (<inline-formula>
<mml:math display="inline" id="im3"><mml:mi>u</mml:mi></mml:math></inline-formula>, <inline-formula>
<mml:math display="inline" id="im4"><mml:mrow><mml:mi>v</mml:mi><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> from the annual mean velocities (<inline-formula>
<mml:math display="inline" id="im5"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mi>a</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>a</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></inline-formula> To identify the influence of wind on the flow, we correlate the averaged zonal and meridional flow velocities to the wind time series of 2022 and 2023 at the locations Skagerrak and 60&#xb0;N. The correlation coefficients (r) of daily averaged wind and flow vectors are calculated based on the Pearson Correlation. We use p = 0.05 as significance threshold, so that r is significant when p &lt; 0.05 and |r| &gt; r (p = 0.05). For the correlation, the averaged velocities over depths from 0 to 400 m are used.</p>
<p>Meridional volumetric transports <inline-formula>
<mml:math display="inline" id="im6"><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>e</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> (<inline-formula>
<mml:math display="inline" id="im7"><mml:mrow><mml:msup><mml:mi>m</mml:mi><mml:mn>3</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula>/s or in Sv) for 2022 and 2023 are calculated by integrating the averaged velocities in northward <inline-formula>
<mml:math display="inline" id="im8"><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> and southward <inline-formula>
<mml:math display="inline" id="im9"><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>v</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> direction along all four transects over depth as</p>
<disp-formula id="eq2"><label>(2)</label>
<mml:math display="block" id="M2"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mo>=</mml:mo><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>&#xa0;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:mstyle displaystyle="true"><mml:msub><mml:mo>&#x222b;</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mo>&#x222b;</mml:mo><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mstyle><mml:msub><mml:mi>v</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mtext>d</mml:mtext><mml:mi>A</mml:mi><mml:mtext>d</mml:mtext><mml:mi>t</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mo>;</mml:mo><mml:mo>&#x2003;</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>s</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mo>=</mml:mo><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:msub><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>&#xa0;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:mstyle displaystyle="true"><mml:msub><mml:mo>&#x222b;</mml:mo><mml:mi>A</mml:mi></mml:msub><mml:msub><mml:mo>&#x222b;</mml:mo><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mstyle><mml:msub><mml:mi>v</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mtext>d</mml:mtext><mml:mi>A</mml:mi><mml:mtext>d</mml:mtext><mml:mi>t</mml:mi><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math>
</disp-formula>
<disp-formula id="eq3"><label>(3)</label>
<mml:math display="block" id="M3"><mml:mrow><mml:mo>&#xa0;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>e</mml:mi><mml:mi>t</mml:mi><mml:mo>&#xa0;</mml:mo><mml:mo>=</mml:mo><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:msub><mml:msub><mml:mi>Q</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math>
</disp-formula>
<p>with A the cross-sectional area for the transects (T1.1, T1.2, T2.1 and T2.2) and <inline-formula>
<mml:math display="inline" id="im10"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> a period of one year (2022 and 2023). Zonal flows are not considered as the dominant exchange flows are in northward and southward direction.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Flow velocities and directions over 2022-2023</title>
<p>We visualize current velocities and directions at 6 locations within the NT for the time span of two years by plotting current roses, see <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>. The locations are chosen to cover large parts of the trench and include the outflow area of the NCC as well as the NTI area. The current roses are plotted from the surface data and from data at 150 m depth to show the variation of flows over depth. According to <xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al. (2012)</xref>, the upper 100 m capture the NCC. The 150 m depth output is well below the 100 m transition and thereby representative for the deeper flow dynamics. The individual time series of flow velocities of all locations are provided in the supplementary material (<xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary Figures&#xa0;1</bold></xref>, <xref ref-type="supplementary-material" rid="SF2"><bold>2</bold></xref>). At the surface (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>), the north-westward flow of the NCC is captured in Station 1. The primarily northward flow of the NCC, following the Norwegian coastline contour in the east, is shown at Stations 3 and 6. These three stations show largest current velocities, exceeding 0.9 m/s. In the West, opposite of the stations which capture the NCC, Stations 2 and 4 show the southward inflow of AW into the trench. In general, the western stations show much lower current speeds than the eastern stations, indicating that the southward inflow of AW is less energetic than the northward outflow of the NCC. At Station 2, the most frequent flow regime is a flow in southeastern to southwestern direction. However, Station 2 also captures strong north-eastward flows with speeds up to 0.45 m/s. Such flows are not present at a depth of 150 m at Station 2; thus, we deduce that they are restricted to the surface only and most probably originate from a westward deviation of a branch of the NCC (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>). This is further called the westward displacement of the NCC. We do not capture a northward component of the flow at Station 4, but we do at Station 5. At Station 4, the flows are south-eastwards and indicate AW propagation. At Station 5, a strong north-westward flow component is captured, which might result from the western branch of the NCC merging with the more eastern coast parallel branch of the NCC again. At the surface, Stations 3, 4 and 6 show the lowest variability, indicating separate flow pathways of southward directed AW in the west and northward directed coastal waters in the east. Station 1 is slightly more variable compared to Stations 3 and 6, as the extension of the NCC towards the west can vary. At Station 5, the flows are northward across the shelf, but more variable than in the two neighbouring stations. We expect that the variability at Station 5 is due to the alternating occurrence of AW and NCC.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Daily mean current velocities and directions <bold>(A)</bold> at the surface and <bold>(B)</bold> at 150 m depth at 6 locations of CMEMS outputs from 01-01&#x2013;2022 to 31-12 2023. The coordinates are the following: (&#xb0;N/&#xb0;E) 1) 58.47/4.81, 2) 59.87/3.42, 3) 59.88/4.81, 4) 61.25/2.86, 5) 61.25/3.42 and 6) 61.25/3.92. For each station, the flow velocity time series has been aggregated into a current rose, indicating the magnitude, direction, and occurrence of flow magnitude and direction in percentage over 2 years. The direction indicates where the flow is going, in contrast to wind roses, which indicate the direction of origin of the wind. We assign North to 90&#xb0; to point 0&#xb0; in x-direction.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g003.tif">
