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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2021.791096</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Coastal Polynya Disrupts the Acoustic Backscatter Diurnal Signal Over the Eastern Laptev Sea Shelf</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Dmitrenko</surname> <given-names>Igor A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1504901/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Petrusevich</surname> <given-names>Vladislav Y.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1173383/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kosobokova</surname> <given-names>Ksenia</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/934937/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Komarov</surname> <given-names>Alexander S.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1577897/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Bouchard</surname> <given-names>Caroline</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/814456/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Geoffroy</surname> <given-names>Maxime</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="aff" rid="aff9"><sup>9</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/701075/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Koldunov</surname> <given-names>Nikolay V.</given-names></name>
<xref ref-type="aff" rid="aff10"><sup>10</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1071402/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Babb</surname> <given-names>David G.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1588070/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kirillov</surname> <given-names>Sergei A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/964147/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Barber</surname> <given-names>David G.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/894809/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Centre for Earth Observation Science, University of Manitoba</institution>, <addr-line>Winnipeg, MB</addr-line>, <country>Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Northwest Atlantic Fisheries Centre, Fisheries and Oceans Canada</institution>, <addr-line>St. John&#x2019;s, NL</addr-line>, <country>Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>Shirshov Institute of Oceanology, Russian Academy of Sciences</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<aff id="aff4"><sup>4</sup><institution>Pacific Oceanological Institute, Far Eastern Branch of the Russian Academy of Sciences</institution>, <addr-line>Vladivostok</addr-line>, <country>Russia</country></aff>
<aff id="aff5"><sup>5</sup><institution>Data Assimilation and Satellite Meteorology Research Section, Environment and Climate Change Canada</institution>, <addr-line>Ottawa, ON</addr-line>, <country>Canada</country></aff>
<aff id="aff6"><sup>6</sup><institution>Greenland Climate Research Centre, Greenland Institute of Natural Resources</institution>, <addr-line>Nuuk</addr-line>, <country>Greenland</country></aff>
<aff id="aff7"><sup>7</sup><institution>D&#x00E9;partement de Biologie, Universit&#x00E9; Laval</institution>, <addr-line>Qu&#x00E9;bec City, QC</addr-line>, <country>Canada</country></aff>
<aff id="aff8"><sup>8</sup><institution>Centre for Fisheries Ecosystems Research, Fisheries and Marine Institute, Memorial University of Newfoundland</institution>, <addr-line>St. John&#x2019;s, NL</addr-line>, <country>Canada</country></aff>
<aff id="aff9"><sup>9</sup><institution>Department of Arctic and Marine Biology, University of Troms&#x00F8; &#x2013; The Arctic University of Norway</institution>, <addr-line>Troms&#x00F8;</addr-line>, <country>Norway</country></aff>
<aff id="aff10"><sup>10</sup><institution>Alfred Wegener Institute for Polar and Marine Research</institution>, <addr-line>Bremerhaven</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Herv&#x00E9; Claustre, Centre National de la Recherche Scientifique (CNRS), France</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Terry Whitledge, University of Alaska Fairbanks, United States; Finlo Cottier, Scottish Association for Marine Science, United Kingdom</p></fn>
<corresp id="c001">&#x002A;Correspondence: Igor A. Dmitrenko, <email>igor.dmitrenko@umanitoba.ca</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>These authors share first authorship</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Ocean Observation, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>791096</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>10</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Dmitrenko, Petrusevich, Kosobokova, Komarov, Bouchard, Geoffroy, Koldunov, Babb, Kirillov and Barber.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Dmitrenko, Petrusevich, Kosobokova, Komarov, Bouchard, Geoffroy, Koldunov, Babb, Kirillov and Barber</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The diel vertical migration (DVM) of zooplankton is one of the largest species migrations to occur globally and is a key driver of regional ecosystems and the marine carbon pump. The dramatic changes in the Arctic environment in recent years, mainly associated with sea-ice decline, may have wide significance for the Arctic shelf ecosystems including DVM. Observations have revealed the occurrence of DVM in ice-covered Arctic waters, however, there have yet to be observations of DVM from the extensive Siberian shelves in the Eurasian Arctic and no analysis of how the sea-ice decline may affect DVM. Here, 2 yearlong time series of acoustic backscatter, collected by moored acoustic Doppler current profilers in the eastern Laptev Sea from August 1998 to August 1999, were used to examine the annual cycle of acoustic scattering, and therefore the annual cycle of DVM in the area. The acoustic time series were used along with atmospheric and oceanic reanalysis and satellite data. Our observations show that DVM did not occur during polar night and polar day, but is active during the spring and fall transition periods when there is a diurnal cycle in light conditions. DVM began beneath the fast ice at the end of polar night and increased in intensity through spring. However, the formation of a large polynya along the landfast ice edge in late March 1999 caused DVM to abruptly cease near the fast ice edge, while DVM persisted through spring to the start of polar day at the onshore mooring. We associate this cessation of synchronized DVM &#x223C;1 month ahead of polar day with a predator-avoidance behavior of zooplankton in response to higher polar cod abundance near the polynya. During polar day, the intensity of acoustic scattering was attributed to the riverine suspended particles. Overall, our results highlight the occurrence of DVM on the Siberian shelves, the cessation of synchronized DVM when a polynya opens up nearby, and the potential impact of significant trends toward a more extensive Laptev Sea polynya as part of changing ice conditions in the Eurasian Arctic and their impact on the Arctic shelf ecology.</p>
</abstract>
<kwd-group>
<kwd>Laptev Sea shelf</kwd>
<kwd>sea-ice</kwd>
<kwd>coastal polynya</kwd>
<kwd>acoustic backscatter</kwd>
<kwd>zooplankton diel vertical migration (DVM)</kwd>
</kwd-group>
<contract-sponsor id="cn001">Natural Sciences and Engineering Research Council of Canada<named-content content-type="fundref-id">10.13039/501100000038</named-content></contract-sponsor>
<counts>
<fig-count count="9"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="18"/>
