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  <front>
    <journal-meta><journal-id journal-id-type="publisher">OS</journal-id><journal-title-group>
    <journal-title>Ocean Science</journal-title>
    <abbrev-journal-title abbrev-type="publisher">OS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Ocean Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1812-0792</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/os-21-2101-2025</article-id><title-group><article-title>Controls on dense-water formation along the  path of the North Atlantic subpolar gyre</article-title><alt-title>Controls on dense-water formation along the path of the North Atlantic subpolar gyre</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1 aff2">
          <name><surname>Tooth</surname><given-names>Oliver J.</given-names></name>
          <email>oliver.tooth@earth.ox.ac.uk</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Johnson</surname><given-names>Helen L.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Wilson</surname><given-names>Chris</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-0891-2912</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Department of Earth Sciences, University of Oxford, Oxford, United Kingdom</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>National Oceanography Centre, Southampton, United Kingdom</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>National Oceanography Centre, Liverpool, United Kingdom</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Oliver J. Tooth (oliver.tooth@earth.ox.ac.uk)</corresp></author-notes><pub-date><day>26</day><month>September</month><year>2025</year></pub-date>
      
      <volume>21</volume>
      <issue>5</issue>
      <fpage>2101</fpage><lpage>2123</lpage>
      <history>
        <date date-type="received"><day>10</day><month>March</month><year>2025</year></date>
           <date date-type="rev-request"><day>14</day><month>March</month><year>2025</year></date>
           <date date-type="rev-recd"><day>15</day><month>June</month><year>2025</year></date>
           <date date-type="accepted"><day>4</day><month>July</month><year>2025</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2025 Oliver J. Tooth et al.</copyright-statement>
        <copyright-year>2025</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025.html">This article is available from https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025.html</self-uri><self-uri xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025.pdf">The full text article is available as a PDF file from https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e113">The North Atlantic subpolar gyre (SPG) plays a fundamental role in the global climate system through the formation of dense North Atlantic Deep Water (NADW) as part of the Atlantic Meridional Overturning Circulation. Observations show pronounced decadal variability in SPG water mass properties; however, it remains unclear to what extent such thermohaline changes impact the formation of dense water. Here, we explore the mechanisms governing dense-water formation along the path of the SPG using Lagrangian water parcel trajectories in an eddy-rich ocean sea ice hindcast. We show that neither the rate of transformation of water parcels across density surfaces nor their thermohaline properties on arrival into the eastern SPG are rate-limiting factors governing dense-water formation. Instead, the total amount of dense water formed during transit around the SPG can be skilfully predicted based solely on the volume transport of light, upper-limb waters arriving into the eastern SPG via the branches of the North Atlantic Current. This relationship between upper-limb volume transport and dense-water formation emerges since the SPG boundary current is long enough for all upper-limb thermal anomalies to be damped during transit. Our findings emphasise the close relationship between the strength of the SPG and subpolar dense-water formation on multi-decadal timescales, such that a stronger SPG circulation following persistent positive phases of the North Atlantic Oscillation results in greater NADW formation along-stream. This underscores the importance of monitoring the state of the SPG for both decadal and longer-term climate predictions.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>UK Research and Innovation</funding-source>
<award-id>NE/S007474/1</award-id>
<award-id>NE/Y005589/1</award-id>
<award-id>NE/T013494/1</award-id>
<award-id>NE/W004984/1</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

      
<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d2e127">Observations and ocean reanalyses indicate that the upper subpolar North Atlantic Ocean (SPNA) exhibits pronounced thermohaline variability on decadal timescales <xref ref-type="bibr" rid="bib1.bibx24 bib1.bibx6 bib1.bibx7 bib1.bibx79 bib1.bibx57 bib1.bibx58 bib1.bibx42" id="paren.1"/>, with significant implications for both regional and global climate <xref ref-type="bibr" rid="bib1.bibx138 bib1.bibx69" id="paren.2"><named-content content-type="pre">e.g.</named-content></xref>. On a regional scale, the northward propagation of upper-ocean thermohaline anomalies from the SPNA into the Nordic Seas yields predictable climate impacts on surface air temperatures over northwestern Europe <xref ref-type="bibr" rid="bib1.bibx22 bib1.bibx65 bib1.bibx78 bib1.bibx4" id="paren.3"/>, Arctic sea ice extent <xref ref-type="bibr" rid="bib1.bibx136 bib1.bibx134" id="paren.4"/>, and the rates of Greenland glacial melting <xref ref-type="bibr" rid="bib1.bibx113" id="paren.5"/>. The impacts of North Atlantic multi-decadal sea surface temperature (SST) variability also extend far beyond the regional scale, including through hemispheric teleconnections which contribute to changes in West African and Indian summer monsoon rainfall <xref ref-type="bibr" rid="bib1.bibx39 bib1.bibx49 bib1.bibx81 bib1.bibx88 bib1.bibx89" id="paren.6"/> and Pacific decadal climate variability <xref ref-type="bibr" rid="bib1.bibx137 bib1.bibx34 bib1.bibx138" id="paren.7"/>.</p>
      <p id="d2e154">Both observational and numerical modelling studies have repeatedly identified low-frequency subpolar ocean dynamics as the principal source of high-latitude upper-ocean thermohaline variability <xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx29 bib1.bibx50 bib1.bibx106 bib1.bibx133 bib1.bibx20" id="paren.8"/>. In particular, multi-decadal changes in the subpolar gyre (SPG) and overturning circulations <xref ref-type="bibr" rid="bib1.bibx132 bib1.bibx70" id="paren.9"/>, excited by fluctuations in the North Atlantic Oscillation (NAO; <xref ref-type="bibr" rid="bib1.bibx59 bib1.bibx87" id="altparen.10"/>), have been shown to modulate the poleward heat transport by warm and saline subtropical waters into the eastern SPNA <xref ref-type="bibr" rid="bib1.bibx63 bib1.bibx28" id="paren.11"/>. Two important examples are the 1990s and 2010s, when persistent positive phases of the NAO induced a delayed warming and salinification of the upper eastern SPG <xref ref-type="bibr" rid="bib1.bibx30 bib1.bibx42 bib1.bibx20" id="paren.12"/>, which propagated downstream into the Nordic Seas <xref ref-type="bibr" rid="bib1.bibx38 bib1.bibx99" id="paren.13"/>. This potentially predictable influence of subpolar ocean dynamics on the North Atlantic climate system is further underscored by initialised decadal predictions <xref ref-type="bibr" rid="bib1.bibx85 bib1.bibx110 bib1.bibx12" id="paren.14"/>, which show a strong sensitivity in retrospective forecast skill to the initialised subpolar ocean state <xref ref-type="bibr" rid="bib1.bibx105 bib1.bibx95 bib1.bibx52 bib1.bibx133" id="paren.15"><named-content content-type="pre">e.g.</named-content></xref>.</p>
      <p id="d2e184">To date, very few studies <xref ref-type="bibr" rid="bib1.bibx99" id="paren.16"><named-content content-type="pre">e.g.</named-content></xref> have investigated the extent to which the arrival of such anomalies persist to impact the formation of dense-water masses downstream. On the one hand, we might expect that upper-ocean thermohaline anomalies will feed back onto the production of North Atlantic Deep Water (NADW) by impacting the efficiency of diapycnal water mass transformation. Indeed, this view forms the basis of the salt advection feedback <xref ref-type="bibr" rid="bib1.bibx112 bib1.bibx101 bib1.bibx32" id="paren.17"/>, in which a weakened Atlantic Meridional Overturning Circulation (AMOC) transports less salt into the SPNA, thereby reducing NADW formation through increasing stratification, which further weakens the AMOC. However, this view is at odds with a number of recent observational studies <xref ref-type="bibr" rid="bib1.bibx42 bib1.bibx40 bib1.bibx94 bib1.bibx72" id="paren.18"/>, which show that the strength of subpolar overturning has remained relatively stable in spite of the large-scale thermohaline variability observed throughout the SPNA during recent decades. <xref ref-type="bibr" rid="bib1.bibx42" id="text.19"/> reconcile this by suggesting that only a weak coupling exists between upper-limb thermohaline anomalies and the magnitude of subpolar dense-water formation on multi-decadal timescales. However, precisely what controls the amount of dense water formed along the path of the SPG and its relationship to subpolar overturning variability on multi-decadal timescales remains poorly understood.</p>
      <p id="d2e201">When exploring the downstream evolution of upper-ocean thermohaline anomalies in the SPNA, studies adopting the traditional Eulerian frame of reference typically use lagged correlation analysis <xref ref-type="bibr" rid="bib1.bibx56 bib1.bibx3 bib1.bibx4 bib1.bibx38" id="paren.20"/>, which relies upon the coherent propagation of signals downstream. In reality, however, thermohaline anomalies are communicated over a diverse range of advective timescales owing to the dispersive nature of subpolar circulation pathways <xref ref-type="bibr" rid="bib1.bibx128" id="paren.21"><named-content content-type="pre">e.g.</named-content></xref>, which often convolve water masses from many different sources. In this study, we overcome this challenge by adopting a Lagrangian approach to investigate the controls on dense-water formation along the path of the SPG. By evaluating Lagrangian water parcel trajectories in an eddy-rich ocean sea ice hindcast, we are able to trace the evolution of upper-limb thermohaline anomalies arriving into the eastern SPNA and directly assess their influence on the formation of NADW during their transit of the SPG.</p>
      <p id="d2e213">This study is organised as follows. In Sect. 2, we introduce the eddy-rich ocean sea ice hindcast, the Lagrangian particle tracking experiments, and both the Eulerian and Lagrangian diagnostics used in our analysis. Section 3.1 explores the nature of dense-water formation along the path of the SPG, including validation against Overturning in the Subpolar North Atlantic Program (OSNAP) observations. We investigate the sources of variability in along-stream dense-water formation in Sect. 3.2. In Sect. 3.3, we propose a linear model to skilfully predict along-stream dense-water formation. Section 3.4 explores the two dense-water formation pathways circulating cyclonically around the SPG. Finally, in Sect. 3.5, we assess the role of remote buoyancy forcing in driving decadal variations in dense-water formation along the path of the SPG. The study concludes with a critical discussion and summary of our main findings and their wider implications for observing subpolar AMOC variability in Sect. 4.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Methods</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Ocean general circulation model</title>
      <p id="d2e231">To investigate the variability of dense-water formation along the path of the subpolar gyre, we use output from the eddy-rich, global ORCA0083-GO8p7 numerical ocean model configuration <xref ref-type="bibr" rid="bib1.bibx92 bib1.bibx2" id="paren.22"/>. This uses the Nucleus for European Modelling of the Ocean (NEMO) ocean circulation model version 4.0.4 <xref ref-type="bibr" rid="bib1.bibx83" id="paren.23"/> implemented in the UK Global Ocean (GO) version 8 configuration. This is a pre-release configuration of the Global Ocean and Sea Ice (GOSI) version 9 <xref ref-type="bibr" rid="bib1.bibx51" id="paren.24"/> developed by the UK Joint Marine Modelling Programme in preparation for CMIP7.</p>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e245">Time mean (2014–2020) Eulerian diapycnal overturning stream functions at <bold>(a)</bold> OSNAP East and <bold>(b)</bold> OSNAP West, calculated using the ORCA0083-GO8p7 hindcast (black) and OSNAP observations (purple). The shaded regions represent <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> (monthly) standard deviation in the Eulerian overturning stream function. Time series of maximum Eulerian diapycnal overturning at <bold>(c)</bold> OSNAP East and <bold>(d)</bold> OSNAP West, calculated using the ORCA0083-GO8p7 hindcast (black) and OSNAP observations (purple).</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f01.png"/>