<alt-text content-type="machine-generated">Map and polar plots illustrating ocean surface current measurements near Bergen, Norway. Panel A shows surface current velocities while panel B shows current velocities at 150 m depth. Each plot is color-coded from blue to red, indicating current speed in meters per second.</alt-text>
</graphic>
</fig>
<p>The current roses at the surface and at 150 m depth show similarities, but also differences. All stations, except Station 5, show low variability at 150 m depth. The variability in the currents is lower at 150 m compared to the surface flows, as the currents are less influenced by winds, topographically steered and restricted by the shape of the canyon itself. The southward inflow of AW is captured in the West (Stations 2 and 4) and the northward outflow of North Sea water in the East (Stations 3 and 6). At Station 1, the flow follows the topography of the trench pointing westwards. At Station 2, the direction of the flow at a depth of 150 m is steered by the topography of the trench, thus only showing the southwards directed AW inflow. At Station 5, the strong variability in eastward direction indicates inflow of AW which is in agreement with the theory of topographic steering at that location. Although the surface and the flows at 150 m depth show similarities in flow direction at Station 5 the mechanisms that steer the flow are very different. At 150 m depth, the NCC does not influence the flow, such that the variability is only related to the redirection of AW and North Sea waters at higher depth. At Station 3, the flow at 150 m depth is mostly northwards, but with some exceptions of strong southward currents. These southwards flows are likely to result from AW inflows which deviate south-eastwards and flow southwards along Station 3. In general, the current roses show that the flow regimes in the NT can be locally very variable and that the forcing of the currents varies over depth.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Two-year variations along four transects in the NT</title>
<p>Time series of flow velocities and direction, temperature, salinity and EKE (<xref ref-type="disp-formula" rid="eq1">Equation 1</xref>) are analysed at the transects T1.1, T1.2, T2.1 and T2.2 (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f5"><bold>5</bold></xref>) together with wind data from two locations (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>) and river discharge information of Glomma (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>). As the wind speed and direction are not uniform over our study area, we consider the wind conditions at two locations: Skagerrak and 60&#xb0;N. We chose 60&#xb0;N as this represents the upper boundary of our study area and Skagerrak to represent the wind forcing at the location of generation of the NCC. We use three wind events, highlighted with rectangles in <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref> and <xref ref-type="fig" rid="f5"><bold>5</bold></xref>, to stress the effect of winds on the flows over two consecutive years. These three main wind conditions are further discussed in Section 3.4.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Daily <bold>(A)</bold> meridional and <bold>(B)</bold> zonal flow velocities, <bold>(C)</bold> salinity with MLD (line), <bold>(D)</bold> temperature and <bold>(E)</bold> EKE over depths along transect T1.1 (upper) and of <bold>(F)</bold> meridional and <bold>(G)</bold> zonal flow velocities, <bold>(H)</bold> salinity with MLD (line), <bold>(I)</bold> temperature and <bold>(J)</bold> EKE over depths along transect T2.1 (lower) for 2022-2023. The small map indicates the location of both transects with green arrows (see <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref> for better reference). We present the Wind Scenarios (WS1-3), which are analysed in more detail in Chapter 3.4.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g004.tif">
<alt-text content-type="machine-generated">Time-series diagrams compare oceanic parameters at locations T2.1 and T1.1. Panels (A)-(E) show depth-related changes at T2.1: v and u velocities, salinity (S), temperature (T), and eddy kinetic energy (EKE). Panels (F)-(J) illustrate the same for T1.1. Each graph spans from April to October, highlighting significant wind events: WS1, WS2, and WS3. Color bars indicate parameter intensities, with depths marked in meters. A map above outlines geographical locations of the transects.</alt-text>
</graphic>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Daily <bold>(A)</bold> meridional and <bold>(B)</bold> zonal flow velocities, <bold>(C)</bold> salinity with MLD (line), <bold>(D)</bold> temperature and <bold>(E)</bold> EKE over depths along transect T2.2 (upper) and of <bold>(F)</bold> meridional and <bold>(G)</bold> zonal flow velocities, <bold>(H)</bold> salinity with MLD (line), <bold>(I)</bold> temperature and <bold>(J)</bold> EKE over depths along transect T1.2 (lower) for 2022-2023. The small map indicates the location of both transects with green arrows (see <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref> for better reference). We present the Wind Scenarios (WS1-3), which are analysed in more detail in Chapter 3.4.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g005.tif">
<alt-text content-type="machine-generated">Time-series diagrams compare oceanic parameters at locations T2.2 and T1.2. Panels (A)-(E) show depth-related changes at T2.2: v and u velocities, salinity (S), temperature (T), and eddy kinetic energy (EKE). Panels (F)-(J) illustrate the same for T1.2. Each graph spans from April to October, highlighting significant wind events: WS1, WS2, and WS3. Color bars indicate parameter intensities, with depths marked in meters. A map above outlines geographic locations with noted wind events.</alt-text>
</graphic>
</fig>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Eastern part of the NT &#x2013; NCC outflow</title>
<p>The eastern part of the NT shows the north-westward propagation of the NCC and the deeper north-westward outflow of North Sea water in the lower water column (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4A, B, F, G</bold></xref>). At both transects, north-westward flow in the upper water column is related to the NCC which flows along the coast of Norway. The NCC, which is visualised by the low surface salinities, is confined to the upper 50 to 100 m of the water column (see MLD in C, H). MLDs in winter extend to a maximum of 50 m and reduce in summer to less than 20 m in both transects. Below the NCC, North Sea water and AW of higher salinity (35 PSU) are flowing north-westwards. However, and especially in winter, south-eastward flow events are happening. At T1.1, south-eastward flows are constrained to the lower water column (&gt; 50 m) and are only rarely visible at the surface where north-westward currents dominate. At T2.1, north-westward flows dominate and are intensified, compared to the southern transect. At T2.1, south-eastward flow events in winter extend over the entire water column. Both transects show intensified flow velocities in winter (October-April) with magnitudes of up to 0.5 m/s whereas in summer (April-October) flow velocities are much lower (&lt; 0.2 m/s). This seasonality coincides with the seasonality of winds, which strengthen over winter and weaken over summer (see <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2A, B</bold></xref>). At T1.1, large north-westward velocities in the upper 50 m occur during north-easterly winds in the Skagerrak (WS1). These northward velocities are attributed to an outflow of the NCC and are strongest over winter time. At T2.1 maximum north-westward velocities fall together with southerly winds in October 2022-January 2023 and September-October 2023. The strengthening of the flow can either indicate a strengthening of the NCC due to downwelling, or due to flow and wind direction being aligned and thus intensifying the flow (WS2). Largest AW inflows, which extend over the entire lower water column, happen in winter, for example in December 2022 and December 2023, and align with northerly wind conditions (WS3).</p>