<word-count count="13651"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Zooplankton migrates vertically through the water column according to the daily cycle of illuminance through a process known as diel vertical migration (DVM). DVM is arguably the most widespread daily migration of animals on Earth (<xref ref-type="bibr" rid="B44">Hays, 2003</xref>) and the largest non-human migration (<xref ref-type="bibr" rid="B15">Brierley, 2014</xref>). DVM significantly impacts the biological pump and the biogeochemistry of the twilight zone (e.g., <xref ref-type="bibr" rid="B4">Archibald et al., 2019</xref>), with the carbon transported by DVM accounting for up to 30% of the total particulate flux and as much as 50% of the metabolic carbon dioxide produced in the twilight zone (<xref ref-type="bibr" rid="B12">Bianchi et al., 2013</xref>). DVM has been studied throughout the world&#x2019;s Oceans, including the Arctic Ocean (e.g., <xref ref-type="bibr" rid="B22">Cottier et al., 2006</xref>; <xref ref-type="bibr" rid="B10">Berge et al., 2009</xref>; <xref ref-type="bibr" rid="B84">Wallace et al., 2010</xref>; <xref ref-type="bibr" rid="B48">Hobbs et al., 2018</xref>; <xref ref-type="bibr" rid="B31">Dmitrenko et al., 2020</xref>) and is known to be primarily driven by illuminance (e.g., <xref ref-type="bibr" rid="B47">Hobbs et al., 2021</xref>). Only recently was DVM observed to occur during the polar night (<xref ref-type="bibr" rid="B10">Berge et al., 2009</xref>, <xref ref-type="bibr" rid="B11">2015</xref>), and more recent studies have analyzed the role of moonlight in modifying DVM during polar night (<xref ref-type="bibr" rid="B60">Last et al., 2016</xref>; <xref ref-type="bibr" rid="B73">Petrusevich et al., 2016</xref>). In the Arctic Ocean, the ice cover attenuates light transmission and therefore modifies DVM (<xref ref-type="bibr" rid="B48">Hobbs et al., 2018</xref>, <xref ref-type="bibr" rid="B47">2021</xref>; <xref ref-type="bibr" rid="B31">Dmitrenko et al., 2020</xref>). Beyond light, the oceanographic factors that influence DVM in the seasonally ice-covered Arctic shelves remain poorly assessed (<xref ref-type="bibr" rid="B48">Hobbs et al., 2018</xref>). Recent studies revealed the role of wind-driven and tidal-driven water dynamics in modifying DVM (<xref ref-type="bibr" rid="B73">Petrusevich et al., 2016</xref>, <xref ref-type="bibr" rid="B72">2020</xref>; <xref ref-type="bibr" rid="B31">Dmitrenko et al., 2020</xref>). In general, significant progress has been achieved in assessing DVM in the Arctic Ocean; however, to date there have yet to be observations of DVM over the Siberian shelf and no analysis of how DVM is modified by the opening of a polynya.</p>
<p>The Siberian shelf, consisting of the Kara, Laptev, and East Siberian seas, represents the shallowest and broadest shelf region of the entire World Ocean, extending a distance of 400&#x2013;800 km offshore (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The dramatic changes in the Arctic environment in recent years mainly associated with sea-ice decline may have wide significance for the Siberian shelf water dynamics and ecosystem (e.g., <xref ref-type="bibr" rid="B13">Bouchard and Fortier, 2008</xref>; <xref ref-type="bibr" rid="B59">Lalande et al., 2009</xref>; <xref ref-type="bibr" rid="B86">Wassmann et al., 2010</xref>; <xref ref-type="bibr" rid="B7">Barber et al., 2015</xref>). For example, the sea-ice reduction results in the loss of a shading effect and enhanced illuminance of the surface water layer impacting DVM (e.g., <xref ref-type="bibr" rid="B48">Hobbs et al., 2018</xref>; <xref ref-type="bibr" rid="B31">Dmitrenko et al., 2020</xref>). The Laptev Sea connected in the west with the Kara Sea and in the east with the East Siberian Sea (<xref ref-type="fig" rid="F1">Figure 1A</xref>) is seasonally ice-covered. Sea ice begins to form in October and the area is typically ice-free by July (<xref ref-type="bibr" rid="B38">Fetterer et al., 2017</xref>). A majority of the shelf area is covered by landfast sea ice, which extends offshore approximately to the 20 m depth contour and occupies up to 140 &#x00D7; 10<sup>3</sup> km<sup>2</sup> of the southern Laptev Sea shelf (<xref ref-type="bibr" rid="B80">Selyuzhenok et al., 2015</xref>), while mobile first-year pack ice drifts beyond the landfast ice edge. The fast ice reaches a peak thickness in April between 1.5 m, further offshore (<xref ref-type="bibr" rid="B9">Belter et al., 2020</xref>) and &#x223C;2.0 m at the front of the Lena Delta (<xref ref-type="bibr" rid="B45">Hendricks et al., 2018</xref>). The interface of the fast ice and pack ice is dynamic, and is routinely covered by a vast latent heat polynya that forms when offshore winds advect the mobile pack ice away from the fast ice edge (e.g., <xref ref-type="bibr" rid="B33">Dmitrenko et al., 2005b</xref>; <xref ref-type="bibr" rid="B89">Willmes et al., 2010</xref>, <xref ref-type="bibr" rid="B88">2011</xref>; <xref ref-type="bibr" rid="B55">Kirillov et al., 2013</xref>; <xref ref-type="bibr" rid="B77">Rabenstein et al., 2013</xref>; <xref ref-type="bibr" rid="B43">Gutjahr et al., 2016</xref>). The mean ice thickness within the polynya is &#x223C;11 cm, with approximately half of the polynya covered by ice 12&#x2013;20 cm thick, and less than 2% of the polynya covered by open water and ice thinner than 2 cm (<xref ref-type="bibr" rid="B88">Willmes et al., 2011</xref>). The polynyas impact on sea-ice production and vertical mixing in the Laptev Sea has been extensively studied (e.g., <xref ref-type="bibr" rid="B26">Dmitrenko et al., 2008</xref>, <xref ref-type="bibr" rid="B30">2009</xref>, <xref ref-type="bibr" rid="B28">2010a</xref>,<xref ref-type="bibr" rid="B29">b</xref>, <xref ref-type="bibr" rid="B27">2012</xref>; <xref ref-type="bibr" rid="B89">Willmes et al., 2010</xref>, <xref ref-type="bibr" rid="B88">2011</xref>; <xref ref-type="bibr" rid="B55">Kirillov et al., 2013</xref>). However, the impact of this polynya, or any Arctic polynya on DVM has yet to be assessed. Finally, the Laptev Sea shelf is strongly impacted by river runoff. The study area in the eastern Laptev Sea shelf (<xref ref-type="fig" rid="F1">Figure 1B</xref>) receives an average of 535 km<sup>3</sup> of freshwater from the Lena River annually. Discharge is low from November to April, and peaks from June to October, with &#x223C;35% of the annual discharge occurring in June (<xref ref-type="bibr" rid="B90">Yang et al., 2002</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>(A)</bold> Location of the eastern Laptev Sea in the Arctic Ocean depicted by the black rectangle with the Lena River Delta indicated by the red arrow. <bold>(B)</bold> Bathymetry of the eastern Laptev Sea shelf with overlaid RADARSAT-1 satellite image from 26 March 1999. Red dots mark positions of yearlong (August 1998&#x2013;1999) moorings Yana and Lena at 75&#x00B0;09.01&#x2032;N, 130&#x00B0;49.94&#x2032;E and 73&#x00B0;27.37&#x2032;N, 131&#x00B0;41.98&#x2032;E, respectively. The maps of the Arctic Ocean and Laptev Sea were compiled based on the International Bathymetric Chart of the Arctic Ocean Version 4.0 [General Bathymetric Chart of the Oceans (<xref ref-type="bibr" rid="B50">Jakobsson et al., 2020</xref>)].</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g001.tif"/>
</fig>
<p>Here we provide the first analysis of DVM on the Siberian shelf and give a unique example of how the opening of a polynya affects the seasonal pattern of DVM. Observing the DVM seasonal cycle in ice-covered waters is difficult, however, moored acoustic Doppler current profilers (ADCPs) provide a time series of acoustic backscatter in the water column that can be used to track DVM below the ice-cover. Oceanographic moorings, equipped with ADCPs, have been deployed annually over the Laptev Sea shelf and the upper continental slope since 1998 (for example, see Table 1 in <xref ref-type="bibr" rid="B51">Janout and Lenn, 2014</xref>). Time series of velocity and acoustic backscatter from these moorings have been used extensively to study the impact of sea ice on wind-driven and tidal-driven water dynamics and the transport of suspended sediment (e.g., <xref ref-type="bibr" rid="B32">Dmitrenko et al., 2002</xref>; <xref ref-type="bibr" rid="B87">Wegner et al., 2005</xref>; <xref ref-type="bibr" rid="B51">Janout and Lenn, 2014</xref>). However, previously this data has not been used to analyze DVM. Within this paper we use the ADCP derived time series of acoustic backscatter at two moorings deployed in the eastern Laptev Sea in August 1998 (<xref ref-type="fig" rid="F1">Figure 1</xref>) to examine DVM on the Siberian shelf. Moorings were located at &#x223C;75&#x00B0;N and 73.5&#x00B0;N (<xref ref-type="fig" rid="F1">Figure 1</xref>), the area where the sun is between 6&#x00B0; and 12&#x00B0; below the horizon all day on the winter solstice. At these latitudes, during the nautical polar night period, there is no trace of daylight, and only around midday there is slight light because of refraction, and the horizon and the brighter stars are visible during clear sky. During polar day around the summer solstice, the sun does not move below the horizon, and daylight lasts from sunset to sunrise.</p>