        </fig>

      <p id="d2e276">The NEMO ocean model is discretised on an Arakawa C grid with a nominal <inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">12</mml:mn></mml:mrow></mml:math></inline-formula>° resolution (equivalent to <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula> km in the subtropical North Atlantic and <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> km in the Arctic). The extended version of the quasi-isotropic ORCA12 orthogonal tri-polar grid (eORCA12) is used, with poles located on land in Canada, Siberia, and Antarctica. In the vertical, the model uses 75 unevenly spaced <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:msup><mml:mi>z</mml:mi><mml:mo>*</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>-partial-step coordinate levels with unperturbed depth increments ranging from 1 to 250 m. The depth increment of the grid cells at each vertical level varies through time due to the implementation of a non-linear free surface <xref ref-type="bibr" rid="bib1.bibx83" id="paren.25"/>. Within the NEMO framework, the NEMO Ocean Engine (NEMO-OCE) is coupled to the SI<sup>3</sup> sea ice model <xref ref-type="bibr" rid="bib1.bibx122 bib1.bibx11" id="paren.26"/>. For a comprehensive description of the ORCA0083-GO8p7 model configuration, users are referred to <xref ref-type="bibr" rid="bib1.bibx51" id="text.27"/>.</p>
      <p id="d2e342">The ORCA0083-GO8p7 integration is initialised from rest with temperature and salinity from the climatology of an Argo-based observational objective analysis <xref ref-type="bibr" rid="bib1.bibx48" id="paren.28"><named-content content-type="pre">EN4;</named-content></xref> covering 1995–2014. The model is forced by the Japanese 55-year atmospheric reanalysis <xref ref-type="bibr" rid="bib1.bibx121" id="paren.29"><named-content content-type="pre">JRA55-do;</named-content></xref> for the period 1958–2021. We disregard the initial 18 years of the integration when model adjustment is largest and make use of the monthly mean velocity and tracer field output between 1975–2021.</p>
      <p id="d2e355">To assess the fidelity of the subpolar ocean circulation in the ORCA0083-GO8p7 hindcast, we compare the simulated diapycnal overturning to OSNAP observations between 2014–2020. Figure <xref ref-type="fig" rid="F1"/>a and b shows the time mean Eulerian diapycnal overturning stream functions at the OSNAP East and OSNAP West sections calculated using both the model and observations. Overall, we find good agreement between the modelled and observed overturning stream functions in density space at the OSNAP array. At OSNAP East, the maximum of the time mean diapycnal overturning stream function in the model (<inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mn mathvariant="normal">13.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.3</mml:mn></mml:mrow></mml:math></inline-formula> Sv at 27.51 kg m<sup>−3</sup>) is slightly weaker than observed (<inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mn mathvariant="normal">14.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">3.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv at 27.55 kg m<sup>−3</sup>). However, this is primarily due to the weaker time mean net northward transport across the section in the model (<inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.1</mml:mn></mml:mrow></mml:math></inline-formula> Sv) compared to the 1.6 Sv imposed in the OSNAP observational calculation. Figure <xref ref-type="fig" rid="F1"/>b shows that there is also close agreement between both the magnitude and isopycnal of maximum diapycnal overturning in the model (<inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv at 27.70 kg m<sup>−3</sup>) and observations (<inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.2</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv at 27.69 kg m<sup>−3</sup>) at OSNAP West. This is particularly encouraging, given that many eddy-rich models considerably overestimate the time mean strength of diapycnal overturning in the Labrador Sea <xref ref-type="bibr" rid="bib1.bibx100 bib1.bibx84" id="paren.30"><named-content content-type="pre">e.g.</named-content></xref>. Once we account for the larger net southward flow across the OSNAP West section in the model (<inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv) compared with that imposed in the OSNAP observational calculation (<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1.6</mml:mn></mml:mrow></mml:math></inline-formula> Sv), we do find that the modelled diapycnal overturning is slightly stronger than observed.</p>
      <p id="d2e501">Figure <xref ref-type="fig" rid="F1"/>c and d show the time series of diapycnal overturning strength at OSNAP East and OSNAP West as determined by calculating the maximum of each monthly overturning stream function. Although we find a significant correlation (<inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.55</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>) between the modelled and observed diapycnal overturning strength at OSNAP East, it is clear that the model (monthly SD <inline-formula><mml:math id="M20" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 2.6 Sv) underestimates the monthly overturning variability captured in observations (monthly SD <inline-formula><mml:math id="M21" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 3.0 Sv). In contrast, at OSNAP West, we find a much weaker correlation (<inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.27</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula>) since the observed diapycnal overturning strength is less variable than that found in the model, especially on seasonal timescales. The stronger overturning seasonality in the model is due to the presence of warmer (<inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">0.14</mml:mn></mml:mrow></mml:math></inline-formula> °C) and saltier (<inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> g kg<sup>−1</sup>) waters in the western Labrador Sea compared with OSNAP observations, which experience less density compensation between wintertime cooling and year-round freshening <xref ref-type="bibr" rid="bib1.bibx140 bib1.bibx5" id="paren.31"/>.</p>
      <p id="d2e604">In addition to reproducing much of the observed strength of and monthly variability in overturning along the OSNAP array, we also find reasonably good agreement between the modelled (<inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mn mathvariant="normal">6.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv) and observed <xref ref-type="bibr" rid="bib1.bibx98" id="paren.32"><named-content content-type="pre"><inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv;</named-content></xref> overturning strength at the Greenland–Scotland Ridge (1995–2015). Given our focus on the formation of dense water along the boundary current of the SPG in this study, we also highlight the close agreement between the time mean top-to-bottom strength of the East Greenland Current (<inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">33.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv) in the model and that observed by <xref ref-type="bibr" rid="bib1.bibx25" id="text.33"/> (<inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">33.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.6</mml:mn></mml:mrow></mml:math></inline-formula> Sv) between 2002–2012 along the OVIDE section. However, in the Labrador Sea, the model (<inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">27.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">5.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv) slightly underestimates the time mean (1997–2014) strength of the Deep Western Boundary Current (DWBC) at 53° N as, reported by <xref ref-type="bibr" rid="bib1.bibx135" id="text.34"/> (<inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30.2</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">6.6</mml:mn></mml:mrow></mml:math></inline-formula> Sv, where <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">27.68</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>).</p>
      <p id="d2e725">In spite of these differences, we consider the broad overall agreement between the strength of both the SPG and the diapycnal overturning circulations simulated in the ORCA0083-GO8p7 hindcast and that observed along trans-basin arrays to be sufficient justification for using this model to investigate the nature of dense-water formation along the path of the SPG.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Lagrangian particle tracking</title>
      <p id="d2e736">We evaluate the Lagrangian trajectories of virtual water parcels advected by the time-evolving velocity fields of the ORCA0083-GO8p7 hindcast using TRACMASS version 7.1 <xref ref-type="bibr" rid="bib1.bibx1" id="paren.35"/>. TRACMASS belongs to the inaugural family of Lagrangian particle tracking tools, which allow users to quantify the volume transport pathways of a steady, incompressible flow field by modelling water parcel trajectories as individual stream tubes <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx33" id="paren.36"><named-content content-type="pre">e.g.</named-content></xref>. Here, we use the stepwise stationary scheme, which divides the duration between successive monthly mean velocity fields into 100 intermediate time steps during which volume transports are assumed to be constant. We calculate purely advective water parcel trajectories without attempting to parameterise the effects of vertical convective mixing in the surface mixed layer. This is because <xref ref-type="bibr" rid="bib1.bibx117" id="text.37"/> showed that introducing random vertical displacements along water parcel trajectories inside the surface mixed layer did not influence the strength and variability of along-stream diapycnal transformation.</p>
      <p id="d2e750">To investigate the extent to which thermohaline anomalies arriving in the eastern SPG influence the formation of dense water along-stream, we evaluate the forward-in-time trajectories of water parcels sampling the full-depth northward transport across a subsection of the OSNAP East array extending from the Reykjanes Ridge (RR, 30° W) to the Scottish Shelf (SS). This approach differs from previous studies <xref ref-type="bibr" rid="bib1.bibx82 bib1.bibx47 bib1.bibx41" id="paren.38"><named-content content-type="pre">e.g.</named-content></xref>, which employ backward-in-time trajectories to identify the sources and export pathways of NADW flowing southward in the lower limb.</p>
      <p id="d2e758">We consider only a subsection of the OSNAP array to focus our analysis on the waters which flow northward across OSNAP East in the northern, central, and southern branches of the North Atlantic Current (NAC) and to avoid sampling the recirculating upper-limb waters which return northward in the Irminger Current (see Fig. <xref ref-type="fig" rid="F2"/>). One limitation resulting from this decision is that we do not quantify the contribution of upper-limb water parcels which flow directly into the Irminger Sea via the northernmost NAC branch <xref ref-type="bibr" rid="bib1.bibx25 bib1.bibx19" id="paren.39"><named-content content-type="pre">e.g.</named-content></xref> to NADW formation along the path of the SPG.</p>

      <fig id="F2" specific-use="star"><label>Figure 2</label><caption><p id="d2e771">Schematic of the North Atlantic subpolar gyre (SPG) circulation and Lagrangian experiment domain (solid black lines). Water parcels are initialised northward across the subsection of the OSNAP East array extending from the Reykjanes Ridge (<inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">31</mml:mn></mml:mrow></mml:math></inline-formula>° W) to the Scottish Shelf (NAC, dashed black line with orange markers). The SPG pathway (orange) contains all water parcels which flow southward across the OSNAP West array between the Labrador Coast and the basin interior (53° N, solid black line) once initialised across OSNAP East and within the 9-year maximum advection period. Purple arrows represent the pathways of water parcels which are terminated on reaching the boundaries of the Lagrangian experiment domain. Water parcels remaining in the Lagrangian experiment domain are represented by the pathway terminating with an orange circle. The time mean (1975–2012) volume transports conveyed by each pathway are shown in bold.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f02.png"/>