<p>In winter, increased flow velocities fall together with increased EKE in both transects (E, J). In winter, high EKE patches extend over the entire water column, whereas in summer, they are restricted to the very shallow surface layers as the water column is stratified, and mixing is suppressed. Increased EKE in summer coincides with increased flow magnitudes and minimal surface salinities (C, H), which are related to fjord or river discharges, for example of Glomma (see <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>). Strong horizontal gradients in sea surface salinity favour the generation of eddies along the eastern side of the trench, whereas strong vertical gradients suppress vertical mixing and confine the influence of wind and atmosphere-ocean exchange to the upper water column. Both transects show surface waters to warm up to 16 &#xb0;C in summer and cool down to 6 &#xb0;C in winter (D, I). Increased temperatures in the lower water column over winter could result from the strong AW inflow which brings warmer water into the trench or from convective mixing. Increased MLD over winter in both transects suggest increased vertical mixing, a weakening of the stratification and thus increased heat transport into the lower water column. As the northern transect shows slightly higher temperature over winter in the deep layers but similar MLD, we relate increased temperature over winter to the influence of AW inflow. In December 2022, a strong AW inflow event is detected at T1.1 by south-eastward flows which align with increased MLDs. For depths larger than 100 m there is no seasonality in salinity detected in any of the transects.</p>
<sec id="s3_2_1_1">
<label>3.2.1.1</label>
<title>Correlation at T1.1</title>
<p><xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref> shows the correlations between the wind conditions and current velocities over the entire water column at T1.1. We distinguish the wind conditions at the two wind stations Skagerrak (A, B, E, F) and 60&#xb0;N (C, D, G, H). Each subplot indicates the correlation between the flow velocities in four directions and the given wind direction. Westerly winds at both locations show a positive correlation with all four flow directions, with the eastward flows showing the largest correlation of 0.5 for the westerly wind condition at 60&#xb0;N and with all correlations increasing with depth (B, D). Easterly winds in the Skagerrak show a peak of positive correlations (0.3-0.4) with all velocities at 50 m (F), while easterly winds at 60&#xb0;N show maximum correlations at 50 m depth with northward and eastward flows but minimum correlations with southward and westward flows (H). In the Skagerrak, southerly winds correlate with north-westward flows in the lower water column but show no correlation with surface flows (A). At 60&#xb0;N, southerly winds correlate with positive with eastward flows in the upper water column, following the Ekman profile, and with westward flows in the lower water column (C). At 60&#xb0;N, northly winds show a negative correlation with northward flows in the upper 50 m and a weak positive correlation with westward flows at depths of 120&#x2013;220 m (E, G). For northly winds in the Skagerrak, the correlations are similar for northward and eastward flows, both being positive and largest in the upper 50 m, while southward flows&#xa0;show a positive correlation which strengthens with increasing depth.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Correlation coefficients over depths are visualized for 8 wind conditions <bold>(A-H)</bold>. The correlation is conducted for eastward (green), northward (blue), westward (red) and southward (magenta) flow velocities over all depth at T1.1. Missing correlation coefficient points indicate that the correlation was not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g006.tif">
<alt-text content-type="machine-generated">Eight scatter plots labeled A to H display depth ranging from 0 to 300 meters on the y-axis against directions indicated as Southerly, Westerly, Northerly, and Easterly on the x-axis, with specific indices such as ska and 60. Various colored markers represent data points at different depths across each plot.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2_1_2">
<label>3.2.1.2</label>
<title>Correlation at T2.1</title>
<p>In <xref ref-type="fig" rid="f7"><bold>Figures&#xa0;7A-H</bold></xref> we show the correlations of winds and flows at T2.1. Westerlies and southerlies at both locations have similar correlations to flows (A-D). Northward and westward flows show low positive correlation at the surface, an increase until 50 m depth and a gradual positive correlation of 0.4-0.5 over the entire water column for westerlies. For southerlies, the profiles are similar, but as depth increases, the correlations stay equal or decrease. For southerly winds, the correlation of the westward velocities is weaker and the peak at 50 m depth for the northward flows is more pronounced. Westerly winds in the Skagerrak and southerly winds at both locations show a negative correlation with southward flows at the surface. For southerly winds in the Skagerrak, the correlation is weak but positive at 150 m. Southerly winds at 60&#xb0;N show a weak positive correlation with eastward flows in the upper 50 m of the water column. For northerly winds, northward flow shows a negative correlation of -0.2-0.3 over the entire water column at 60&#xb0;N and over the lower water column (150 m &#x2013; 400 m) in the Skagerrak (E, G). Southward flows correlate positively with a maximum at 100 m depth. The correlation vanishes with increasing depth in the Skagerrak, but increases at 60&#xb0;N. At both locations, westward flows show positive correlations with northly winds at the very surface and eastward flows show positive correlations of 0.2-0.3 over the entire water column with northly winds and easterly winds. Easterlies in the Skagerrak correlate positively (0.2-0.3) with southward, northward, and eastward flows (F). The correlation with northward flows is confined to the upper 80 m while southward and eastward flows show correlations until 200&#x2013;300 m depth. Easterlies at 60&#xb0;N correlate positively with eastward flows, but show a negative correlation for northward flows at 150&#x2013;400 m depth (H).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Correlation coefficients over depths are visualized for 8 wind conditions <bold>(A-H)</bold>. The correlation is conducted for eastward (green), northward (blue), westward (red) and southward (magenta) flow velocities over all depth at T2.1. Missing correlation coefficient points indicate that the correlation was not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g007.tif">