<p>Within this study, we specifically focus on the seasonal pattern of DVM and its modification following the formation of a polynya along the landfast ice edge in March&#x2013;April 1999. Moreover, we qualitatively assess the intensity of acoustic backscatter during polar day and polar night, putting its spatial and interannual variability in the context of large-scale atmospheric circulation patterns that dictate the location of the Lena River plume.</p>
</sec>
<sec id="S2">
<title>Data</title>
<p>Observations of DVM were derived from two ADCPs deployed on bottom anchored oceanographic moorings, referred to as Yana and Lena, over the eastern Laptev Sea continental shelf from August 1998 to August 1999 (<xref ref-type="fig" rid="F1">Figure 1</xref>). The moorings were deployed under the framework of the Russian-German program named Laptev Sea System (<xref ref-type="bibr" rid="B53">Kassens et al., 1998</xref>). More details on the geographical location of the moorings can be found in <xref ref-type="bibr" rid="B87">Wegner et al. (2005)</xref>, but briefly Lena (73&#x00B0;27.37&#x2032;N, 131&#x00B0;41.98&#x2032;E) was deployed &#x223C;90 km of the Lena River delta from 2 August 1998 to 29 August 1999, while Yana (75&#x00B0;09.01&#x2032;N, 130&#x00B0;49.94&#x2032;E) was deployed &#x223C;205 km north of the river delta from 13 August 1998 to 30 August 1999 (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The ADCPs were 300 kHz upward-looking Workhorse Sentinel ADCPs from Teledyne RD Instruments and were deployed on the seafloor at a depth of 42 m (Yana) and 23 m (Lena) using the trawl resistant bottom mounts by Flotation Technologies Inc. For this study, we used only the acoustic backscatter intensity data that was obtained at intervals of 2 m (Yana) and 1.5 m (Lena), with a 30 min ensemble time interval and 30 pings per ensemble. The first bin was located at 4 m and 3.5 m above the transducer for Yana and Lena, respectively. Data from the upper most layers (down to 8 m depth at Yana and 5.5 m depth at Lena) were compromised by the reflection of the acoustic signal from the air-water and/or ice-water interface. Thus, the acoustic backscatter data above these levels cannot be used in this study.</p>
<p>Complimentary conductivity-temperature-depth (CTD) profiles (<xref ref-type="bibr" rid="B8">Bauch et al., 2009</xref>) were collected at each mooring location during deployment and recovery, as well as during April and May 1999 when the mooring locations were ice covered and accessed by helicopter (<xref ref-type="fig" rid="F2">Figure 2</xref>). CTD profiles were collected with a CTD probe ME (Meerestechnik Elektronik) OTS-3. According to the manufacturer estimates, individual temperature and conductivity measurements are accurate to &#x00B1;0.005&#x00B0;C and &#x00B1;0.005 mS cm<sup>&#x2013;1</sup>. The CTD instruments were calibrated by the manufacturer before each expedition.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Vertical profiles of salinity (blue) and temperature (red,&#x00B0;C) taken at mooring deployment (solid line; August 1998) and recovery (dashed line; September 1990), and in April&#x2013;May 1999 (dotted lines) at moorings <bold>(A)</bold> Lena and <bold>(B)</bold> Yana. Note that the CTD profile at Yana in May 1999 was taken approximately 10 km eastward from mooring location.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g002.tif"/>
</fig>
<p>Fields of sea level pressure (SLP; <xref ref-type="fig" rid="F3">Figure 3</xref>), 10-m wind velocity, 2-m air temperature at 6-h intervals (<xref ref-type="fig" rid="F4">Figure 4</xref>) and daily mean total cloud cover data were retrieved from the ERA5 atmospheric reanalysis (<xref ref-type="bibr" rid="B21">Copernicus Climate Change Service [C3S], 2017</xref>; <xref ref-type="bibr" rid="B46">Hersbach et al., 2020</xref>). A comparison of wind speeds from ERA5 at Yana with <italic>in situ</italic> observations from the nearby Kotelny Island weather station (<xref ref-type="fig" rid="F1">Figure 1B</xref>; <xref ref-type="bibr" rid="B33">Dmitrenko et al., 2005b</xref>) revealed an insignificant discrepancy between ERA5 and the meteorological observations. The horizontal resolution of ERA5 is 31 km.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Sea-level atmospheric pressure (mb) derived from ERA5 reanalysis for July&#x2013;September <bold>(A)</bold> 1998 and <bold>(B)</bold> 1999. The red rectangle encloses the Laptev Sea. The black dashed lines depict meridians and parallels.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Time series of <bold>(A)</bold> daily mean 10-m wind (arrows; m s<sup>&#x2013;1</sup>) and <bold>(B)</bold> 2-m air temperature (blue line;&#x00B0;C) from 1 December 1998 to 31 May 1999 derived from ERA5 at the location of mooring Yana. Blue shading highlights periods of strong easterly winds that forced polynya openings as shown in <xref ref-type="fig" rid="F6">Figures 6A&#x2013;D</xref>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g004.tif"/>
</fig>
<p>The extent and evolution of the sea-ice cover around the moorings between August 1998 and August 1999 was analyzed in 142 synthetic aperture radar (SAR) images collected by RADARSAT-1 (e.g., <xref ref-type="fig" rid="F5">Figures 5</xref>&#x2013;<xref ref-type="fig" rid="F7">7</xref>) and acquired through the Alaska Satellite Facility (ASF). All of the images were presented in the same Universal Transverse Mercator (UTM) projection (zone 53) over the 300 km &#x00D7; 300 km area surrounding the midpoint between Yana and Lena. Within the radar images, areas of higher radar backscatter (gray and white in the <xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>) indicate the formation of new ice in the polynya (e.g., <xref ref-type="fig" rid="F6">Figures 6B,C</xref>), while lower radar backscatter (black and gray) indicate open water within the coastal polynya (e.g., <xref ref-type="fig" rid="F5">Figures 5C</xref>, <xref ref-type="fig" rid="F6">6A</xref>) and leads in the surrounding ice pack (<xref ref-type="fig" rid="F5">Figure 5B</xref>). The fast ice edge separates the landfast ice from the coastal polynya and is usually evident in the radar images (e.g., <xref ref-type="fig" rid="F5">Figure 5C</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>RADARSAT-1 ScanSAR satellite images show the evolution of ice conditions in the Laptev Sea between September 1998 and February 1999: <bold>(A)</bold> 25 September 1998, <bold>(B)</bold> 15 October 1998, <bold>(C)</bold> 20 December 1998, and <bold>(D)</bold> 22 February 1999. Yellow stars depict moorings Lena and Yana. <bold>(B)</bold> Low radar backscatter area corresponds to calm open water. The gray strips in <bold>(C,D)</bold> are associated with a thin sea-ice newly formed in leads and polynya area. In <bold>(C,D)</bold> polynya delimited the landfast ice area. The mobile ice pack is located offshore of the landfast ice. Red lines indicate the coastline of the Lena Delta and Bel&#x2019;kovsky and Stolbovoy islands also shown in <xref ref-type="fig" rid="F1">Figure 1B</xref>. &#x00A9; Canadian Space Agency (CSA) (1998&#x2013;1999).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>RADARSAT-1 ScanSAR satellite images show the evolution of the Laptev Sea polynya in April&#x2013;May 1999: <bold>(A)</bold> 5 April 1999, <bold>(B)</bold> 18 April 1999, <bold>(C)</bold> 5 May 1999, and <bold>(D)</bold> 13 May 1999. Black areas off the landfast ice edge are associated with polynya open water. The gray and white strips in <bold>(A&#x2013;C)</bold> are associated with 5&#x2013;30 cm thick newly formed sea ice in polynya area. Red arrows show ERA5 winds observed at Yana before image was taken. All other designations are similar to those in <xref ref-type="fig" rid="F5">Figure 5</xref>. &#x00A9; CSA (1999).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>RADARSAT-1 ScanSAR satellite images show the evolution of ice conditions in the Laptev Sea during June 1999: <bold>(A)</bold> 16 June 1999 and <bold>(B)</bold> 30 June 1999. Black areas are associated with open water. All other designations are similar to those in <xref ref-type="fig" rid="F5">Figure 5</xref>. &#x00A9; CSA (1999).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g007.tif"/>