        </fig>

      <p id="d2e790">Water parcels are initialised every month for 456 consecutive months between 1975–2012. Water parcels are assigned to each grid cell along the model-defined OSNAP East array in proportion to the northward volume transport across the grid cell face. Each water parcel represents a volume transport <inline-formula><mml:math id="M36" display="inline"><mml:mo>≤</mml:mo></mml:math></inline-formula> 2.5 mSv to ensure that a sufficiently large number of water parcels are initialised to calculate robust Lagrangian diagnostics <xref ref-type="bibr" rid="bib1.bibx64" id="paren.40"/>.</p>
      <p id="d2e803">In total, more than 12.5 million water parcels are advected forward in time using monthly mean velocity fields for a maximum of 9 years to determine their future trajectories. Water parcel trajectories are terminated on reaching the maximum advection time (<inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) or upon meeting any one of the following geographical criteria (Fig. <xref ref-type="fig" rid="F2"/>): (i) crossing (southward) a subsection of the OSNAP West array (53° N), (ii) crossing the Greenland–Scotland Ridge, (iii) crossing the Davis or Hudson straits, or (iv) crossing 51° N. Figure <xref ref-type="fig" rid="F3"/>a and b show that the 9-year maximum advection time is sufficient to capture the SPG circulation because the accumulated volume transports reaching OSNAP West and the Greenland–Scotland Ridge have stabilised within this period. The location, conservative temperature, and absolute salinity along each water parcel trajectory are calculated through linear interpolation using the monthly mean model tracer fields. The potential density referenced to the sea surface (<inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) is calculated along each trajectory using the TEOS-10 equation of state <xref ref-type="bibr" rid="bib1.bibx91" id="paren.41"/> as implemented in the ORCA0083-GO8p7 hindcast <xref ref-type="bibr" rid="bib1.bibx92" id="paren.42"/>.</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e841"><bold>(a, b)</bold> Volume transport distributions of <bold>(a)</bold> SPG and <bold>(b)</bold> Nordic Sea inflow water parcels as a function of the time taken to reach either <bold>(a)</bold> OSNAP West at 53° N or <bold>(b)</bold> the Greenland–Scotland Ridge after initialisation across OSNAP East in the NAC. The solid black lines represent the accumulated volume transport as a function of water parcel transit time. <bold>(c, d)</bold> Water parcel release locations in the NAC along OSNAP East between the Reykjanes Ridge and the Scottish Shelf for the SPG pathway (<bold>c</bold>, red) and the inflows into the Nordic Seas (<bold>d</bold>, purple). The dashed black line at <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18.875</mml:mn></mml:mrow></mml:math></inline-formula>° E is used to distinguish between the northward volume transport arriving in the Iceland Basin and that arriving in the Rockall Trough and Plateau. The time mean volume transport distributions for each pathway are calculated by summing the absolute volume transports conveyed by water parcels in discrete longitude–depth bins, where the bin widths are <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula>° E and <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> m. The solid black lines show the time mean (1975–2012) position of the 27.3 kg m<sup>−3</sup> and <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">27.66</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup> isopycnals.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f03.png"/>

        </fig>

</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Lagrangian diagnostics</title>
      <p id="d2e963">To quantify the amount of dense water formed along the path of the North Atlantic SPG, we calculate the Lagrangian diapycnal overturning stream function <xref ref-type="bibr" rid="bib1.bibx116" id="paren.43"/> <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> in density coordinates using only the subset of water parcel trajectories initialised at time <inline-formula><mml:math id="M46" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> which transit from OSNAP East (NAC) to OSNAP West (53° N) within the <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M48" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 9-year maximum advection period (i.e. <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">out</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">max</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, where <inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">out</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the transit time for each water parcel). We focus on this particular subset of water parcels since the overwhelming majority of water parcels which exit via the southern boundary at 51° N or remain inside the domain following 9 years of advection are already contained within the lower limb on flowing northward across the OSNAP East section and therefore are not involved in dense-water formation. The Lagrangian diapycnal overturning stream function for each monthly ensemble of <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> water parcels initialised across the OSNAP East section at time <inline-formula><mml:math id="M52" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> is calculated following <xref ref-type="bibr" rid="bib1.bibx116 bib1.bibx117" id="text.44"/>:

            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M53" display="block"><mml:mrow><mml:mi>F</mml:mi><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>*</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">min</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub></mml:mrow></mml:munderover><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">NAC</mml:mi><mml:mo>,</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">N</mml:mi><mml:mo>,</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">out</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          
          where <inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">NAC</mml:mi><mml:mo>,</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">N</mml:mi><mml:mo>,</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> represent the absolute volume transport distributions of SPG water parcels in density coordinates on their initial northward (NAC) and final southward (53° N) crossings of the OSNAP array.</p>
      <p id="d2e1226">In order to investigate the downstream evolution of thermohaline anomalies, we additionally define the volume-weighted mean of a specified quantity <inline-formula><mml:math id="M56" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> (e.g. potential density) for each monthly ensemble of <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> water parcels at some time <inline-formula><mml:math id="M58" display="inline"><mml:mi mathvariant="italic">τ</mml:mi></mml:math></inline-formula> following their initialisation:

            <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M59" display="block"><mml:mrow><mml:mover accent="true"><mml:mi>q</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi>N</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>V</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:msub><mml:mi>q</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:munder><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>n</mml:mi><mml:mo>∈</mml:mo><mml:mi>N</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:munder><mml:msub><mml:mi>V</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the volume transport conveyed by an individual water parcel with index <inline-formula><mml:math id="M61" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula>, and <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> represents the value of <inline-formula><mml:math id="M63" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula> recorded along its trajectory at time <inline-formula><mml:math id="M64" display="inline"><mml:mi mathvariant="italic">τ</mml:mi></mml:math></inline-formula> following initialisation, where <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:mi>t</mml:mi><mml:mo>≤</mml:mo><mml:mi mathvariant="italic">τ</mml:mi><mml:mo>≤</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">out</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S2.SS4">
  <label>2.4</label><title>Eulerian diagnostics</title>
<sec id="Ch1.S2.SS4.SSS1">
  <label>2.4.1</label><title>Surface-forced water mass transformation</title>
      <p id="d2e1427">A major advantage of quantifying the strength of subpolar overturning in terms of density rather than traditional depth coordinates is that it can be directly related to surface buoyancy fluxes and diapycnal mixing through the water mass transformation framework (<xref ref-type="bibr" rid="bib1.bibx124" id="altparen.45"/>; <xref ref-type="bibr" rid="bib1.bibx86" id="altparen.46"/>; <xref ref-type="bibr" rid="bib1.bibx111" id="altparen.47"/>; <xref ref-type="bibr" rid="bib1.bibx37" id="altparen.48"/>). To quantify the amount of dense water formed by surface buoyancy loss over our Lagrangian experiment domain, we first compute the surface density flux due to the fluxes of heat (<inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, W m<sup>−2</sup>) and freshwater (<inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">FW</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, kg m<sup>−2</sup> s<sup>−1</sup>) at the sea surface following <xref ref-type="bibr" rid="bib1.bibx111" id="text.49"/>:

              <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M71" display="block"><mml:mtable class="split" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="italic">α</mml:mi><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">H</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:mi mathvariant="italic">β</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mi>S</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>S</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">FW</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M72" display="inline"><mml:mi mathvariant="italic">α</mml:mi></mml:math></inline-formula> is the thermal expansion coefficient, <inline-formula><mml:math id="M73" display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula> is the haline contraction coefficient, <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi>p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the specific heat capacity of seawater, and <inline-formula><mml:math id="M75" display="inline"><mml:mi>S</mml:mi></mml:math></inline-formula> is the sea surface salinity. To calculate the surface-forced diapycnal water mass transformation <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:mi>H</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> across an outcropping isopycnal surface, we then integrate the surface density flux over the area of each surface density outcrop <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mo>*</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>:

              <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M78" display="block"><mml:mrow><mml:mi>H</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo movablelimits="false">∫</mml:mo><mml:mo movablelimits="false">∫</mml:mo><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Π</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mo>*</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mi mathvariant="normal">d</mml:mi><mml:mi>x</mml:mi><mml:mi mathvariant="normal">d</mml:mi><mml:mi>y</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            where

              <disp-formula id="Ch1.Ex1"><mml:math id="M79" display="block"><mml:mrow><mml:mi mathvariant="normal">Π</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mo>*</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mfenced open="{" close=""><mml:mtable class="array" columnalign="center left"><mml:mtr><mml:mtd><mml:mn mathvariant="normal">1</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mi mathvariant="normal">for</mml:mi><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>|</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mo>*</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>x</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>|</mml:mo><mml:mo>≤</mml:mo><mml:mstyle displaystyle="false"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mi mathvariant="normal">elsewhere</mml:mi></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