<alt-text content-type="machine-generated">Graphs labeled A to H display depth in meters on the vertical axis versus directional velocity (southerly, westerly, northerly, and easterly) on the horizontal axis. Data points vary in color and shape, indicating different datasets.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Western part of the NT - AW inflow</title>
<p>In <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>, we show the western transects, which resolve the inflow of AW into the NT. At T1.2, the shallow North Sea shelf is captured, such that when averaging over the transect, the vertical profile of T1.2 only extends to 150 m water depth (F-J). In both transects, the main current direction is south-eastward (A, B, F, G). At the southern transect T1.2 (A, B), the south-eastward flows extend over the entire water column. In the north, at T2.2 (F, G), the water column shows multi-directional flows. Different flow directions at the surface and at higher depth are enabled by the strong salinity stratification (C). In summer (April-October) the currents are southward from the surface down to 350 m depths, and below that north-westwards again. In winter, the surface flows are north-westwards at the surface until 50&#x2013;100 m depth. Below that depth, the flow either continues in north-westwards direction or changes to a south-eastward direction. At 350 m depth, the direction of flow is north-westward or north-eastward. At T2.2, strong north-westward currents are related to NCC outflows, aligning with low salinity events at the surface (H). In November 2023, while southerly wind conditions predominate (WS2), the westward branch of the NCC is captured at T1.2 by north-westward velocities, which extend over the entire water column. In summer, the water column at T2.2 is stratified by a fresher surface layer and MLDs of 20&#x2013;50 m indicate a very shallow stratification with low mixing. Below that, the water column is filled with AW and North Sea water. In the two-year time series, there are three events at T2.2 where the surface is not stratified and the MLD deepens to 150&#x2013;200 m: March-April 2022; winter 2022-2023; and November-December 2023. During these events, EKE increases, but by far not as strongly as observed in the eastern transects (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4E</bold></xref>). At T1.2 the MLD is shallow over summer but deepens to 100 m over winter in both years, showing the same seasonality as T2.2. High EKE events happen in winter and align with convective mixing of the water column (I, J). In both transects the seasonality in temperature is remarkably similar to what we observe in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>. However, at T2.2 the lower water column is warmer than elsewhere in the trench (D), which can be related to the proximity of T2.2 to the shelf edge and consequently increased water contribution from the NAC.</p>
<sec id="s3_2_2_1">
<label>3.2.2.1</label>
<title>Correlation at T1.2</title>
<p><xref ref-type="fig" rid="f8"><bold>Figures&#xa0;8A-H</bold></xref> shows the correlation of winds and current speeds averaged over T1.2. Southerly winds at both locations show a positive correlation of 0.2 with eastward flows over the upper 25&#x2013;40 m of the water column (A, C). For southerly winds at 60&#xb0;N, we see a negative correlation with southward flows in the upper meters of the water column. Besides this, any other correlation is absent. Westerly winds at both locations correlate with southward and eastward flows (B, D). The correlation is strongest with 0.6 at the surface and decreases to 0.2-0.3 with increasing depth, showing the shallowness of the surface layer which feels the direct wind impact. Easterly winds show positive correlations with northward and westward flows, both showing strongest correlations of 0.6 at the surface and decreasing correlations with depth (F, H). There is a negative correlation of about -0.3 between easterly winds and southward flows, which decreases with depth. In the Skagerrak, northerly winds show positive correlations with northward and westward flows (0.2), where the latter one only shows a correlation in the upper 40 m of the water column (E, G). Negative correlations with northerly winds are calculated for eastward flows (-0.2) in the upper 40 m and for southward flows in the lower 40&#x2013;100 m of the water column. At 60&#xb0;N, northerly winds correlate positively with southward flows throughout the entire water column, with eastward flows at 50&#x2013;130 m depth and negatively with northward flows in the upper 20 m of the water column.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Correlation coefficients over depths are visualized for 8 wind conditions <bold>(A-H)</bold>. The correlation is conducted for eastward (green), northward (blue), westward (red) and southward (magenta) flow velocities over all depth at T1.2. Missing correlation coefficient points indicate that the correlation was not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g008.tif">
<alt-text content-type="machine-generated">Eight scatter plots labeled A to H show different orientations of data points based on depth ranging from 0 to 100 meters. Each plot has data points in various colors including green, magenta, blue, and red, indicating different directional measures labeled as Southerly, Westerly, Northerly, and Easterly, with subscripts &#x201c;ska&#x201d; or &#x201c;60&#x201d;. Each plot exhibits a distinct pattern or clustering of points along the horizontal axis within the specified range.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2_2_2">
<label>3.2.2.2</label>
<title>Correlation at T2.2</title>
<p>The correlations of flows and winds at T2.2 is shown in <xref ref-type="fig" rid="f9"><bold>Figures&#xa0;9A-H</bold></xref>. In the Skagerrak and at 60&#xb0;N, westerly winds show similar correlations with all four flow directions (B, D). Southward flows show largest correlations with westerlies in the surface layer (0.4), a maximum correlation at 50 m depth and a strong decrease of correlation with depth. Compared to that, northward and eastward flows show a minimum in the correlation at 50 m depth. Westward flows in the Skagerrak show a similar correlation profile as the southward flows, only weaker. Easterly winds in the Skagerrak show a positive correlation to southward and eastward flows, with a maximum of 0.4 at 100 m depth (F). Easterly winds at 60&#xb0;N show a positive correlation with eastward flows in the upper 150 m, but a negative and only very scattered surface correlation to southward flows. Southerly winds in the Skagerrak correlate positively with north-, east- and southward flows, where the latter one shows largest correlation at 30 m depth. Southerlies at 60&#xb0;N correlate negatively with southward and westward flows at the very surface (A, C). Northward flows show a positive correlation, increasing with depth, while eastward flows a strong positive surface correlation of 0.3, decreasing until vanishing at 100 m depth. Northerly winds at 60&#xb0;N only show correlations in the upper 50 m of the water column, which are negative for eastward flows, and positive for northward, southward, and westward flows (G). In the Skagerrak, northerlies correlate positively over the entire water column, with all flow directions showing largest correlations at the surface, especially for westward flows with 0.3. All correlations decrease at 50 m but continue between 0.1-0.3 until 200 m for northward and eastward flows, and until 300&#x2013;400 m for southward and westward flows (E).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Correlation coefficients over depths are visualized for 8 wind conditions <bold>(A-H)</bold>. The correlation is conducted for eastward (green), northward (blue), westward (red) and southward (magenta) flow velocities over all depth at T2.2. Missing correlation coefficient points indicate that the correlation was not significant.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g009.tif">