</fig>
<p>Monthly gridded fields of sea ice concentration around the mooring positions (red dotted lines in <xref ref-type="fig" rid="F8">Figures 8A</xref>, <xref ref-type="fig" rid="F9">9A</xref>) were retrieved from the National Snow and Ice Data Center (<xref ref-type="bibr" rid="B85">Walsh et al., 2019</xref>). The dataset uses the NASA team algorithm (<xref ref-type="bibr" rid="B20">Comiso et al., 1997</xref>) to derive ice concentration from passive microwave brightness temperature data at 25 km resolution (<xref ref-type="bibr" rid="B17">Cavalieri et al., 1996</xref>)<sup><xref ref-type="fn" rid="footnote1">1</xref></sup>. Observations of ice thickness and snow depth were not available from spaceborne satellites during winter 1998&#x2013;1999, so modeled daily estimates of sea-ice thickness, concentration, and snow depth around the mooring positions, were retrieved from the Pan-Arctic Ice Ocean Modeling and Assimilation System (PIOMAS) (<xref ref-type="fig" rid="F8">Figures 8A</xref>, <xref ref-type="fig" rid="F8">9A</xref>). PIOMAS was developed at the Polar Science Center, University of Washington, and is a coupled ocean and sea ice model that assimilates daily sea-ice concentration and sea surface temperature satellite products (<xref ref-type="bibr" rid="B91">Zhang and Rothrock, 2003</xref>). In general, PIOMAS tends to overestimate the thickness of thin ice and underestimate the thickness of thick ice (<xref ref-type="bibr" rid="B79">Schweiger et al., 2011</xref>). For the eastern Laptev Sea shelf, from 2003 to 2008 PIOMAS overestimated the thickness of ice relative to ICESat observations by &#x223C;0.2&#x2013;0.7 m (<xref ref-type="bibr" rid="B79">Schweiger et al., 2011</xref>). Additionally, PIOMAS tends to overestimate the mean snow depth in the Arctic Ocean compared to snow radar data by an average of about 4 cm (<xref ref-type="bibr" rid="B40">Garnier et al., 2021</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Sea-ice, illuminance, and acoustic backscatter data for mooring Yana. <bold>(A)</bold> Time series of the snow depth (cm, blue), sea-ice thickness (m, black), and concentrations (%, red) from PIOMAS and NASA (solid and dotted lines, respectively). Actograms of <bold>(B)</bold> modeled under-ice illuminance (lux) and <bold>(C&#x2013;G)</bold> the mean volume backscatter strength (MVBS) (dB) at five depth levels: <bold>(C)</bold> 10, <bold>(D)</bold> 14, <bold>(E)</bold> 18, <bold>(F)</bold> 22, and <bold>(G)</bold> 26 m depth. Red, blue and black arrows at the top indicate the periods of polar day, polar night, and diel vertical migration (DVM) of zooplankton, respectively. Dashed black arrow indicates DVM observed only below 18 m depth. Black and white vertical lines depict solstices. Blue shading highlights the coastal polynya &#x223C;2&#x2013;3 km from Yana in March&#x2013;April 1999.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption><p>Sea-ice, illuminance, and acoustic backscatter data for mooring Lena. <bold>(A)</bold> Time series of the snow depth (cm, blue), sea-ice thickness (m, black), and concentrations (%, red) from PIOMAS and NASA (solid and dotted lines, respectively). Actograms of <bold>(B)</bold> modeled under-ice illuminance (lux) and <bold>(C&#x2013;G)</bold> MVBS (dB) at five depth levels: <bold>(C)</bold> 6.5, <bold>(D)</bold> 9.5, <bold>(E)</bold> 12.5, <bold>(F)</bold> 15.5, and <bold>(G)</bold> 18.5 m depth. All other designations are similar to those in <xref ref-type="fig" rid="F8">Figure 8</xref>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-791096-g009.tif"/>
</fig>
</sec>
<sec id="S3" sec-type="materials|methods">
<title>Materials and Methods</title>
<p>The methodology used in this study is largely based on that applied by <xref ref-type="bibr" rid="B73">Petrusevich et al. (2016</xref>, <xref ref-type="bibr" rid="B72">2020)</xref> and <xref ref-type="bibr" rid="B31">Dmitrenko et al. (2020)</xref>. We analyzed the year-long time series of acoustic backscatter measured by the ADCPs to reveal modifications of the diurnal signal that is the result of DVM. In general, acoustic backscatter is explained by either suspended sediments (e.g., <xref ref-type="bibr" rid="B87">Wegner et al., 2005</xref>) or planktonic organisms (e.g., <xref ref-type="bibr" rid="B72">Petrusevich et al., 2020</xref>). Frazil ice crystals, generated during new ice growth within the Laptev Sea coastal polynya, also generate an enhanced acoustic backscatter (e.g., <xref ref-type="bibr" rid="B28">Dmitrenko et al., 2010a</xref>). However, because of DVM, the acoustic backscatter produced by zooplankton is more complex than the backscatter generated by sediment particles and frazil ice crystals (<xref ref-type="bibr" rid="B81">Stanton et al., 1994</xref>). Moreover, ADCPs, unlike echo sounders, are limited in deriving accurate quantitative estimates of zooplankton biomass (<xref ref-type="bibr" rid="B63">Lemon et al., 2001</xref>, <xref ref-type="bibr" rid="B62">2008</xref>; <xref ref-type="bibr" rid="B83">Vestheim et al., 2014</xref>). This is mainly due to calibration issues (e.g., <xref ref-type="bibr" rid="B66">Lorke et al., 2004</xref>) and to the beam geometry (<xref ref-type="bibr" rid="B83">Vestheim et al., 2014</xref>). To account for the beam geometry, we derived mean volume backscatter strength (MVBS) in decibels (dB) from the acoustic backscatter echo intensity following the procedure described by <xref ref-type="bibr" rid="B25">Deines (1999)</xref> and updated by <xref ref-type="bibr" rid="B67">Mullison (2017)</xref>. In what follows, we used ADCP acoustic backscatter below 10 m and 6.5 m depth for Yana and Lena, respectively. The MVBS in the surface layer above these depths appears to be contaminated by the reflection of the acoustic signal from the air-water and/or ice-water interface.</p>
<p>In terms of light at Yana and Lena, the polar day lasted from 27 April to 16 August 1999 and from 3 May to 11 August 1999, respectively, while the polar night continued from 6 November 1998 to 6 February 1999 and from 12 November 1998 to 31 January 1999, respectively (<xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>). To quantify the total sky illumination at each site we used the skylight.m function from the astronomy MATLAB package (<xref ref-type="bibr" rid="B68">Ofek, 2014</xref>). Under-ice illumination was modeled using the exponential decay radiative transfer model (<xref ref-type="bibr" rid="B42">Grenfell and Maykut, 1977</xref>; <xref ref-type="bibr" rid="B69">Perovich, 1996</xref>). Transmittance through the sea ice and snow cover to depth z in the ice was calculated using the following equation: <italic>T</italic>(<italic>z</italic>) = <italic>i</italic><sub>0</sub>e<sup>&#x2013;</sup><italic><sup>KtZ</sup></italic>, where <italic>i</italic><sub>0</sub> is the fraction of the wavelength-integrated incident irradiance transmitted through the top 0.1 m of the surface layer, and <italic>K</italic><sub><italic>t</italic></sub> is the total extinction coefficient in the snow or sea-ice cover. The values adopted for the sea-ice and snow cover were <italic>i</italic><sub>0</sub> = 0.63 and <italic>K</italic><sub><italic>t</italic></sub> = 1.5 as well as <italic>i</italic><sub>0</sub> = 50.9 and <italic>K</italic><sub><italic>t</italic></sub> = 0.1, respectively (<xref ref-type="bibr" rid="B42">Grenfell and Maykut, 1977</xref>). For computing under-ice illumination in <xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>, we use PIOMAS estimates of sea-ice thickness and snow depth (<xref ref-type="fig" rid="F8">Figures 8A</xref>, <xref ref-type="fig" rid="F9">9A</xref>), although we only accounted for the sea ice and snow cover if the sea-ice concentration exceeded 90%. This implies that if sea-ice concentration was less than 90%, the sea ice cover was not accounted for when calculating light transmission. Due to a high uncertainty in available cloud cover data (<xref ref-type="bibr" rid="B65">Liu and Key, 2016</xref>), this model does not account for the variation in solar irradiance from clouds.</p>