            
            We use the potential density referenced to 2000 m, <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in our Eulerian water mass transformation analysis to better identify Labrador Sea Water formation in this model, motivated by previous studies <xref ref-type="bibr" rid="bib1.bibx127 bib1.bibx129 bib1.bibx126 bib1.bibx132" id="paren.50"><named-content content-type="pre">e.g.</named-content></xref>. We compute the potential density <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> at the sea surface using model monthly mean sea surface temperature and salinity fields. The density bin size is given by <inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:math></inline-formula> 0.02 kg m<sup>−3</sup> following <xref ref-type="bibr" rid="bib1.bibx132" id="text.51"/>.</p>
</sec>
<sec id="Ch1.S2.SS4.SSS2">
  <label>2.4.2</label><title>Definition of Labrador Sea Water</title>
      <p id="d2e1963">We define Labrador Sea Water (LSW) from the long-term average surface-forced diapycnal water mass transformation calculated over our Lagrangian experiment domain following the methodology of <xref ref-type="bibr" rid="bib1.bibx132" id="text.52"/>. The potential density range of LSW at OSNAP West is determined as the interval over which a positive annual mean formation of LSW occurs in the 1975–2012 climatology of <inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:mi>H</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> over the region north of OSNAP West in our Lagrangian experiment domain. In this study, LSW is defined by the density range <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">37.01</mml:mn></mml:mrow></mml:math></inline-formula>–37.11 kg m<sup>−3</sup>. To account for the lighter composition of LSW in the eastern SPG, we use a modified potential density range <inline-formula><mml:math id="M87" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">36.95</mml:mn></mml:mrow></mml:math></inline-formula>–37.11 kg m<sup>−3</sup> to define LSW in the Irminger Sea. We quantify the interior LSW thickness <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>z</mml:mi><mml:mi mathvariant="normal">LSW</mml:mi></mml:mrow></mml:math></inline-formula> in the Labrador and Irminger seas by calculating the average layer thickness of LSW defined by the potential density ranges along both OSNAP West and OSNAP East where the ocean depth exceeds 2000 m.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Characterising dense-water formation along the path of the subpolar gyre</title>
      <p id="d2e2074">To characterise the nature of dense-water formation along the path of the SPG, we begin by describing the circulation pathways of water parcels flowing northward into the eastern SPG between 1975–2012 (Fig. <xref ref-type="fig" rid="F2"/>).</p>
      <p id="d2e2079">On average, <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mn mathvariant="normal">52.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">9.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv flows northward across the OSNAP East array between the Reykjanes Ridge and the Scottish Shelf via the branches of the NAC. Of this total northward transport, <inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:mn mathvariant="normal">24.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.2</mml:mn></mml:mrow></mml:math></inline-formula> Sv (<inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:mn mathvariant="normal">47.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">3.1</mml:mn></mml:mrow></mml:math></inline-formula> %; Fig. <xref ref-type="fig" rid="F2"/>) circulates around the SPG before flowing southward across the OSNAP West array at 53° N (between the Labrador coast and basin interior), which we shall herein refer to as the SPG pathway. The remaining northward transport across OSNAP East is distributed between pathways crossing the Greenland–Scotland Ridge (<inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:mn mathvariant="normal">27.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn></mml:mrow></mml:math></inline-formula> %) and the Davis and Hudson straits (<inline-formula><mml:math id="M94" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.4</mml:mn></mml:mrow></mml:math></inline-formula> %) and 51° N (<inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mn mathvariant="normal">12.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.2</mml:mn></mml:mrow></mml:math></inline-formula> %), with a small fraction remaining within the SPG interior following 9 years of advection (<inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mn mathvariant="normal">11.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.0</mml:mn></mml:mrow></mml:math></inline-formula> %).</p>
      <p id="d2e2169">Figure <xref ref-type="fig" rid="F3"/>d shows that the <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mn mathvariant="normal">14.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.3</mml:mn></mml:mrow></mml:math></inline-formula> Sv flowing northward into the Nordic Seas is dominated by relatively light (<inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">27.3</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>) water parcels, sourced almost equally from the upper 500 m of the central and southern NAC branches, which typically reach the Greenland–Scotland Ridge in less than a year. Interestingly, although this inflow is larger than the observed Atlantic inflow into the Nordic Seas <xref ref-type="bibr" rid="bib1.bibx18 bib1.bibx98" id="paren.53"/>, we find reasonable agreement between the modelled (<inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:mn mathvariant="normal">6.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv) and observed <xref ref-type="bibr" rid="bib1.bibx98" id="paren.54"><named-content content-type="pre"><inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv;</named-content></xref> Eulerian diapycnal overturning strength at the Greenland–Scotland Ridge (1995–2015), suggesting that a substantial fraction of northward transport across the ridge is recirculated within the upper limb in the model.</p>
      <p id="d2e2245">As a typical water parcel flows cyclonically around the SPG, it forms dense NADW by cooling (<inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:math></inline-formula> °C) and freshening (<inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>S</mml:mi><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.36</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.03</mml:mn></mml:mrow></mml:math></inline-formula> g kg<sup>−1</sup>) along-stream (Fig. <xref ref-type="fig" rid="F4"/>). Figure <xref ref-type="fig" rid="F4"/>b shows that, on average, the total light-to-dense transformation of SPG water parcels peaks across the <inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">27.66</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup> isopycnal, which we herein refer to as <inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. We hence define the along-stream dense-water formation (DWF) as the total volume flux of water parcels across this constant isopycnal between their initial release along OSNAP East and their final southward crossing of OSNAP West (i.e. DWF<inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>). Notably, <inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> agrees closely with the isopycnal of maximum overturning recorded in OSNAP observations (<inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">MOC</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">27.63</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup> during 2014–2020 in <xref ref-type="bibr" rid="bib1.bibx43" id="altparen.55"/>), although we acknowledge that this lies outside of our study period. We herein refer to water parcels with a potential density less than or greater than <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> as being found in, respectively, the upper or lower limb of the AMOC. Furthermore, we refer to lower-limb water parcels collectively as NADW throughout the study since <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> constitutes the time mean upper isopycnal limit of NADW.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e2467">Water mass transformation along the path of the North Atlantic SPG. <bold>(a)</bold> Example evolution of potential density along the SPG pathway for the subset of water parcels which form NADW after flowing northward across OSNAP East in January 1995. The potential density sampled along each trajectory transiting from the NAC inflows across OSNAP East to 53° N along OSNAP West is binned in discrete latitude–longitude space (<inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula>°) before calculating the average in each bin. The white contour superimposed shows the location of the 27.66 kg m<sup>−3</sup> isopycnal used to define the AMOC upper and lower limbs. The potential density values south of OSNAP East are due to water parcels recirculating south of the array en route to 53° N. <bold>(b)</bold> Time mean (1975–2012) Lagrangian overturning stream functions in density coordinates for the SPG pathway. The total diapycnal overturning along the full path of the SPG (black) is decomposed into the contributions of water mass transformation in the eastern (orange) and western SPG (blue). The dashed black line indicates the isopycnal of the maximum of the time mean Lagrangian overturning stream function denoted as <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. <bold>(c, d)</bold> Time mean (1975–2012) volume transport distributions of water parcels along the path of the SPG in conservative temperature and absolute salinity coordinates. The three distributions shown in each panel correspond to the water parcel properties at their initial location along OSNAP East (NAC, red), their subsequent northward crossing of OSNAP West (WGC, orange), and their final southward crossing of OSNAP West (53° N, blue).</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f04.png"/>

          
        </fig>

      <p id="d2e2538">Of the <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:mn mathvariant="normal">24.8</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.2</mml:mn></mml:mrow></mml:math></inline-formula> Sv circulating around the SPG, Fig. <xref ref-type="fig" rid="F4"/>b indicates that <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:mn mathvariant="normal">12.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.9</mml:mn></mml:mrow></mml:math></inline-formula> Sv forms dense NADW (i.e. <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:msub><mml:mo>≥</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) prior to crossing OSNAP West. However, <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.6</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.4</mml:mn></mml:mrow></mml:math></inline-formula> Sv of the water flowing northward across OSNAP East is already in the lower limb, and this <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mn mathvariant="normal">12.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.9</mml:mn></mml:mrow></mml:math></inline-formula> Sv of NADW formation represents a significant fraction of the <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mn mathvariant="normal">19.2</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">3.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv flowing northward across OSNAP East in the upper limb.</p>
      <p id="d2e2631">We additionally decompose the total DWF along-stream into the separate contributions made in the eastern and western SPG by calculating partial Lagrangian overturning stream functions using the properties of water parcels during their northward crossing of the OSNAP West array via the West Greenland Current (WGC; Fig. <xref ref-type="fig" rid="F4"/>a). In agreement with OSNAP observations <xref ref-type="bibr" rid="bib1.bibx80 bib1.bibx77" id="paren.56"/>, we find that the time mean DWF<sub>SPG</sub> is dominated by NADW formation in the eastern SPG (<inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mn mathvariant="normal">9.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv; Fig. <xref ref-type="fig" rid="F4"/>b). In contrast, DWF is much weaker in the Labrador Sea (<inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.9</mml:mn></mml:mrow></mml:math></inline-formula> Sv) since there is greater density compensation between cooling and freshening along-stream (Fig. <xref ref-type="fig" rid="F4"/>c and d). The mean strength of along-stream DWF in the Labrador Sea agrees well with the magnitude of diapycnal overturning observed along OSNAP West (<inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn></mml:mrow></mml:math></inline-formula> Sv during 2014–2020 in <xref ref-type="bibr" rid="bib1.bibx43" id="altparen.57"/>). An equivalent comparison of DWF with observations in the eastern SPG is impeded by the contribution of the Nordic Sea overflows in the Eulerian diapycnal overturning stream function calculated at OSNAP East. However, we note that our finding that the eastern SPG accounts for <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mn mathvariant="normal">9.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv of the total along-stream DWF agrees closely with both the results presented in <xref ref-type="bibr" rid="bib1.bibx116" id="text.58"/> and previous estimates from observations and ocean reanalyses, which suggest that between 9–10 Sv of diapycnal transformation takes place in the Iceland and Irminger basins <xref ref-type="bibr" rid="bib1.bibx108 bib1.bibx18 bib1.bibx71 bib1.bibx16 bib1.bibx45" id="paren.59"><named-content content-type="pre">e.g.</named-content></xref>.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>What governs dense-water formation along the path of the subpolar gyre?</title>
      <p id="d2e2721">Figure <xref ref-type="fig" rid="F5"/>a shows that the amount of dense NADW formed along the path of the SPG varies substantially across seasonal to decadal timescales. We next explore whether the initial properties of an upper-limb water parcel on release across OSNAP East have any influence on the likelihood of forming dense NADW downstream.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e2728">Controls on dense-water formation along the path of the North Atlantic SPG. <bold>(a)</bold> Dense-water formation (i.e. total volume flux of water parcels across <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) along the path of the SPG (NAC to 53° N) plotted according to the common inflow time when water parcels flow northward across OSNAP East. The bold line is obtained by applying a 12-month running-mean filter to the monthly dense-water formation (light-grey line) coloured by the volume-weighted mean potential density of the SPG upper-limb (i.e. <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">NAC</mml:mi></mml:msub><mml:mo>≤</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) water parcels. <bold>(b)</bold> Monthly dense-water formation plotted against the volume-weighted mean potential density of SPG upper-limb water parcels coloured by their month of release across OSNAP East in the NAC. <bold>(c)</bold> Monthly dense-water formation plotted against the total volume transport of SPG upper-limb water parcels coloured by their volume-weighted mean potential density on release across OSNAP East.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f05.png"/>