<alt-text content-type="machine-generated">Eight line plots labeled (A) to (H) show depth in meters on the y-axis and different wind directions on the x-axis. Each plot features colored markers indicating data points along varying depth levels, showcasing trends across southerly, westerly, northerly, and easterly directions.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Transports in 2022 and 2023</title>
<p>Net volumetric transports are calculated at each transect for 2022 and 2023 over the upper 400 m of the water column (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>; <xref ref-type="disp-formula" rid="eq2">Equations 2</xref>, <xref ref-type="disp-formula" rid="eq3">3</xref>). In <xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref> we show the daily transports at each of the transects (A-D) but separated for transport above and below the MLD. <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref> shows that in- and outflows at T1 (T1.1 and T1.2) compensate, such that the net transports in 2022 and 2023 are low across the southern transect T1. T1.1 shows positive northward transports for both years, while transports at T1.2 are of the same magnitude but southwards. In <xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref>, largest transport magnitudes are calculated in winter and are in northward direction at T1.1 (A), whereas at T1.2 (B), southward directed transports dominate, except in winter where largest magnitudes are northwards. We show that at the eastern side of the NT (T1.1 and T2.1) the surface transports are northwards, but that below the MLD, in-and outflows in southward and northward direction balance. At T1.2, the southward transports above and below the MLD contribute to the net southward transport and are only compensated for by northward transports in winter. At T2 (T2.1 and T2.2) northward transports dominate. At T2.1 the northward transport is much larger and not compensated by the inflow at T2.2 (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). At T2.1 the large contribution of positive meridional transport below the MLD is the main source of the large transport volume (C). Transports above the MLD are small in comparison. Both northern transects show a strong seasonality, with increased winter transports in both directions, especially for transports above the MLD. At T2.1, the seasonality in northward transports below the MLD is largest with a maximum of 10 Sv in winter 2022. The transport profile of T2.2 is very similar to that of T1.1, showing balanced conditions for in- and outflows below the MLD. Taking all transects into account, the net meridional transports over both years are 2&#x2013;3 Sv.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Net transports (<inline-formula>
<mml:math display="inline" id="im11"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>e</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math></inline-formula>) calculated with equation 3 at all transects over 2022 and 2023.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Transect</th>
<th valign="middle" align="center">T1.1</th>
<th valign="middle" align="center">T1.2</th>
<th valign="middle" align="center">T2.1</th>
<th valign="middle" align="center">T2.2</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left"><inline-formula>
<mml:math display="inline" id="im12"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>e</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>&#xa0;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>2022</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> [Sv]</td>
<td valign="middle" align="center">0.44</td>
<td valign="middle" align="center">-0.6</td>
<td valign="middle" align="center">3.43</td>
<td valign="middle" align="center">-0.13</td>
</tr>
<tr>
<td valign="middle" align="left"><inline-formula>
<mml:math display="inline" id="im13"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mi>e</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>&#xa0;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mn>2023</mml:mn><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula> [Sv]</td>
<td valign="middle" align="center">0.44</td>
<td valign="middle" align="center">-0.46</td>
<td valign="middle" align="center">2.58</td>
<td valign="middle" align="center">0.17</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Daily transports for all transects <bold>(A-D)</bold> over 2022 and 2023. Transport above the MLD (&lt; MLD) is contributed by the NCC, whereas transport below the MLD (&gt; MLD) is related to North Sea and AW transport.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g010.tif">
<alt-text content-type="machine-generated">Four line graphs labeled T1.1, T1.2, T2.1, and T2.2 show ocean transport data from July 2022 to July 2023. Each graph displays different transport components labeled Total, &gt;MLD+, &gt;MLD-, &lt;MLD+, and &lt;MLD-. Transport values are measured in million cubic meters per second, fluctuating between -1 and 1.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Flow and wind scenarios in the NT</title>
<p>From the relations identified in Section 3.2, we create scenarios that capture the largest wind-induced variability of the flows in our study area over winter. Wind Scenario WS1 (<xref ref-type="fig" rid="f11"><bold>Figure&#xa0;11</bold></xref>) shows the NCC outflow during north-easterly winds in the Skagerrak. Wind Scenario WS2 (<xref ref-type="fig" rid="f12"><bold>Figure&#xa0;12</bold></xref>) captures strong northward currents during southerly winds and Wind Scenario WS3 (<xref ref-type="fig" rid="f13"><bold>Figure&#xa0;13</bold></xref>) reveals the deep AW inflow during northerly winds in wintertime. These scenarios illustrate the most energetic inflow and outflow conditions of the NT and can therefore be used to explain the short-term variations in cross-shelf exchange flows. The response of the hydrodynamics to these wind conditions is presented for characteristic days (see <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f5"><bold>5</bold></xref>). We acknowledge that there are other wind scenarios and that seasonality in flow patterns is large, but a full discussion of all possible wind scenarios is beyond the scope of this study. Instead, we selected wind conditions during some days in winter 2023, to show the influence of wind under the same year and seasonal circumstances.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Contour plots of <bold>(A)</bold> surface salinity and <bold>(B)</bold> temperature at 266 m depth for WS1 (December 1<sup>st</sup>, 2023). Current velocities (arrows) have maximum velocity at the surface of 1 m/s and of 0.5 m/s at depth. <bold>(C)</bold> We schematize the flows and the prevailing wind direction on a topographic map provided by GEBCO (<xref ref-type="bibr" rid="B12">GEBCO Compilation Group, 2024</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g011.tif">