<p>Time series of MVBS (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref>) and surface layer illumination (<xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>), computed from the PIOMAS estimates of sea-ice thickness and snow depth, are presented in the form of actograms. Variations during a day-long period are presented along the vertical axis of the actogram, while the long-term patterns of diurnal behavior can be assessed following the horizontal axis (e.g., <xref ref-type="bibr" rid="B61">Leise et al., 2013</xref>; <xref ref-type="bibr" rid="B60">Last et al., 2016</xref>; <xref ref-type="bibr" rid="B73">Petrusevich et al., 2016</xref>, <xref ref-type="bibr" rid="B72">2020</xref>; <xref ref-type="bibr" rid="B48">Hobbs et al., 2018</xref>; <xref ref-type="bibr" rid="B31">Dmitrenko et al., 2020</xref>). For the actograms of illuminance we introduced an artificial visual boundary on the illuminance color scheme at 1 lux (gray to orange), which is the threshold that corresponds to illuminance during the deep twilight.</p>
</sec>
<sec id="S4">
<title>Regional Settings</title>
<sec id="S4.SS1">
<title>Sea-Ice</title>
<p>During 1998&#x2013;1999, the Laptev Sea was covered with sea-ice from the beginning of October 1998 to the end of July 1999 (<xref ref-type="fig" rid="F5">Figures 5</xref>&#x2013;<xref ref-type="fig" rid="F7">7</xref>, <xref ref-type="fig" rid="F8">8A</xref>, <xref ref-type="fig" rid="F9">9A</xref>). According to daily ice concentration data, freeze-up began on 25 September 1998 (<xref ref-type="fig" rid="F5">Figures 5A</xref>, <xref ref-type="fig" rid="F8">8A</xref>, <xref ref-type="fig" rid="F9">9A</xref>) and was persistent at Lena and Yana from 5 October onward (<xref ref-type="bibr" rid="B32">Dmitrenko et al., 2002</xref>). Sea-ice concentration from both PIOMAS and passive microwave NASA data reached 90% on 8 and 9 October 1998 for Yana and Lena, respectively (<xref ref-type="fig" rid="F8">Figures 8A</xref>, <xref ref-type="fig" rid="F9">9A</xref>). PIOMAS estimates of landfast sea-ice thickness at Lena increased from &#x223C;0.5 m on 15 October 1998 to 2.15 m on 30 April 1999 (<xref ref-type="fig" rid="F9">Figure 9A</xref>), which corroborates our <italic>in situ</italic> observations from May 1999 and generally agrees with the latest satellite altimetry data from the area (e.g., <xref ref-type="bibr" rid="B70">Perovich et al., 2020</xref>). At Yana (<xref ref-type="fig" rid="F8">Figure 8A</xref>) ice thickness increased from &#x223C;0.65 m on 15 October 1998 (<xref ref-type="fig" rid="F5">Figure 5B</xref>) to 2.6 m on 18 April 1999 (<xref ref-type="fig" rid="F6">Figure 6B</xref>), which significantly exceeds ice thickness observations of the mobile pack ice in the Laptev Sea from the latest satellite and mooring observations (<xref ref-type="bibr" rid="B45">Hendricks et al., 2018</xref>; <xref ref-type="bibr" rid="B9">Belter et al., 2020</xref>). Overall, it seems that PIOMAS accurately represents landfast ice thickness but overestimates pack ice thickness in the eastern Laptev Sea.</p>
<p>The location and extent of the polynya varied throughout winter 1998&#x2013;1999 according to the surface winds. Using the time series of winds and RADARSAT-1 imagery we provide the context on the ice cover relative to the mooring locations. South-westerly winds up to 8&#x2013;9 m s<sup>&#x2013;1</sup> from 16 to 20 December 1998 (<xref ref-type="fig" rid="F4">Figure 4A</xref>) led to the formation of a polynya along the landfast ice edge that bisected the area between Lena and Yana (<xref ref-type="fig" rid="F5">Figure 5C</xref>). Between December and February the landfast ice edge extended offshore, and reached the location of Yana. During February 1999 the coastal polynya occurred only in a chain of separate, relatively narrow flaw leads that extended over Yana, as evident on 22 February 1999 (<xref ref-type="fig" rid="F5">Figure 5D</xref>). By March 26, the landfast ice extended &#x223C;2&#x2013;3 km beyond Yana (<xref ref-type="fig" rid="F1">Figure 1B</xref>), where it remained stable until its collapse in mid-May (<xref ref-type="fig" rid="F6">Figure 6D</xref>). However, from mid-March to mid-May there were several large polynya events along the landfast ice edge (<xref ref-type="fig" rid="F5">Figures 5</xref>, <xref ref-type="fig" rid="F6">6</xref>) that were driven by southeasterly winds (<xref ref-type="fig" rid="F4">Figure 4A</xref>). These events led to considerable new ice growth within the polynya under cold air temperatures (<xref ref-type="fig" rid="F4">Figure 4B</xref>). Between 24 and 27 March, southeasterly winds up to &#x223C;8 m s<sup>&#x2013;1</sup> created a large polynya (<xref ref-type="fig" rid="F4">Figures 4A</xref>, <xref ref-type="fig" rid="F6">6A</xref>). <italic>In situ</italic> data from Kotelny Island reveal that southeasterly winds peaked at 16 m s<sup>&#x2013;1</sup> during this period (<xref ref-type="bibr" rid="B33">Dmitrenko et al., 2005b</xref>). Following this event, winds decreased to 3&#x2013;5 m s<sup>&#x2013;1</sup> during the first week of April, although they remained from the southeast and maintained a polynya around 10&#x2013;13 km wide through to April 5 (<xref ref-type="fig" rid="F6">Figure 6A</xref>). Strong southeasterly winds up to 9 m s<sup>&#x2013;1</sup> returned on 12 April, and gradually turned to a westerly heading around 14 April, which led to an expansion of the polynya by 18 April (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The largest polynya opening occurred in early May, when the southeasterly winds from 3 to 5 May (<xref ref-type="fig" rid="F4">Figure 4A</xref>) caused the polynya to extend up to 130 km from the landfast ice edge and &#x223C;70&#x2013;80 km from Yana, which was still located under the landfast ice (<xref ref-type="fig" rid="F6">Figure 6C</xref>). The opening of the polynya generated widespread formation of young ice between late March and early May, during a period of overall low air temperatures (<xref ref-type="fig" rid="F4">Figure 4B</xref>) and subsequently high ice formation rates.</p>
<p>The landfast ice edge collapsed prior to 13 May, and was likely the result of strong southeasterly winds from 9 to 12 May (<xref ref-type="fig" rid="F4">Figures 4A</xref>, <xref ref-type="fig" rid="F6">6D</xref>). This caused Yana to be covered by the polynya where pieces of broken off landfast ice were still located. This is also confirmed by the sea-ice concentrations from both PIOMAS and NASA (<xref ref-type="fig" rid="F8">Figure 8A</xref>). Consequently, the landfast ice edge stabilized about 15 km east of Yana until the end of June 1999 (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<p>In contrast to Yana, Lena was located beneath the landfast ice during the entire ice-covered period until the end of June when the landfast ice over the southern Laptev Sea started to breakup (<xref ref-type="fig" rid="F7">Figure 7B</xref>). However, both the PIOMAS and NASA ice concentration data show a drop in sea ice concentration to 40% at Lena between 5 and 30 June (<xref ref-type="fig" rid="F9">Figure 9A</xref>). This is an obvious error, and was likely caused by the onset of surface melt and presence of melt ponds on top of the landfast ice during June. In light of this error, the abrupt increase in under ice illuminance from &#x223C;10<sup>2</sup> to 10<sup>4</sup> lux between 5 and 30 June (<xref ref-type="fig" rid="F9">Figure 9B</xref>) seems to be artificial.</p>