        </fig>

      <p id="d2e2781">Consistently with <xref ref-type="bibr" rid="bib1.bibx117" id="text.60"/>, we find that variability in the composition of the upper limb at OSNAP East is dominated by seasonality (Fig. <xref ref-type="fig" rid="F5"/>b); upper-limb water parcels are, on average, lighter when crossing OSNAP East northward during autumn and denser when crossing during spring. However, Fig. <xref ref-type="fig" rid="F5"/>b shows that DWF<sub>SPG</sub> is not significantly correlated (<inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.05</mml:mn></mml:mrow></mml:math></inline-formula>) with the volume-weighted average potential density (or with the conservative temperature or absolute salinity) of water parcels flowing northward across OSNAP East in the upper limb. Furthermore, we find no statistically significant relationship between annual means of DWF<sub>SPG</sub> and upper-limb potential density (buoyancy), suggesting that along-stream DWF is not influenced by the arrival of upper-limb buoyancy anomalies into the eastern SPG on either seasonal or interannual timescales. In contrast, we find a strong positive correlation (<inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.86</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>) between DWF<sub>SPG</sub> and the total northward upper-limb transport flowing cyclonically from OSNAP East to OSNAP West (53° N), such that a larger volume transport of upper-limb waters into the eastern SPG results in greater NADW formation along-stream (Fig. <xref ref-type="fig" rid="F5"/>c).</p>
      <p id="d2e2858">There are several important reasons why this enhanced DWF along the path of the SPG may not necessarily project onto Eulerian diapycnal overturning variability diagnosed along the full OSNAP array. Firstly, as we shall later see in Sect. 3.4, the formation of dense water occurs at many different locations around the SPG, meaning that there is a wide range of transit times for newly formed NADW to reach 53° N (Fig. <xref ref-type="fig" rid="F3"/>a). Second, when calculating the Eulerian overturning along the full OSNAP array, the properties and volume fluxes of water parcels whose histories include dense-water formation in the Nordic Seas and the Arctic Ocean are convolved with those transformed within SPG. The thermohaline properties of water parcels enter this Eulerian overturning calculation because it involves integration within density classes.</p>
      <p id="d2e2863">To better understand the relationship between upper-limb volume transport and along-stream diapycnal transformation, we can express the total DWF along the path of the SPG as follows:

            <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M137" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">DWF</mml:mi><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> represents the SPG upper-limb volume transport arriving at OSNAP East, and <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> represents the fraction of this upper-limb volume transport that will form NADW prior to reaching OSNAP West. We recall that the time <inline-formula><mml:math id="M140" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> refers to the shared time when water parcels flow northward across OSNAP East and not the time at which they subsequently form NADW downstream. Furthermore, by decomposing each term into its steady and fluctuating components (i.e. <inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>V</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>), we can clearly see that variations in DWF<sub>SPG</sub> are potentially due to a complex combination of changes in the amount of upper-limb water flowing northward across OSNAP East (<inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>) and changes in the efficiency with which water parcels are transferred from the upper to the lower limb along-stream( <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>):

            <disp-formula id="Ch1.E6" content-type="numbered"><label>6</label><mml:math id="M146" display="block"><mml:mrow><mml:mtable class="split" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="normal">DWF</mml:mi><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msub><mml:mover accent="true"><mml:mi>V</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>V</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula></p>
      <p id="d2e3250">Surprisingly, Fig. <xref ref-type="fig" rid="F5"/>c suggests that the efficiency of along-stream diapycnal transformation <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is not the rate-limiting factor governing DWF along the path of the SPG. Instead, variations in DWF<sub>SPG</sub> are proportional to the amount of upper-limb water imported into the eastern SPG via the branches of the NAC (i.e. DWF<inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>∝</mml:mo><mml:msubsup><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>). This implies that along-stream diapycnal transformation is sufficient to transfer a steady fraction <inline-formula><mml:math id="M150" display="inline"><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> of upper-limb water parcels into the lower limb, irrespective of their initial thermohaline properties on their northward crossing of OSNAP East. Furthermore, the SPG upper-limb volume transport is also strongly correlated with the total volume transport along the path of the SPG (<inline-formula><mml:math id="M151" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.97</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>), indicating that DWF<sub>SPG</sub> is closely related to the overall strength of the SPG circulation.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>How predictable is subpolar gyre dense-water formation?</title>
      <p id="d2e3371">Since we have shown that DWF along the path of the SPG is proportional to the upper-limb volume transport imported into the eastern SPNA, next, we develop a simple linear model to predict the amount of dense NADW formed along-stream. By assuming that the efficiency of water mass transformation from the upper to the lower limb is time-independent (i.e. <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mrow></mml:math></inline-formula>), we can formulate a linear model for DWF<sub>SPG</sub> as follows:

            <disp-formula id="Ch1.E7" content-type="numbered"><label>7</label><mml:math id="M156" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">DWF</mml:mi><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M157" display="inline"><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> is the constant fraction of the upper-limb volume transport which forms NADW along-stream, and <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> represents the residual error, which is given by

            <disp-formula id="Ch1.E8" content-type="numbered"><label>8</label><mml:math id="M159" display="block"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>V</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msubsup><mml:mi>V</mml:mi><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>′</mml:mo></mml:msubsup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          We find that <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.66</mml:mn></mml:mrow></mml:math></inline-formula>, implying that, on average, 66 % of upper-limb waters flowing northward across OSNAP East are transferred into the lower limb prior to their southward crossing of OSNAP West (53° N). Figure <xref ref-type="fig" rid="F6"/>a shows the strong predictive skill of the linear model on both monthly (RMSE <inline-formula><mml:math id="M161" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 1.1 Sv) and interannual (RMSE <inline-formula><mml:math id="M162" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> 0.8 Sv) timescales, accounting for 74% and 68% of the variance in monthly and interannual (12-month running-mean filtered) DWF, respectively.</p>

      <fig id="F6" specific-use="star"><label>Figure 6</label><caption><p id="d2e3591">A linear model for dense-water formation (DWF) along the path of the North Atlantic SPG. <bold>(a)</bold> Monthly DWF along the path of the SPG (NAC to 53° N, black) and estimated DWF using a simple linear model <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> (pink). <bold>(b)</bold> The residual DWF <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> which is not included in the simple linear model is decomposed into the contributions made by the fluctuations in the efficiency of diapycnal transformation from the upper to the lower limb acting on the time mean transport of the upper limb and a non-linear term representing the correlation between fluctuations in the efficiency of diapycnal transformation and in the upper-limb volume transport. The bold lines are obtained by applying a 12-month running-mean filter to the monthly values.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f06.png"/>

        </fig>

      <p id="d2e3649">To better understand the sources of error in our linear model, we decompose the residual DWF <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> into its two components in Fig. <xref ref-type="fig" rid="F6"/>b. We find that the residual DWF is almost exclusively explained by fluctuations in the efficiency of along-stream diapycnal transformation from the upper to the lower limb acting on the time mean volume transport of the SPG upper limb (<inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:msup><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mover accent="true"><mml:mi>V</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub></mml:msub></mml:mrow></mml:math></inline-formula>). More specifically, the linear model overestimates the amount of dense NADW formed during the late 1970s and mid-1980s, indicating that the time-independent efficiency of diapycnal transformation of the linear model is too large during these periods (i.e. <inline-formula><mml:math id="M167" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>&gt;</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>). In contrast, during the early and late 2000s, the efficiency of transformation is slightly underestimated (i.e. <inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>&lt;</mml:mo><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>), resulting in an underestimation of the DWF downstream. Despite these differences, the high predictive skill of the linear model, especially on interannual to decadal timescales, suggests that changes in diapycnal transformation efficiency play a secondary role in governing variations in DWF<sub><sub>SPG</sub></sub> when compared to variability in the upper-limb transport imported into the eastern SPG.</p>
      <p id="d2e3757">Given that <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">66</mml:mn></mml:mrow></mml:math></inline-formula> % of the upper-limb waters arriving across OSNAP form dense NADW along the path of the SPG, we next consider what happens to the remaining <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">34</mml:mn></mml:mrow></mml:math></inline-formula> % of upper-limb waters which do not form dense NADW before crossing OSNAP West at 53° N. Of the <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:mn mathvariant="normal">6.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv of upper-limb water which does not form dense NADW along the path of the SPG, we find that <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.5</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn></mml:mrow></mml:math></inline-formula> Sv becomes lighter through entrainment into the fresh Labrador Coastal Current. Meanwhile, the majority of outstanding upper-limb transport (<inline-formula><mml:math id="M174" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.0</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.4</mml:mn></mml:mrow></mml:math></inline-formula> Sv) becomes denser but not dense enough to be transferred into the lower limb on crossing OSNAP West via the Labrador Current. To determine the fate of these denser water parcels remaining in the upper limb at 53° N, we extend our original Lagrangian experiment by continuing to track upper-limb water parcels after they cross the OSNAP West section. We find that almost all of the denser upper-limb water parcels (94 %) are either transformed into dense NADW south of the OSNAP West section or return to OSNAP East via the NAC to continue circulating around the SPG. Thus, of the total upper-limb transport imported into the eastern SPG, we would expect that, on average, almost 92.5 % will form dense NADW during one or more additional circuits of the SPG, whereas 7.5 % will join the fresh, estuarine circulation confined to the shelves of the SPNA.</p>
</sec>
<sec id="Ch1.S3.SS4">
  <label>3.4</label><title>Two dense-water formation pathways around the subpolar gyre</title>
      <p id="d2e3843">We have demonstrated that the total DWF along the path of the SPG can be skilfully predicted with knowledge of only the northward upper-limb transport, which flows cyclonically around the SPG, and a time-independent parameter <inline-formula><mml:math id="M175" display="inline"><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula>, representing the efficiency of diapycnal transformation along-stream.</p>
      <p id="d2e3856">Figure <xref ref-type="fig" rid="F7"/> reveals that there are, in fact, two distinct pathways by which dense water is formed along the path of the SPG. By decomposing DWF<sub><sub>SPG</sub></sub> into the separate contributions made by the NAC branches flowing northward in the Iceland Basin and in the Rockall Trough (Fig. <xref ref-type="fig" rid="F7"/>a), we find that upper-limb water parcels sourced from the Iceland Basin (DWF<sub><sub>IB</sub></sub>) account for almost three-quarters (<inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:mn mathvariant="normal">9.3</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv) of the time mean DWF<sub><sub>SPG</sub></sub> and 88 % of its variance on interannual timescales (Fig. <xref ref-type="fig" rid="F7"/>b). This contrasts with upper-limb water parcels flowing northward in the Rockall Trough, which account for <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula> Sv (DWF<sub><sub>RT</sub></sub>) of along-stream DWF and around 31 % of the interannual variability in DWF<sub><sub>SPG</sub></sub>. These differences in along-stream DWF are partly explained by the larger northward transport entering the Iceland Basin across OSNAP East (<inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:mn mathvariant="normal">21.2</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv) compared with the Rockall Trough (<inline-formula><mml:math id="M184" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.9</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.8</mml:mn></mml:mrow></mml:math></inline-formula> Sv in Fig. <xref ref-type="fig" rid="F3"/>c). However, this is far from the complete picture, given that these two dense-water pathways are also characterised by distinct modes of diapycnal transformation (Fig. <xref ref-type="fig" rid="F7"/>c and d), resulting in markedly different efficiencies in the transformation of water parcels from the upper to the lower limb.</p>