<alt-text content-type="machine-generated">Panel A shows a surface salinity map with values ranging from 30.5 to 35 PSU, indicating variations along the coast. Panel B depicts temperature at a depth of 266 meters, ranging from 6 to 9.5 degrees Celsius. Panel C is a 3D illustration of oceanic processes, showing topographic steering, AW inflow into a trench, anticyclonic eddies, and wind effects.</alt-text>
</graphic>
</fig>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Contour plots of <bold>(A)</bold> surface salinity and <bold>(B)</bold> surface current velocities for WS2 (September 27<sup>th</sup>, 2023). Current velocities (arrows) have maximum velocity at the surface of 1 m/s. <bold>(C)</bold> We schematize the flows and the prevailing wind direction on a topographic map provided by GEBCO (<xref ref-type="bibr" rid="B12">GEBCO Compilation Group, 2024</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g012.tif">
<alt-text content-type="machine-generated">Panel A is a salinity map showing variations from 30 to 35 PSU along latitudes 57.5 to 60.5 and longitudes 1 to 9. Panel B is a speed map ranging up to 1 meter per second along the same coordinates. Panel C is a 3D diagram illustrating oceanographic patterns, including topographic steering, AW inflow into a trench, anticyclonic eddies, and strong NCC driven by wind.</alt-text>
</graphic>
</fig>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Contour plots of <bold>(A)</bold> temperature and <bold>(B)</bold> current velocity at 266 m depth for WS3 (November 25<sup>th</sup>, 2023). Current velocities (arrows) have maximum velocity of 0.5 m/s at depth. <bold>(C)</bold> We schematize the flows and the prevailing wind direction on a topographic map provided by GEBCO (<xref ref-type="bibr" rid="B12">GEBCO Compilation Group, 2024</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1600994-g013.tif">
<alt-text content-type="machine-generated">A three-part image analysis: Panel A shows a map with temperature gradient values from 6.5 to 10 degrees Celsius across a geographic area. Panel B displays water speed, ranging from 0 to 0.3 meters per second in the same area. Panel C is a 3D model illustrating wind direction, cyclonic eddy patterns, Atlantic Water inflow, retroflection, and a weak Northern Coastal Current, highlighting oceanographic processes.</alt-text>
</graphic>
</fig>
<p>For WS1, we selected a representative day in 2023, where north-easterly winds dominate in the Skagerrak and northerly wind conditions at 60&#xb0;N (<xref ref-type="fig" rid="f11"><bold>Figure&#xa0;11</bold></xref>). These two wind conditions often occur together, especially in winter (see <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). Increased inflow during northerly winds and outflow during north-easterly winds might be one of the main reasons why transports above and below the MLD mostly compensate (<xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref>). During WS1, the NCC enters the trench as a large freshwater plume with current speeds of 1 m/s at the surface from the Skagerrak in the East (A). A clockwise rotating eddy (anticyclone) is generated in the NCC at 58&#xb0;N. The horizontal salinity gradient between the NCC and AW in zonal direction, is largest in the south of the trench and weakens towards the north. Due to mixing of the NCC with the AW and the lack of sufficient freshwater input, eddies are not generated frequently at higher latitudes. On that day, the NCC is displaced towards the west, which is very typical during easterly and southerly winds. At 266 m depth current velocities are weaker with a maximum velocity magnitude of 0.5 m/s (B). Large velocity magnitudes are induced by the inflow of AW in the northwest of the NT and around the topographic barrier at 58.5&#xb0;N. This is a frequently occurring velocity distribution. The direction of flow is northward in large parts of the trench, except for the southward directed AW inflow in the northwest. NTIs that do not propagate far south in the NT but are redirected eastwards, explain averaged annual transport conditions. The southward flowing water is deflected to the east before reaching 58&#xb0;N and merges with the northward flow of the North Sea water on the eastern side of the trench, contributing to a net northward transport across the shelf (see <xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref>). As the topographic barrier confines the northward flow, it intensifies the North Sea flows and blocks the AW from flowing southwards.</p>
<p>WS2 shows the response of the surface currents to southerly winds (<xref ref-type="fig" rid="f12"><bold>Figure&#xa0;12</bold></xref>). Southerly winds are dominant in summer (April-October 2022 and 2023) but can also happen in winter. In <xref ref-type="fig" rid="f12"><bold>Figure&#xa0;12</bold></xref>, we see that the NCC is narrow and confined against the coast in the north of the NT. Current velocities reach maximum velocities of 1 m/s. In the rest of the NT the NCC is meandering and the largest velocities of just less than 1 m/s occur at the edges of mesoscale eddies. The strong and confined NCC at the surface indicates downwelling conditions which are induced by onshore/eastward Ekman transport (see <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7C</bold></xref>). We do not show the flows at higher depth here as they fall into the category of the conditions described in <xref ref-type="fig" rid="f11"><bold>Figure&#xa0;11</bold></xref>, with dominant northward outflow of North Sea waters in the east of the trench and southward inflowing AW in the northwest of the trench.</p>
<p>In <xref ref-type="fig" rid="f13"><bold>Figure&#xa0;13</bold></xref>, we show large NTIs which occur rarely, and only in winter during northly wind (WS3). These inflow events can be identified by an increase of temperature due to inflow of new AW from the NAC (A). Under strong NTI conditions the AW propagates until 58&#xb0;N and is either redirected eastward by the topographic barrier or overflows it in southward direction. The magnitude of the southward directed current increases as it flows around the sill, often triggering cyclonic vortices nearby (B). The northward flow around the sill is suppressed. At the northern edge of the NT, an anticlockwise (cyclonic) eddy can be seen for some days of the simulation outputs, especially during AW inflows. Flow velocities in the vicinity of the eddy and of the topographic barrier reach magnitudes of 0.3 m/s close to the bed. The diameter of the eddy is restricted by the width of the trench, which at 61&#xb0;N approximates 100 km. The location of the eddy and its diameter do not change over the two years of simulation output, yet its intensity changes in proportion to the strength of the inflow and outflow at higher depth. In the Skagerrak, another cyclonic eddy is captured, this one smaller with a diameter of around 50 km.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion and conclusion</title>