</sec>
<sec id="S4.SS2">
<title>Salinity and Temperature</title>
<p>The CTD profiles collected during mooring deployment (August 1998) and recovery (September 1999), as well as in April and May 1999 at Lena and Yana show significant (i) spatial, (ii) seasonal, and (iii) interannual differences in the salinity profiles.</p>
<sec id="S4.SS2.SSS1">
<title>Spatial Variability</title>
<p>Due to its proximity to the Lena River Delta, the long-term (1920&#x2013;2008) mean salinity at Lena is 11 &#x00B1; 3.5, compared to 18 &#x00B1; 4.5 at Yana (<xref ref-type="bibr" rid="B29">Dmitrenko et al., 2010b</xref>). In August 1998, the salinity of the surface water layer at Lena was &#x223C;5, whereas during September 1999 it increased to &#x223C;18. Conversely, the salinity of the surface water layer at Yana was about 21.5 in August 1998, but declined to 12.5 by September 1999 (<xref ref-type="fig" rid="F2">Figure 2</xref>). This highlights the interannual variability of riverine water distribution over the Laptev Sea shelf, which impacts the local ecosystem and therefore DVM. This will be further discussed below.</p>
</sec>
<sec id="S4.SS2.SSS2">
<title>Seasonal Variability</title>
<p>The Laptev Sea shelf is situated within the seasonally ice-covered zone. Intensive thermodynamic ice formation during winter provides a strong salt input to the underlying shelf water due to brine release that gives rise to the seasonal salinity changes. <xref ref-type="bibr" rid="B30">Dmitrenko et al. (2009)</xref> estimated the long-term mean (1960s&#x2013;1990s) summer-to-winter seasonal salinity difference over the eastern Laptev Sea increasing from &#x223C;2.5 at Lena to &#x223C;4.5 at Yana. The regional difference was explained by sea-ice formation in the coastal polynya that is typically located closer to Yana. From August 1998 to April 1999, the surface salinity at Lena increased by &#x223C;10, and the mean salinity of the entire water column increased by &#x223C;7.5 (<xref ref-type="fig" rid="F2">Figure 2A</xref>). This seasonal increase in salinity cannot be entirely explained by seasonal sea-ice growth, suggesting some contribution from seasonal water dynamics. At Yana, from August 1998 to May 1999, the surface salinity only increased by &#x223C;2 (<xref ref-type="fig" rid="F2">Figure 2B</xref>); however, we note that the CTD profile taken from the landfast ice in May 1999 was conducted approximately 10 km east of Yana, and was therefore further from the landfast ice edge and coastal polynya.</p>
</sec>
<sec id="S4.SS2.SSS3">
<title>Interannual Variability</title>
<p>The interannual variability of the Laptev Sea hydrography is primarily wind driven (<xref ref-type="bibr" rid="B34">Dmitrenko et al., 2005a</xref>,<xref ref-type="bibr" rid="B26">2008</xref>). Interannual variability of summer surface salinity over the Laptev Sea shelf was attributed to the difference in local wind patterns for positive and negative phases of atmospheric vorticity over the adjacent Arctic Ocean (<xref ref-type="bibr" rid="B34">Dmitrenko et al., 2005a</xref>). In August 1998, strong freshening was observed in the southern Laptev Sea (Lena), while in August 1999 the surface salinity at this location increased by &#x223C;13 (<xref ref-type="fig" rid="F2">Figure 2A</xref>). In contrast, 190 km northward at Yana, the surface salinity decreased from &#x223C;22 in August 1998 to 12.5 in August 1999 (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The atmospheric reanalysis data show that this variability in surface salinity was conditioned by the different patterns of SLP over the adjacent Arctic Ocean (<xref ref-type="fig" rid="F3">Figure 3</xref>). During the ice-free season of 1998, the onshore north-westerly winds over the Laptev Sea were conditioned by a high pressure system centered over Svalbard and a low pressure system extending northward from the East Siberian Sea (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The southward onshore diversion of Lena River water resulted in a negative salinity anomaly over the southern Laptev Sea (Lena; <xref ref-type="fig" rid="F2">Figure 2A</xref>) and a positive salinity anomaly over the eastern Laptev Sea (Yana; <xref ref-type="fig" rid="F2">Figure 2B</xref>). In contrast, during the ice-free season of 1999, the opposite SLP pattern was observed (<xref ref-type="fig" rid="F3">Figure 3B</xref>). This generated southeasterly wind over the Laptev Sea shelf forcing the freshwater plume northward and resulting in a positive salinity anomaly over the southern Laptev Sea (Lena; <xref ref-type="fig" rid="F2">Figure 2A</xref>), and a salinity decrease northward (Yana; <xref ref-type="fig" rid="F2">Figure 2B</xref>). In this context, winter hydrographic conditions at Yana are clearly linked to the previous summer conditions (<xref ref-type="fig" rid="F2">Figure 2B</xref>), with winter salinity patterns preconditioned by summer atmospheric forcing (<xref ref-type="fig" rid="F3">Figure 3A</xref>), as previously reported by <xref ref-type="bibr" rid="B29">Dmitrenko et al. (2010b)</xref>.</p>
<p>Over the eastern Laptev Sea shelf, water temperature is mainly conditioned by salinity. During summer, the water temperature is generally dominated by the riverine water distribution. The temperature of the low salinity riverine water is generally higher compared to marine water. Below the surface mixed layer, water temperature gradually decreased from &#x2212;1.5 to &#x2212;1.7&#x00B0;C near the seafloor (<xref ref-type="fig" rid="F2">Figure 2</xref>). During winter, temperature is vertically uniform, approaching the freezing temperature at a given salinity (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
</sec>
</sec>
<sec id="S4.SS3">
<title>Zooplankton</title>
<p>The zooplankton communities of the Laptev Sea shelf have a low diversity, and are composed mostly of copepods, with a domination of small-sized organisms highly tolerant to low salinity. The structure of the zooplankton communities in different regions of the Laptev Sea shelf strongly depends on the spatial distribution of the riverine water (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). Zooplankton communities of the coastal zone consist of freshwater and brackish-water species in summer, and brackish-water species in winter. In the eastern and southeastern Laptev Sea, where the surface salinity during summer gradually increases northward from &#x223C;10 to 22 (<xref ref-type="bibr" rid="B29">Dmitrenko et al., 2010b</xref>), the zooplankton assemblages consist of brackish&#x2013;water neritic species. In contrast, the western and northeastern Laptev Sea affected by the oceanic water is inhabited by marine neritic fauna (<xref ref-type="bibr" rid="B57">Kosobokova et al., 1998</xref>). Finally, the central Laptev Sea shelf is characterized by the transitional brackish&#x2013;marine zooplankton species assemblage (<xref ref-type="bibr" rid="B64">Lischka et al., 2001</xref>; <xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>).</p>