      <fig id="F7" specific-use="star"><label>Figure 7</label><caption><p id="d2e3976">Dense-water formation along the two circulation pathways of the North Atlantic SPG. <bold>(a)</bold> Time mean (1975–2012) volume transport of SPG water parcels originating from the Iceland Basin (IB, red) and the Rockall Trough (RT, purple) across OSNAP East. Water parcel volume transports are binned into discrete longitude–depth space (<inline-formula><mml:math id="M185" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula>° E, <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> m) according to their initial release locations along OSNAP East. The solid black line shows the time mean (1975–2012) position of the <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> isopycnal used to define along-stream dense-water formation and hence delimits the upper and lower limbs of the AMOC in this study. <bold>(b)</bold> Anomalies in the total DWF along the path of the SPG (DWF<inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:msub><mml:mi/><mml:mi mathvariant="normal">SPG</mml:mi></mml:msub><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, black) decomposed into the contributions made by upper-limb water parcels sourced from the Iceland Basin (DWF<inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, red) and the Rockall Trough (DWF<inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:mi mathvariant="normal">RT</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, purple). We apply a 12-month running-mean filter to the monthly DWF anomalies in order to highlight interannual to decadal variability. <bold>(c, d)</bold> Volume-weighted mean potential density evolution of upper-limb water parcels, sourced from the IB <bold>(c)</bold> and the RT <bold>(d)</bold>, which experience a net positive diapycnal transformation along-stream (<inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>). The bold lines are obtained by applying a 12-month running-mean filter to the monthly mean potential density values recorded on initialisation across OSNAP East (IB/RT) and on crossing OSNAP West via both the West Greenland Current (WGC) and the Labrador Current (53° N). Note that values are plotted according to the time when water parcels flow northward across the OSNAP East section in panels <bold>(b)</bold>–<bold>(d)</bold>.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f07.png"/>

        </fig>

      <p id="d2e4115">We find that 59 % (<inline-formula><mml:math id="M193" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">IB</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.59</mml:mn></mml:mrow></mml:math></inline-formula>, Fig. <xref ref-type="fig" rid="F8"/>) of upper-limb waters entering the Iceland Basin via the northern and central branches of the NAC form upper NADW downstream (<inline-formula><mml:math id="M194" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">σ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:msub><mml:mi/><mml:mi mathvariant="normal">DWF</mml:mi></mml:msub></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:msub></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">27.80</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>). Consistently with the dominant Lagrangian overturning pathway identified in <xref ref-type="bibr" rid="bib1.bibx116" id="text.61"/>, we find that upper-limb water parcels undergo progressive diapycnal transformation along-stream (Figs. <xref ref-type="fig" rid="F4"/>a and <xref ref-type="fig" rid="F7"/>c). In contrast, practically all (<inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">RT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.97</mml:mn></mml:mrow></mml:math></inline-formula>, Fig. <xref ref-type="fig" rid="F8"/>) of the upper-limb waters arriving in the subsurface in the Rockall Trough form dense lower NADW (<inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:msub><mml:mi/><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:msub></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">27.80</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>) by intense, localised diapycnal transformation near the exit of the Faroe-Bank Channel (Fig. <xref ref-type="fig" rid="F7"/>d). This finding is consistent with previous studies <xref ref-type="bibr" rid="bib1.bibx108 bib1.bibx31 bib1.bibx17" id="paren.62"><named-content content-type="pre">e.g.</named-content></xref>, which identify a “short-cut” pathway for subtropical-origin waters to penetrate the deep ocean on sub-decadal timescales by diapycnal mixing with overflow waters south of the Iceland–Faroe Ridge. The clear distinction between the character of dense water formed along these two pathways is evident from the two peaks in the conservative temperature distribution of SPG water parcels on their northward crossing of OSNAP West via the WGC in Fig. <xref ref-type="fig" rid="F4"/>c.</p>

      <fig id="F8"><label>Figure 8</label><caption><p id="d2e4260">Dense-water formation and the total volume transport of SPG upper-limb water parcels sourced from the Iceland Basin (IB, red) and the Rockall Trough (RT, purple) inflows across OSNAP East. The values of <inline-formula><mml:math id="M199" display="inline"><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> overlaid represent the fraction of upper-limb waters sourced from the IB and RT, which form dense NADW before reaching 53° N at OSNAP West. We include only the SPG upper-limb water parcels experiencing a net positive diapycnal transformation (i.e. <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup>) along-stream to exclude those entrained into the fresh estuarine circulation in the Labrador Sea.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f08.png"/>

        </fig>

      <p id="d2e4305">Concordant with our earlier analysis in Sect. 3.2, Fig.  <xref ref-type="fig" rid="F7"/>c and d show that potential density (buoyancy) anomalies conveyed by upper-limb water parcels arriving in both the Iceland Basin and the Rockall Trough are strongly damped along-stream. This increasing homogeneity of water parcel properties on reaching 53° N is particularly evident in the Iceland Basin (Fig. <xref ref-type="fig" rid="F7"/>c), where we find that variations in the average potential density of upper-limb water parcels can only explain around 30 % of their downstream variability at 53<sup>∘</sup>N (i.e. <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mn mathvariant="normal">53</mml:mn><mml:mi mathvariant="italic">°</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.56</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>).</p>
</sec>
<sec id="Ch1.S3.SS5">
  <label>3.5</label><title>What drives decadal variability in subpolar gyre dense-water formation?</title>
      <p id="d2e4376">We have seen that the amount of dense water formed along the path of the SPG exhibits substantial variations on decadal timescales (Fig. <xref ref-type="fig" rid="F5"/>a), which principally result from changes in the transport of upper-limb water arriving across OSNAP East via the branches of the NAC. More specifically, we find that DWF<sub>SPG</sub> transitions from a relatively strong period between 1975–1987 (<inline-formula><mml:math id="M206" display="inline"><mml:mrow><mml:mn mathvariant="normal">13.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.0</mml:mn></mml:mrow></mml:math></inline-formula> Sv) to a weaker, less variable period extending from 2000 to 2012 (<inline-formula><mml:math id="M207" display="inline"><mml:mrow><mml:mn mathvariant="normal">12.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn></mml:mrow></mml:math></inline-formula> Sv; see Fig. <xref ref-type="fig" rid="F7"/>b). Since the amount of upper-limb water flowing northward in the NAC is also strongly correlated with the total volume transport circulating around the SPG, next, we investigate the mechanisms responsible for generating variability in the strength of the SPG and, hence, DWF on decadal to multi-decadal timescales.</p>
      <p id="d2e4416">Previous numerical modelling studies have highlighted the important role of localised surface buoyancy forcing, driven by low-frequency changes in the NAO, in modulating decadal variability in the subpolar ocean circulation <xref ref-type="bibr" rid="bib1.bibx62 bib1.bibx131 bib1.bibx134 bib1.bibx130 bib1.bibx13 bib1.bibx105 bib1.bibx27 bib1.bibx68 bib1.bibx66" id="paren.63"/>. Consistently with the mechanisms proposed in these studies, we find that the generation of subsurface density anomalies and the densification of the AMOC lower limb are both important precursors to sustained positive anomalies in DWF along the path of the SPG. In particular, Fig. <xref ref-type="fig" rid="F9"/>a and b show that persistent positive phases of the NAO during the mid-1980s and early 1990s were responsible for enhanced surface heat loss and, therefore, an intensification in deep convection in the SPG interior. This resulted in anomalously strong surface-forced water mass transformation in the LSW density range (i.e. <inline-formula><mml:math id="M208" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">37.0</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup> in Fig. <xref ref-type="fig" rid="F9"/>b), which increased the thickness of the LSW layer in the central Labrador and western Irminger seas (Fig. <xref ref-type="fig" rid="F9"/>c). The densification of the SPG interior also manifests at the surface through a depression in the sea surface height (SSH) field (see Fig. <xref ref-type="fig" rid="F9"/>d), which induces a delayed spin-up of the SPG circulation by steepening the SSH gradient across the basin <xref ref-type="bibr" rid="bib1.bibx35 bib1.bibx130 bib1.bibx73" id="paren.64"/>. In agreement with recent studies <xref ref-type="bibr" rid="bib1.bibx19 bib1.bibx107 bib1.bibx94" id="paren.65"/>, we find that SSH (density) anomalies in the Irminger Sea interior play an important role in determining the northward geostrophic transport of the upper limb by modulating the pressure gradient across the NAC. Specifically, Fig. <xref ref-type="fig" rid="F9"/>e shows that the stronger upper-limb transport arriving in the Iceland Basin between 1975–1987 is associated with a period of anomalously low sea surface heights in the Irminger Sea interior, whereas elevated sea surface heights are concomitant with the weaker upper-limb transport recorded during 2000–2012 (Fig. <xref ref-type="fig" rid="F9"/>d).</p>

      <fig id="F9" specific-use="star"><label>Figure 9</label><caption><p id="d2e4470">Mechanisms governing decadal variability in dense-water formation along the path of the North Atlantic SPG. <bold>(a)</bold> Winter (DJFM) station-based North Atlantic Oscillation (NAO) index. <bold>(b)</bold> Winter (DJFM) surface-forced water mass transformation (WMT) anomalies relative to the 1975–2012 winter climatology calculated over the Lagrangian experiment domain (see Fig. <xref ref-type="fig" rid="F1"/>a) in <inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> potential density coordinates (referenced to 2000 m). <bold>(c)</bold> Layer thickness anomalies of Labrador Sea Water (<inline-formula><mml:math id="M211" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>z</mml:mi><mml:mi mathvariant="normal">LSW</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) in the basin interior (where bathymetry exceeds 2000 m) along the OSNAP West (blue) and OSNAP East (orange) arrays. <bold>(d)</bold> Basin interior (where bathymetry exceeds 2000 m) sea surface height (SSH) anomaly relative to the section-wide mean SSH along the OSNAP West (blue) and OSNAP East (orange) arrays. <bold>(e)</bold> Variations in the total volume transport of SPG upper-limb water parcels (<inline-formula><mml:math id="M212" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">SPG</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, black) decomposed into contributions from water parcels sourced from the Iceland Basin (<inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, red) and the Rockall Trough (<inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi mathvariant="normal">RT</mml:mi><mml:mo>[</mml:mo><mml:mi mathvariant="normal">UL</mml:mi><mml:mo>]</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, purple). <bold>(f)</bold> Dense-water formation along the path of the SPG (black) and the volume-weighted mean transit time of upper-limb water parcels circulating around the SPG (teal). Note that values in panels <bold>(e)</bold> and <bold>(f)</bold> are plotted according to the time when water parcels flow northward across the OSNAP East section. All anomalies are determined by removing the long-term time mean (1975–2012) from monthly values before applying a 36-month running-mean filter.</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f09.png"/>