<p>The results of our two-year analysis provide new insights into the flow dynamics of the NT. Our analysis shows that the NT is a very dynamic system, with wind and seasonality driving flows at the surface and at larger depths. In the East, the NCC flows northwards in the upper 50&#x2013;100 m of the water column (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, Stations 3 and 6). The westward displacement of the NCC which is discussed in <xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al. (1989)</xref>, is captured in the current roses, as well as along the western transect T1.2 in <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>. Westwards propagation of the NCC coincides with easterly wind conditions (<xref ref-type="fig" rid="f9"><bold>Figures&#xa0;9</bold></xref>, <xref ref-type="fig" rid="f11"><bold>11</bold></xref>), which are also identified to be the main wind direction to cause strong NCC outflows in the Skagerrak (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). In the West, the NTI of AW is captured at the surface and at higher depth (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, Stations 2 and 4). The retroflection of AW, first described by <xref ref-type="bibr" rid="B11">Furnes et&#xa0;al. (1986)</xref>, is identified in the model outputs in <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref> and <xref ref-type="fig" rid="f11"><bold>11</bold></xref>. At T1.1 flows in south-eastward direction indicate the eastward retroflection of southward flowing AW. The current rose of Station 5 shows the topographically steered flow in the North, resulting in an eastward redirection of the flow, as described in <xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al. (1989)</xref> (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
<p>From this two-years analysis we see that the intra-annual variation is low. This finding is supported by studies that calculated similar transports in very different years. In agreement with others, e.g. <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref>; <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al. (2018)</xref> and <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al. (2009)</xref>, we calculated the net transport through the NT to be 2&#x2013;3 Sv. We identify that seasonal variations are much larger than intra-annual variations (<xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref>) which agrees with <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref>. Largest transports happen over winter, in both, northward and southward direction, below and above the MLD. In general, this indicates an intensification of flows over the entire North Sea domain during winter time.</p>
<p>Several studies related the transports in the NT to the large-scale meteorological forcing of the NAO. The NAO is known to impact the flows of the North Sea and North Atlantic in a seasonal cycle, especially strengthening them over winter (<xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>; <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al., 2012</xref>). <xref ref-type="bibr" rid="B1">Aagaard (1970)</xref> observed that the spatial pressure distribution over the Norwegian Seas varies over seasons and the flows are to a substantial extent wind-driven. For weekly to monthly time scales, <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref> show significant correlation between the transport of the NCC and the NAO. <xref ref-type="bibr" rid="B3">Albretsen et&#xa0;al. (2012)</xref> show correlations of AW inflow into the North Sea and winter NAO (NAO index from December to March). Strong westerly wind conditions, which are predominant during positive winter NAO, intensify the NAC which carries warmer water into the North Sea. Our results also show warmer deep-water inflows over winter during northerly and north-westerly winds which we classify as intensified AW inflows, as presented in WS3 (<xref ref-type="fig" rid="f13"><bold>Figure&#xa0;13</bold></xref>). We acknowledge that convective mixing could also be responsible for increased water temperatures at higher depth in winter. In <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref> and <xref ref-type="fig" rid="f5"><bold>5</bold></xref>, we show increased MLD over winter, indicating intensified mixing. However, the contribution of one or the other process is not quantified here. A connection of the NTIs to the NAO is reasonable, as the relation of NAO is strongest over longer (yearly, decadal) time scales and often used as a predictor of North Atlantic flows (<xref ref-type="bibr" rid="B33">Winther and Johannessen, 2006</xref>). What we explore here are NTIs that reach southward but are not as strong as to reach the Skagerrak. However, we expect these inflows to contribute to the salt budget of the North Sea and to its bio-chemical system (<xref ref-type="bibr" rid="B32">Van Der Molen and Paetsch, 2022</xref>).</p>
<p>For the first time, we discuss a deep cyclonic eddy, which is captured by the model at the mouth of the NT during WS3. This eddy is strongest during large AW inflows, as shown by the coinciding increases of flow magnitude and temperature (<xref ref-type="fig" rid="f13"><bold>Figure&#xa0;13</bold></xref>). We doubt that its generation is solely caused by topographic steering (<xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al., 1989</xref>) but that it might be created by the canyon-like shape of the NT. <xref ref-type="bibr" rid="B26">Mork (1981)</xref> already mentioned that the role of the bottom topography needs to be explained in more detail to understand the presence of trapped vortices at high depth. His suggestion is based on the study of <xref ref-type="bibr" rid="B10">Eide (1979)</xref> who discusses the topographically induced eddy generation along the Norwegian coastline. However, the eddy visible in the model has not been discussed before and neither has its generation. In the North, the topography of the NT is similar to a canyon, as the slopes towards the shelf in the West and towards Norway in the East function as barriers to the flow. Inflows into the NT are redirected either by the topographic barrier (<xref ref-type="bibr" rid="B11">Furnes et&#xa0;al., 1986</xref>) or by topographic steering, creating a cyclonic circulation at the mouth of the canyon. We suggest that these two effects might be further influenced by dynamics inherent to canyon flows. The generation of large eddies at the mouth of or within canyons is described in <xref ref-type="bibr" rid="B4">Allen et&#xa0;al. (2001)</xref>. <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al. (2018)</xref> investigated the cyclonic eddy, which is present in the Skagerrak under certain conditions, however without attributing its generation to canyon flows. <xref ref-type="bibr" rid="B9">Davies and Heaps (1980)</xref> could simulate the cyclonic eddy in the North in a very simplified model. They related its generation solely to the wind-driven currents in the North Sea.</p>
<p>In our study we use EKE to identify surface eddies. Increased EKE coincides with outflows of the NCC (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f5"><bold>5</bold></xref>). Hence, we conclude that the generation of eddies, caused by the density difference of the NCC and AW is resolved in the model (<xref ref-type="bibr" rid="B31">Tonani et&#xa0;al. (2019)</xref>; <xref ref-type="bibr" rid="B19">Ikeda et&#xa0;al. (1989)</xref>; <xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al. (2022)</xref>). Largest density differences of AW in the West and fresher water in the East happen in summer. Increased river discharges, for example from Glomma, contribute to a freshening of the surface waters in the eastern part of the NT and can cause baroclinic instabilities, which result in eddy generation. Based on the findings of <xref ref-type="bibr" rid="B20">Johannessen (1986)</xref>, fjord outflows are seasonal, such that the effect might be very similar to the one of river discharge presented in this study. <xref ref-type="bibr" rid="B20">Johannessen (1986)</xref> suggests that during summer, fjord discharges with salinities of less than 32 PSU contribute to a freshening of the NCC. The very fresh surface waters, which are mostly visible at 58&#xb0;N, might discharge from the Stavanger fjord, and might be one of the main reasons why the most stable eddies are generated at that latitude. We suggest that further research should include the contribution of eddies to the total net transport of the NT, and a more detailed investigation of the influence of eddies on the deeper water column.</p>