<p>The brackish-water copepods <italic>Drepanopus bungei</italic>, <italic>Limnocalanus macrurus</italic>, and <italic>Pseudocalanus major</italic> are the major contributors to the zooplankton abundance and biomass in the coastal regions of the Laptev Sea (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). In the eastern and southeastern coastal zone, the brackish-water copepods <italic>D. bungei</italic>, <italic>P. major</italic>, <italic>L. macrurus</italic>, and <italic>Acartia longiremis</italic> dominate during summer (<xref ref-type="bibr" rid="B64">Lischka et al., 2001</xref>; <xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). The overall zooplankton abundance strongly depends on population of the copepod <italic>D. bungei</italic> (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). The seasonal increase of its total abundance from winter to late summer ranges from 30- to 60-fold, while the interannual variations were only two-fold on average (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). A transitional community with both the brackish-water and neritic marine components (20% and 15% of the total abundance, respectively) occupies the central Laptev Sea shelf (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). Marine copepods <italic>Calanus glacialis</italic>, <italic>Metridia longa</italic>, <italic>Pseudocalanus acuspes</italic>, and <italic>Oithona similis</italic> are abundant in summer, with the first three species dominating the zooplankton biomass. The copepod nauplii constitute up to 48% during summer (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). The range of interannual variability of zooplankton abundance in this region was assessed based on sampling in August 1998 and 1999 and in April&#x2013;May 1999. In 1998, the total abundance was consistently higher compared to 1999 over the entire sampling area in the eastern Laptev Sea. Moreover, the regional patterns of zooplankton distribution were correlated with the riverine water spatial distribution (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). Over the western and northeastern Laptev shelf, marine and neritic copepods dominate with <italic>Calanus</italic> spp., <italic>O. similis</italic>, and <italic>Pseudocalanus minutus</italic> comprising &#x223C;44% of the total abundance. In the northeastern region, the copepod <italic>A. longiremis</italic> was also recorded (<xref ref-type="bibr" rid="B2">Abramova and Tuschling, 2005</xref>). The populations of large Arctic copepods <italic>M. longa</italic> and <italic>Calanus hyperboreus</italic> in the northern Laptev Sea seems to be mainly supplied by advection of Atlantic and Arctic water. Contrary, <italic>C. glacialis</italic> is known to maintain its local population over the central and northern Laptev Sea shelf with the highest reproductive activity in the ice marginal zone over the continental slope (<xref ref-type="bibr" rid="B56">Kosobokova and Hirche, 2001</xref>; <xref ref-type="bibr" rid="B36">Ershova et al., 2021</xref>).</p>
<p>A mosaic pattern of the zooplankton distribution along with strong regional and seasonal variability of abundance and biomass is typical for the Laptev Sea plankton ecosystem. Recent biomass assessments were presented by <xref ref-type="bibr" rid="B57">Kosobokova et al. (1998)</xref>, <xref ref-type="bibr" rid="B1">Abramova (1999)</xref>, and <xref ref-type="bibr" rid="B64">Lischka et al. (2001)</xref>. During summer 1993, for the domain of our interest in the eastern Laptev Sea shelf, the maximum zooplankton biomass was found near the Lena Delta (104 mg DM m<sup>&#x2013;3</sup>; <xref ref-type="bibr" rid="B37">Fahl et al., 2001</xref>). In the southeastern, central, western and northwestern Laptev Sea shelf, biomass values ranged from 8 to 119 mg DM m<sup>&#x2013;3</sup> demonstrating pronounced patchiness (<xref ref-type="bibr" rid="B64">Lischka et al., 2001</xref>). During fall 1995, maximum biomass was found close to the Lena Delta (263 mg DM m<sup>&#x2013;3</sup>). In the coastal zone, biomass was very low, similar to the summer 1993, ranging from 0.3 to 31 mg DM m<sup>&#x2013;3</sup>. Data from 1993 to 1995 indicate that there is enhanced production of zooplankton close to the river outlets. It was suggested that the extremely high zooplankton abundance and biomass in this area was related to dissolved and particulate matter input with the riverine waters resulting in enhanced phytoplankton production close to the river mouths (<xref ref-type="bibr" rid="B64">Lischka et al., 2001</xref>).</p>
</sec>
</sec>
<sec id="S5" sec-type="results">
<title>Results</title>
<p>Annual actograms of the modeled under ice illuminance and MVBS were computed for various depths at both Yana (<xref ref-type="fig" rid="F8">Figure 8</xref>) and Lena (<xref ref-type="fig" rid="F9">Figure 9</xref>) based on total sky illuminance, sea ice concentration, sea ice thickness, and snow depth. These actograms reveal a rhythm of activity with the diurnal cycle seen in the vertical axis and the yearlong variability of the diurnal cycle observed along the horizontal axis. The strength of acoustic backscatter is presented by colored contours and provides qualitative information on the concentration of scattering features in the water column.</p>
<sec id="S5.SS1">
<title>Diurnal Signal of the Mean Volume Backscatter Strength</title>
<p>In general, the MVBS diurnal signal follows the seasonal variability of the sun illuminance except for the period of polar day and polar night when the sun is above and below the horizon 24 h a day, respectively. In <xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>, blue and red arrows depict the periods of polar day and polar night, respectively. During polar day and polar night, the diurnal pattern of MVBS completely vanishes through the water column resolved with ADCP data at both Yana and Lena (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref>, respectively). During the transitional period between polar night and polar day (black arrows <xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>), the diurnal cycle in the sun illuminance is mimicked by a daily cycle in MVBS down to a depth of 26 m at Yana and 15.5 m at Lena. Below 15.5 m at Lena, the diurnal patterns of MVBS are not present (<xref ref-type="fig" rid="F9">Figure 9G</xref>).</p>
<p>During the fall transition from polar day to polar night (approximately the end of August and beginning of September 1998 for Lena and Yana, respectively), the occurrence of the MVBS diurnal pattern corresponds to a decrease in the midnight surface layer illuminance below 1 lux (<xref ref-type="fig" rid="F8">Figures 8D&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9D&#x2013;G</xref>), the threshold, which is associated with illuminance during the deep twilight. Further onward, until the beginning of the polar night, the MVBS diurnal signal roughly follows the 1 lux illuminance threshold with acoustic backscatter enhanced during the dark time once illuminance falls below 1 lux. Once polar night begins and the under ice-illuminance falls below 1 lux for 24 h a day, the MVBS diurnal pattern vanishes.</p>
<p>The MVBS diurnal pattern resumed during the spring transition from polar night to polar day (approximately the end of January and beginning of February 1999 for Lena and Yana, respectively) (<xref ref-type="fig" rid="F8">Figures 8D&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9D&#x2013;G</xref>). This corresponds to an increase in the under-ice illuminance to &#x003E;1 lux at noon (<xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>). At Lena, the MVBS diurnal signal followed the 1 lux threshold and vanished once the under-ice illuminance exceeded the threshold throughout the day shortly before the start of polar day at the beginning of May 1999 (<xref ref-type="fig" rid="F9">Figures 9B&#x2013;G</xref>). During this time, Lena was still located beneath the landfast ice that was &#x223C;2 m thick (<xref ref-type="fig" rid="F6">Figures 6C,D</xref>, <xref ref-type="fig" rid="F7">7</xref>, <xref ref-type="fig" rid="F9">9A</xref>).</p>