        </fig>

      <p id="d2e4586">To further demonstrate that multi-decadal variations in the upper-limb transport entering the Iceland Basin are concordant with low-frequency changes in SPG dynamics, Fig. <xref ref-type="fig" rid="F9"/>f shows the average transit times taken for upper-limb water parcels to circulate around the SPG. We can clearly see that the greater upper-limb volume transport across OSNAP East during 1975–1987 coincides with a faster SPG circulation. Meanwhile, during 2000–2012, the slower SPG circulation is responsible for the weaker upper-limb transport arriving in the NAC. Finally, since we have already shown that DWF along the path of the SPG depends linearly on the upper-limb transport flowing northward across OSNAP East, Fig. <xref ref-type="fig" rid="F9"/>f shows that multi-decadal changes in SPG DWF are largely determined by the response of the gyre circulation to remote (i.e. Labrador Sea) surface buoyancy forcing. The strong interannual variability superimposed on this multi-decadal variability in DWF likely reflects the faster wind-driven response of the SPG circulation to changes in the NAO <xref ref-type="bibr" rid="bib1.bibx35 bib1.bibx66" id="paren.66"><named-content content-type="pre">e.g.</named-content></xref>. For example, <xref ref-type="bibr" rid="bib1.bibx125" id="text.67"/> show that wind-stress-curl-induced variations in the transport of the NAC branches arriving in the Iceland Basin and the Rockall Trough play an important role in driving interannual variability in the upper-limb transport across OSNAP East.</p>
      <p id="d2e4601">In summary, we have shown that decadal surface buoyancy forcing anomalies in the central Labrador and Irminger seas can remotely influence NADW formation taking place along the path of the SPG by modulating the strength of the SPG circulation and hence the availability of upper-limb waters in an eddy-rich ocean hindcast.</p>
</sec>
</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Discussion</title>
      <p id="d2e4614">Despite substantial multi-decadal variability in the water mass properties of the subpolar North Atlantic Ocean, the extent to which large-scale thermohaline changes impact the formation of NADW in the SPG remains poorly understood. Here, we have investigated the physical mechanisms governing DWF along the boundary current of the SPG by adopting a Lagrangian perspective to determining how much dense water is formed as water parcels circulate around the SPG in an eddy-rich ocean model. Our analysis has revealed three important insights into the nature of dense-water formation along the path of the SPG: (a) the coupling between the subpolar gyre and overturning circulations, (b) the decoupling between upper-limb thermohaline anomalies and dense-water formation, and (c) the influence of remote surface buoyancy forcing on decadal subpolar dense-water formation variability.</p>
<sec id="Ch1.S4.SS1">
  <label>4.1</label><title>Coupling between the subpolar gyre and overturning circulation components</title>
      <p id="d2e4625">In Sect. 3.3, we demonstrated that DWF along the boundary current of the SPG can be skilfully predicted using a simple linear model in which a constant fraction <inline-formula><mml:math id="M215" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">66</mml:mn></mml:mrow></mml:math></inline-formula> % of the available upper-limb volume transport is transformed into NADW during each circuit of the SPG. We have seen that one interpretation of <inline-formula><mml:math id="M216" display="inline"><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:math></inline-formula> is a measure of the efficiency of diapycnal transformation from the upper to the lower limb. However, this can also be conceptualised as a measure of the relative alignment between the gyre and diapycnal overturning circulations at subpolar latitudes. To illustrate this, we can consider the idealised case in which the SPG and overturning circulations are perfectly aligned (i.e. <inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %), such that all of the upper-limb waters flowing northward in the NAC are transformed into lower-limb waters on returning southward in the Labrador Current. In this case, the volume transport flowing around the SPG would be equivalent to the DWF along-stream, and we could quantify the subpolar overturning by simply measuring the strength of the SPG circulation via the total volume transport advected in the branches of the NAC. However, we know from observations that the Labrador Current transports both upper- and lower-limb waters southward <xref ref-type="bibr" rid="bib1.bibx135" id="paren.68"><named-content content-type="pre">see Fig. 4 in</named-content></xref>, indicating that, in reality, the SPG circulation projects onto a diapycnal overturning cell (and thus the formation of NADW) with a time-evolving efficiency characterised by <inline-formula><mml:math id="M218" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>(</mml:mo><mml:mi>t</mml:mi><mml:mo>)</mml:mo><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">100</mml:mn></mml:mrow></mml:math></inline-formula> %.</p>
      <p id="d2e4691">Since dense water is also formed via progressive diapycnal transformation along the boundary current encircling the Nordic Seas <xref ref-type="bibr" rid="bib1.bibx36 bib1.bibx60 bib1.bibx90" id="paren.69"><named-content content-type="pre">e.g.</named-content></xref>, it would be interesting to extend the Lagrangian methodology introduced in this study to establish if a similar linear relationship can be found between the northward transport of Atlantic Waters across the Greenland–Scotland Ridge and the along-stream formation of lower NADW (i.e. DWF<inline-formula><mml:math id="M219" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mi mathvariant="normal">NS</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">NS</mml:mi></mml:msub><mml:msub><mml:mi>V</mml:mi><mml:mi mathvariant="normal">AW</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). Previous studies have estimated that approximately 70 %–75 % of the Atlantic Water inflow to the Nordic Seas participates in the thermohaline circulation to form dense overflow waters <xref ref-type="bibr" rid="bib1.bibx98 bib1.bibx76" id="paren.70"/>, suggesting that <inline-formula><mml:math id="M220" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">NS</mml:mi></mml:msub><mml:mo>≈</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula>–0.75.</p>
</sec>
<sec id="Ch1.S4.SS2">
  <label>4.2</label><title>Decoupling between upper-limb thermohaline anomalies and subpolar dense-water formation</title>
      <p id="d2e4753">We have also seen that the likelihood of downstream transformation into the lower limb is strongly dependent on where upper-limb waters arrive in the eastern SPG. In particular, we showed that upper-limb waters arriving in the subsurface in the Rockall Trough are almost guaranteed (<inline-formula><mml:math id="M221" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">RT</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">97</mml:mn></mml:mrow></mml:math></inline-formula> %) to form dense lower NADW via vigorous mixing with ISOW, whereas only <inline-formula><mml:math id="M222" display="inline"><mml:mrow><mml:msub><mml:mover accent="true"><mml:mi mathvariant="italic">κ</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mi mathvariant="normal">IB</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">59</mml:mn></mml:mrow></mml:math></inline-formula> % of upper-limb waters arriving in the Iceland Basin will form upper NADW along-stream. In agreement with the conclusion of <xref ref-type="bibr" rid="bib1.bibx42" id="text.71"/>, we found that the amount of dense water formed along each pathway is independent of the initial properties of water parcels arriving in the NAC on seasonal to interannual timescales, indicating that upper-limb potential density anomalies do not feed back onto the strength of DWF in this eddy-rich ocean model.</p>
      <p id="d2e4795">To better understand this decoupling between the strength of dense-water formation and upper-ocean properties in the SPNA, we consider the length scales on which upper-limb thermohaline anomalies evolve along their path from the Iceland Basin to the western subpolar North Atlantic. For an idealised boundary current which exchanges buoyancy with both the overlying atmosphere and the basin interior (Fig. <xref ref-type="fig" rid="F10"/>a), temperature and salinity adjust exponentially along-stream toward equilibrium values <xref ref-type="bibr" rid="bib1.bibx123" id="paren.72"/>. The cyclonic boundary current will therefore reach an equilibrium density provided that its length exceeds the adjustment length scales with respect to both temperature and salinity. Following <xref ref-type="bibr" rid="bib1.bibx123" id="text.73"/> and assuming that the inflow into the Iceland Basin is <inline-formula><mml:math id="M223" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">200</mml:mn></mml:mrow></mml:math></inline-formula> km wide, with a temperature relaxation coefficient of 80 W m<sup>−2</sup> and an exchange rate between the boundary current and basin interior of <inline-formula><mml:math id="M225" display="inline"><mml:mrow><mml:mi>M</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/></mml:mrow></mml:math></inline-formula>m<sup>2</sup> s<sup>−1</sup>, we estimate the adjustment length scales for the upper-limb waters sourced from the Iceland Basin to be approximately 2400 and 7100 km for temperature and salinity, respectively. Note that, in the case of salinity, this estimate is an upper limit because we have assumed that the along-stream addition of freshwater <inline-formula><mml:math id="M228" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula> is small compared with the freshwater exchanged with the basin interior. Comparing these length scales with the typical path length of upper-limb water parcel trajectories travelling from the Iceland Basin to OSNAP West at 53° N (approximately 6000 km), we expect that the boundary current is fully adjusted in terms of temperature but not in terms of salinity.</p>

      <fig id="F10" specific-use="star"><label>Figure 10</label><caption><p id="d2e4872"><bold>(a)</bold> Schematic of an idealised boundary current circulating cyclonically around a subpolar basin. <bold>(b)</bold> Decomposition of the volume-weighted mean potential density anomaly of upper-limb waters flowing northward across OSNAP East in the Iceland Basin. Potential density anomalies from the time mean (<inline-formula><mml:math id="M229" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, black) are decomposed into their respective diathermal (<inline-formula><mml:math id="M230" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:msubsup><mml:mi mathvariant="italic">θ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, red) and diahaline (<inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:msubsup><mml:mi>S</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, blue) components using a linearised equation of state for seawater. Note that the potential density anomaly (solid black line) of upper-limb waters is entirely reconstructed by the sum of diathermal (<inline-formula><mml:math id="M232" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:msubsup><mml:mi mathvariant="italic">θ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) and diahaline (<inline-formula><mml:math id="M233" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">Δ</mml:mi><mml:msubsup><mml:mi>S</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) components (underlying dashed black line).</p></caption>
          <graphic xlink:href="https://os.copernicus.org/articles/21/2101/2025/os-21-2101-2025-f10.png"/>