<p>Finally, our research findings in Section 3.2 show that the flows in the NT are wind-driven. These findings agree with previous studies. <xref ref-type="bibr" rid="B9">Davies and Heaps (1980)</xref>; <xref ref-type="bibr" rid="B26">Mork (1981)</xref>; <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al. (2009)</xref>; <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al. (2013)</xref> and <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al. (2018)</xref> discussed wind as the dominant forcing to explain the variability of flows in the NT. However, the question of how wind influences the flow under consideration of other variables, such as the topography of the NT or seasonal changes, remained unanswered. We state that the effect of wind is significant, also under consideration of the deepening of the trench towards the North (<xref ref-type="bibr" rid="B26">Mork, 1981</xref>), the seasonality of the flow (<xref ref-type="bibr" rid="B21">Johannessen et&#xa0;al., 1989</xref>) and a more complex model (<xref ref-type="bibr" rid="B9">Davies and Heaps, 1980</xref>). As shown by <xref ref-type="bibr" rid="B2">Akp&#x131;nar et&#xa0;al. (2022)</xref>, the wind is not uniform over the NT area, often showing a dipole pattern. To capture the effect of wind forcing, we suggest that at least two stations are needed, for example Skagerrak and 60&#xb0;N. Some of the correlations presented in <xref ref-type="fig" rid="f6"><bold>Figures&#xa0;6</bold></xref>, <xref ref-type="fig" rid="f7"><bold>7</bold></xref> and <xref ref-type="fig" rid="f8"><bold>8</bold></xref>, <xref ref-type="fig" rid="f9"><bold>9</bold></xref> show different patterns depending on the wind location that was chosen. <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref> (T1.1) shows the wind-driven onset of the NCC via a positive correlation of north-eastward flows during easterly winds in the Skagerrak and at 60&#xb0;N. The correlation is of r=0.3 at 20&#x2013;40 m depths, which corresponds to the depths of the NCC. As the correlation decreases with increasing depth, the results show that it is really the surface layer which is impacted by NCC outbreaks in the Skagerrak. In agreement with <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref> and <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al. (2013)</xref>, the results show that easterly winds are the main wind direction enabling large freshwater plumes to leave the Skagerrak and form the NCC. On the other hand, westerly winds show high correlations of r=0.4-0.5 with all flow directions below 50 m depth, but low correlations at the surface. Both, AW and North Sea water are influenced by westerly wind conditions. We believe that a proportion of the deeper water in the NT is AW coming from the North Sea shelf, as the correlation for westerlies and south-easterly flows is large in T1.2. The decrease of impact of easterly winds towards the North, agrees with <xref ref-type="bibr" rid="B6">Christensen et&#xa0;al. (2018)</xref> and <xref ref-type="bibr" rid="B9">Davies and Heaps (1980)</xref>. We observe large correlations of north-eastward flows with westerly and southerly winds at the surface. As shown in WS2, the NCC is confined against the coast during south-westerly wind conditions which is in agreement with <xref ref-type="bibr" rid="B17">Huthnance et&#xa0;al. (2009)</xref>. Furthermore, they identify that during westerly winds, eastward flows cause downwelling conditions along the Norwegian coast. <xref ref-type="bibr" rid="B15">Hordoir et&#xa0;al. (2013)</xref> identified that during coast parallel winds (southerlies), increased flow velocities are related to the fact that Kelvin waves propagate in the same direction as the wind is forcing the flow. Our results agree with that, showing intensified northward flow during southerly winds. In <xref ref-type="fig" rid="f9"><bold>Figure&#xa0;9</bold></xref> (T2.2) the AW inflows at the surface are visualized by a positive correlation of southward flows during westerly winds which is in agreement with <xref ref-type="bibr" rid="B33">Winther and Johannessen (2006)</xref>, who suggest that the AW inflow is driven by westerly winds.</p>
<p>Overall, we found that the cross-shelf exchange through the NT is driven by the prevailing wind system over the North Sea. We show that that the sensitivity of both the AW inflow and the NCC outflow to wind forcing determines the chaotic nature of the currents in the NT. Since inflow and outflow impact each other, wind forcing on either the inflowing or outflowing currents causes a reaction throughout the NT. The seasonality in wind and river discharge, make the currents in the NT respond to the seasonal cycle over both years. The average annual transports for 2022 and 2023 suggest net northward outflows of 2&#x2013;3 Sv into the Atlantic Ocean. Over annual time scales, these transports are constant, but variations over days, can be more than three times as large. On daily timescales, surface eddies play a significant role in increasing surface velocities, which consequently lead to increased transport through the NT.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary&#xa0;Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>AE: Conceptualization, Investigation, Writing &#x2013; review &amp; editing, Methodology, Writing &#x2013; original draft, Visualization, Formal Analysis. JP: Supervision, Writing &#x2013; review &amp; editing. BP: Supervision, Writing &#x2013; review &amp; editing.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank all collaborators within the NoSE project who contributed to this study. We would also like to thank Matthew Humphreys for sharing the script to plot the 3D bathymetry data. Finally, we would like to thank the reviewers for their valuable comments and final contributions.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="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></sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2025.1600994/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2025.1600994/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Image1.jpeg" id="SF1" mimetype="image/jpeg"><label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Supplementary plot of flow velocities timeseries for all six current rose stations presented in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>.</p>
</caption></supplementary-material>
<supplementary-material xlink:href="Image2.jpeg" id="SF2" mimetype="image/jpeg"><label>Supplementary Figure&#xa0;2</label>
<caption>
<p>Supplementary plot of flow velocities time series for all six current rose stations presented in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>.</p>
</caption></supplementary-material></sec>
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