        </fig>

      <p id="d2e4973">The temperature of water reaching 53° N is therefore virtually independent of both the volume transport and initial temperature of upper-limb waters flowing northward across OSNAP East, whereas some signature of salinity anomalies arriving in the Iceland Basin may persist. Figure <xref ref-type="fig" rid="F10"/>b shows that upper-limb potential density anomalies arriving in the Iceland Basin are dominated by temperature rather than salinity fluctuations on monthly to decadal timescales (i.e. <inline-formula><mml:math id="M234" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mi mathvariant="italic">α</mml:mi><mml:msubsup><mml:mi mathvariant="italic">θ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>,</mml:mo><mml:msubsup><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">IB</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.82</mml:mn></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M235" display="inline"><mml:mrow><mml:mi>p</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula>). This dominance of thermal anomalies in the upper limb, combined with their efficient damping by air–sea fluxes and mixing during their transit of the gyre, explains both the strong decoupling between decadal changes in upper-ocean properties and SPG DWF <xref ref-type="bibr" rid="bib1.bibx42" id="paren.74"><named-content content-type="pre">e.g.</named-content></xref> and the narrow potential density range of upper NADW in observations <xref ref-type="bibr" rid="bib1.bibx103 bib1.bibx67" id="paren.75"><named-content content-type="pre">27.68–27.74 kg m<sup>−3</sup>;</named-content></xref>. On longer, centennial timescales, it is possible that the persistence of salinity anomalies will become the dominant control on NADW formation (via the salt advection feedback) as highlighted in previous coupled climate modelling studies <xref ref-type="bibr" rid="bib1.bibx26 bib1.bibx93" id="paren.76"><named-content content-type="pre">e.g.</named-content></xref>.</p>
      <p id="d2e5054">The use of monthly mean model velocity and tracer fields to evaluate Lagrangian water parcel trajectories is an important limitation of this study, albeit one that is necessary to make our calculations tractable. This is because we are likely to underestimate the dispersive nature of Lagrangian trajectories and, hence, the volume exchanges between the boundary current and the interior of the Labrador and Irminger seas <xref ref-type="bibr" rid="bib1.bibx46 bib1.bibx47" id="paren.77"/>. By using daily or 5 d mean velocity and tracer fields, we would expect shorter circulation times <xref ref-type="bibr" rid="bib1.bibx10" id="paren.78"/> and greater boundary–interior exchanges along the path of the SPG <xref ref-type="bibr" rid="bib1.bibx104" id="paren.79"/>. However, the effects of eddy exchange between the boundary current and the basin interior are implicitly captured in the tracer fields, sampled along water parcel trajectories <xref ref-type="bibr" rid="bib1.bibx21" id="paren.80"/>, and are therefore included in our estimates of along-stream DWF.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <label>4.3</label><title>Influence of remote surface buoyancy forcing on decadal NADW formation variability</title>
      <p id="d2e5078">A further implication of the strong decoupling between the properties of upper-limb waters arriving in the eastern SPG and the strength of NADW formation is that potential density anomalies advected along the path of the SPG do not play an active role in driving subpolar overturning variability on seasonal to decadal timescales since they are unable to persist downstream. This supports the conclusion of <xref ref-type="bibr" rid="bib1.bibx15" id="text.81"/> that, although decadal AMOC variability can generate upper-ocean thermohaline anomalies, these anomalies are not responsible for generating decadal subpolar overturning variability themselves. Instead, decadal variations in the DWF along the path of the SPG are driven remotely by surface buoyancy forcing localised in the central Labrador and Irminger seas in this model.</p>
      <p id="d2e5084">Concordant with recent studies <xref ref-type="bibr" rid="bib1.bibx107 bib1.bibx73 bib1.bibx74" id="paren.82"><named-content content-type="pre">e.g.</named-content></xref>, we find that enhanced surface buoyancy loss during persistent positive phases of the NAO drives a geostrophic increase in the northward upper-limb transport into the Iceland Basin, which is consistent with an intensification of the cyclonic SPG circulation in response to the densification of the Irminger Sea interior. Since along-stream DWF is proportional to the amount of upper-limb water flowing northward across OSNAP East, we might anticipate that this spin-up of the SPG circulation would directly translate into an increase in the strength of the basin-scale diapycnal overturning circulation. However, in order for DWF to imprint onto the Eulerian overturning at lower latitudes, lower-limb waters must also be exported out of the SPG and into the subtropical North Atlantic <xref ref-type="bibr" rid="bib1.bibx16 bib1.bibx139" id="paren.83"/>. By comparing the long-term mean subpolar AMOC strength (<inline-formula><mml:math id="M237" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula> Sv) to the typical southward transport of NADW at 53° N <xref ref-type="bibr" rid="bib1.bibx41 bib1.bibx135" id="paren.84"><named-content content-type="pre"><inline-formula><mml:math id="M238" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> Sv;</named-content></xref>, <xref ref-type="bibr" rid="bib1.bibx16" id="text.85"/> estimate that only around half of all NADW is exported to the subtropics, whilst the remainder recirculates in the SPG. Although it is beyond the scope of this study, it would be interesting to investigate whether decadal changes in DWF can influence the rate at which NADW is exported to the subtropical North Atlantic and, hence, act to modulate the advective propagation of overturning anomalies downstream.</p>
      <p id="d2e5122">We also recognise that model biases may play a role in amplifying the relationship between remote surface buoyancy forcing and DWF along the path of the SPG in this ocean model. For example, the larger-than-observed lower NADW formation (<inline-formula><mml:math id="M239" display="inline"><mml:mrow><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">27.75</mml:mn></mml:mrow></mml:math></inline-formula> kg m<sup>−3</sup> in Fig. <xref ref-type="fig" rid="F1"/>b) north of OSNAP West in this hindcast is indicative of excessive Labrador Sea deep convection (a well-established bias in eddy-rich models; <xref ref-type="bibr" rid="bib1.bibx100 bib1.bibx61" id="altparen.86"/>), which would enable the deeper penetration and greater persistence of density anomalies originating from surface buoyancy forcing <xref ref-type="bibr" rid="bib1.bibx102" id="paren.87"/>.</p>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <label>5</label><title>Conclusions</title>
      <p id="d2e5165">In this study, we have identified the controls on the formation of NADW along the boundary current of the SPG by tracing the evolution of upper-limb waters from their arrival in the eastern SPNA to their southward return along the western boundary of the Labrador Sea. We have shown that neither the efficiency of along-stream diapycnal transformation nor the arrival of thermohaline anomalies in the NAC is the rate-limiting factor governing DWF. Instead, the amount of dense water formed along-stream can be skilfully predicted based solely on the volume transport of upper-limb waters circulating cyclonically around the SPG, which is modulated by remote surface buoyancy forcing in the interior Labrador and Irminger seas on decadal timescales. This central finding suggests that low-frequency changes in subpolar overturning must also manifest in the SPG circulation, thereby underscoring the importance of monitoring the state of the SPG for both decadal and longer-term climate predictions, as previously highlighted by <xref ref-type="bibr" rid="bib1.bibx8" id="text.88"/> and <xref ref-type="bibr" rid="bib1.bibx15" id="text.89"/>.</p>
      <p id="d2e5174">More broadly, our findings imply that the projected decline in the AMOC over the 21st century will be closely related to the evolution of the SPG circulation and its representation in coupled climate models <xref ref-type="bibr" rid="bib1.bibx55" id="paren.90"/>. On the one hand, the robust weakening and contraction of the SPG circulation in response to external anthropogenic forcing in coupled climate models <xref ref-type="bibr" rid="bib1.bibx109 bib1.bibx115 bib1.bibx114 bib1.bibx14" id="paren.91"/> are entirely consistent with a decline in along-stream NADW formation. However, this is undermined by the substantial biases exhibited by current-generation coupled climate models, which favour NADW formation through excessive deep convection in the basin interior <xref ref-type="bibr" rid="bib1.bibx53 bib1.bibx54" id="paren.92"/> rather than via continuous diapycnal transformation along the boundary current of the SPG <xref ref-type="bibr" rid="bib1.bibx55" id="paren.93"/>. Moving forward, diagnosing precursor quantities of low-frequency subpolar dense-water formation, such as Labrador Sea subsurface density <xref ref-type="bibr" rid="bib1.bibx96 bib1.bibx97" id="paren.94"/> or SPG transport indices <xref ref-type="bibr" rid="bib1.bibx23 bib1.bibx75" id="paren.95"/>, may prove to be an effective means of quantifying future AMOC weakening alongside monitoring the state of the circulation itself.</p>
</sec>

      
      </body>
    <back><notes notes-type="codedataavailability"><title>Code and data availability</title>

      <p id="d2e5201">Monthly mean outputs from the ORCA0083-GO8p7 ocean sea ice hindcast <xref ref-type="bibr" rid="bib1.bibx92" id="paren.96"/> are available from <ext-link xlink:href="https://doi.org/10.5285/399B0F762A004657A411A9EA7203493A" ext-link-type="DOI">10.5285/399B0F762A004657A411A9EA7203493A</ext-link>. Overturning in the Subpolar North Atlantic Program (OSNAP) data were collected and made freely available at <ext-link xlink:href="https://doi.org/10.35090/gatech/70342" ext-link-type="DOI">10.35090/gatech/70342</ext-link> <xref ref-type="bibr" rid="bib1.bibx44" id="paren.97"/>  by the OSNAP project and all the national programmes that contribute to it (<uri>https://www.o-snap.org/</uri> (last access: 8 July 2025). The Lagrangian trajectory code TRACMASS was originally developed by <xref ref-type="bibr" rid="bib1.bibx1" id="text.98"/> (<ext-link xlink:href="https://doi.org/10.5281/zenodo.4337926" ext-link-type="DOI">10.5281/zenodo.4337926</ext-link>) and adapted for this study by <xref ref-type="bibr" rid="bib1.bibx118" id="text.99"/> (<ext-link xlink:href="https://doi.org/10.5281/zenodo.17105628" ext-link-type="DOI">10.5281/zenodo.17105628</ext-link>). The Lagrangian trajectory crossings of the OSNAP arrays can be obtained from <ext-link xlink:href="https://doi.org/10.5281/zenodo.14870254" ext-link-type="DOI">10.5281/zenodo.14870254</ext-link> <xref ref-type="bibr" rid="bib1.bibx119" id="paren.100"/>. The analysis of Lagrangian trajectories was performed using the Lagrangian Trajectories Toolbox, an open-source Python library developed by <xref ref-type="bibr" rid="bib1.bibx120" id="text.101"/> (<ext-link xlink:href="https://doi.org/10.5281/zenodo.15838857" ext-link-type="DOI">10.5281/zenodo.15838857</ext-link>)</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e5248">OJT, HLJ, and CW conceptualised the study. OJT designed and performed the Lagrangian experiments and developed the Lagrangian Trajectories Toolbox analysis software. OJT prepared the original paper draft. OJT, HLJ, and CW contributed to the interpretation of results and reviewed and edited the paper.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e5254">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d2e5260">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e5266">We would like to thank Alex Megann for performing the ORCA0083-GO8p7 simulation as part of the North Atlantic Climate System Integrated Study (ACSIS) programme. We are also grateful to Laura Jackson, who kindly provided the original code to extract the coordinates of OSNAP arrays from the NEMO model grid.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e5271">Oliver J. Tooth received financial support from the UK Natural Environment Research Council (grant no. NE/S007474/1) and the Atlantic Climate and Environment Strategic Science (AtlantiS) grant (no. NE/Y005589/1). Helen L. Johnson was supported by the NERC-NSF SNAP-DRAGON project (grant no. NE/T013494/1). Chris Wilson was supported by the CANARI project (grant no. NE/W004984/1).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e5279">This paper was edited by Erik van Sebille and reviewed by two anonymous referees.</p>
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