<p>In contrast, at Yana, the MVBS diurnal pattern completely vanished at shallower depths (10 and 14 m depth; <xref ref-type="fig" rid="F8">Figures 8C,D</xref>) and was strongly disrupted at lower depths (18&#x2013;26 m depth; <xref ref-type="fig" rid="F8">Figures 8E&#x2013;G</xref>) around the end of March, approximately 1-month prior to the start of polar day when the MVBS would be expected to end. The timing of this corresponds to the formation of the coastal polynya &#x223C;2&#x2013;3 km from Yana between 24 and 27 March 2007 (<xref ref-type="fig" rid="F1">Figures 1A</xref>, <xref ref-type="fig" rid="F6">6A&#x2013;C</xref>). By 29 April 1999, when the midnight under-ice illuminance first exceeded 1 lux (<xref ref-type="fig" rid="F8">Figure 8B</xref>), the polynya extended &#x223C;65 km eastward from Yana with open water extending approximately 15 km off the landfast ice edge (not shown). During this time, low MVBS (&#x003C;&#x2212;80 dB) was observed at 10 and 14 m depth throughout the day, with no diurnal cycle (<xref ref-type="fig" rid="F8">Figures 8C,D</xref>). Low MVBS during April 1999 also confirms that Yana was still located beneath the landfast ice cover, otherwise, an enhanced acoustic backscatter would be recorded due to frazil ice generated by new ice growth within the polynya during a period when air temperatures remained relatively cold (&#x2212;19&#x00B0;C; <xref ref-type="fig" rid="F4">Figure 4B</xref>; <xref ref-type="bibr" rid="B28">Dmitrenko et al., 2010a</xref>). Note that the MVBS diurnal pattern at Lena located about 120 km from the landfast ice edge did not deviate until the very beginning of May 1999 when under-ice illuminance exceeded 1 lux (<xref ref-type="fig" rid="F9">Figure 9</xref>).</p>
<p>Finally, actograms in <xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref> suggest no deviation of the MVBS diurnal pattern that can be associated with moonlight. During full moons, the midnight under-ice illuminance increased to &#x223C;0.001 lux in February&#x2013;March 1999 and up to &#x223C;0.01 lux in October 1998 (<xref ref-type="fig" rid="F8">Figures 8B</xref>, <xref ref-type="fig" rid="F9">9B</xref>). During fall 1998 and spring 1999, the diurnal signal in MVBS at Yana was rather noisy; however, the consistent deviation of the diurnal pattern in response to the enhanced illuminance during the full moon phase is hardly recognizable (<xref ref-type="fig" rid="F8">Figures 8B&#x2013;G</xref>). The uncertain data on the total cloud cover from the ERA5 atmospheric reanalysis revealed relatively high cloudiness during full moon events from 33.7% (days 420&#x2013;430) to 69.5% (days 303&#x2013;313) (not shown). The moonlight illuminance is reduced by cloud cover from &#x223C;200 &#x00D7; 10<sup>&#x2013;3</sup> lux to &#x223C;0.2 &#x00D7; 10<sup>&#x2013;3</sup> lux (<xref ref-type="bibr" rid="B58">Krieg, 2021</xref>). We note, however, that DVM can be disrupted when under-ice illuminance is &#x003C;0.002 lux (<xref ref-type="bibr" rid="B73">Petrusevich et al., 2016</xref>). Overall, the combination of highly uncertain cloud cover data from the atmospheric reanalysis with noisy MVBS during polar night makes any suggestions about the impact of moonlight on DVM to be very speculative. At Lena, the relatively stable MVBS diurnal cycle also shows no disruptions that could have been generated by moonlight (<xref ref-type="fig" rid="F9">Figures 9B&#x2013;G</xref>). During the full moon event in October 1998, the midnight MVBS at 6.5 m depth was reduced (<xref ref-type="fig" rid="F9">Figures 9B,C</xref>), but the mean cloud cover of 38% (not shown) does not allow clear attribution of this DVM disruption to moonlight. However, the moonlight impact on DVM cannot be completely discriminated at Yana and Lena.</p>
</sec>
<sec id="S5.SS2">
<title>Mean Volume Backscatter Strength During Polar Day and Polar Night</title>
<p>During polar day and polar night, the MVBS diurnal signal vanished at both Yana and Lena. During polar day, the acoustic backscatter episodically increased 24 h a day up to &#x2212;40 to &#x2212;30 dB showing noisy spikes with a magnitude reducing with depth (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, 9C&#x2013;G). In contrast, during polar night, the MVBS signal is generally more stable, though it did begin to decrease around the winter solstice (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref>).</p>
<p>At Yana, following the beginning of polar day, the increase in MVBS at 10&#x2013;14 m occurred after the collapse of the landfast ice edge around 11&#x2013;12 May 1999. Afterward, Yana was primarily covered by open water (e.g., <xref ref-type="fig" rid="F7">Figure 7A</xref>) or pieces of broken off landfast ice (e.g., <xref ref-type="fig" rid="F7">Figure 7B</xref>). Since the beginning of June 1999, 3 weeks before the summer solstice, the air temperature at Yana exceeded 0&#x00B0;C, and sea-ice started to melt with thickness gradually decreasing from a peak of 1.7 m in April (<xref ref-type="fig" rid="F8">Figure 8A</xref>). The period from the beginning of June to ice-free conditions around 23&#x2013;27 July 1999 is associated with deepening of the enhanced MVBS signal down to 22 m depth (<xref ref-type="fig" rid="F8">Figures 8A,C&#x2013;F</xref>). Afterward, and until mooring recovery on 30 August 1999, the maximum MVBS was recorded through the subsurface water layer at 10 m depth (<xref ref-type="fig" rid="F8">Figure 8C</xref>), but MVBS gradually increased at depth over time (<xref ref-type="fig" rid="F8">Figures 8D&#x2013;G</xref>). During the end of polar day through August&#x2013;September 1998 (illuminance &#x003E;1 lux), MVBS increased in the subsurface water layer until freeze-up began on 25 September 1998 (<xref ref-type="fig" rid="F5">Figures 5A</xref>, <xref ref-type="fig" rid="F8">8B,C</xref>). Overall, MVBS from 10 to 26 m depth in August 1999 exceeded that in August 1998 by &#x223C;10&#x2013;15 dB at Yana.</p>
<p>During polar night, MVBS at Yana was relatively high prior to the winter solstice (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>). Specifically in the subsurface water layer at 10 m depth, MVBS remained around &#x2212;55 dB until the winter solstice, at which point it rapidly decreased to about &#x2212;70 dB, and the acoustic signal became noisy, with random spikes up to &#x2212;35 dB during January 1999 (<xref ref-type="fig" rid="F8">Figure 8C</xref>). Similar MVBS patterns were recorded at 14&#x2013;18 m depth, but MVBS values were &#x223C;10&#x2013;15 dB greater than at 10 m depth (<xref ref-type="fig" rid="F8">Figures 8D,E</xref>).</p>
<p>During polar day at Lena, MVBS in the surface layer (6.5 and 9.5 m depth) began to increase around the time that sea ice concentration began to decrease and modeled under-ice illuminance increased around 5 June 1999 (<xref ref-type="fig" rid="F9">Figures 9A,C,D</xref>). However, from RADARSAT-1 imagery we know that the ice cover remained in place (<xref ref-type="fig" rid="F7">Figure 7A</xref>) and instead melt ponds are suggested to form at the surface. Around this time MVBS increased from &#x003C;&#x2212;70 dB to &#x223C;&#x2212;50 dB at 6.5 m (<xref ref-type="fig" rid="F9">Figure 9C</xref>), followed by an increase in MVBS to &#x2212;60 dB at 9.5 m approximately 1-week later (<xref ref-type="fig" rid="F9">Figure 9D</xref>). After 6 July, MVBS increased through the entire water column up to a peak of &#x2212;45 dB at 9.5 m depth (<xref ref-type="fig" rid="F9">Figures 9C&#x2013;G</xref>). During the end of polar day in August&#x2013;September 1998 (illuminance &#x003E;1 lux), increased MVBS was recorded until freeze-up began on 25 August 1998 (<xref ref-type="fig" rid="F5">Figures 5A</xref> <xref ref-type="fig" rid="F9">9B,C</xref>). Moreover, during August 1998, MVBS exceeded that of August&#x2013;September 1999 by &#x223C;10&#x2013;25 dB. For example, at 12.5 and 18.5 m depth, MVBS in August 1999 exceeded that in August 1998 by &#x223C;10&#x2013;15 dB, with MVBS gradually increasing with depth from about &#x2212;55 dB at 6.5 m to &#x223C;&#x2212;40 dB at 18.5 m (<xref ref-type="fig" rid="F9">Figures 9C,G</xref>).</p>
<p>In contrast, during the polar night at Lena, MVBS gradually decreased with depth and decreased over time at all depths. At 12.5 m depth, MVBS decreased shortly after the winter solstice, while at 6.5 and 9.5 m depth, this reduction lagged behind the winter solstice by about 2 weeks (<xref ref-type="fig" rid="F9">Figures 9C&#x2013;E</xref>). At 15.5 m depth, MVBS rapidly decreased from &#x2212;40 dB to &#x2212;53 dB in mid-November (<xref ref-type="fig" rid="F9">Figure 9F</xref>). At 18.5 m depth, a gradual reduction in MVBS was recorded from &#x2212;35 dB in September 1998 to &#x2212;60 dB in February 1999 (<xref ref-type="fig" rid="F9">Figure 9G</xref>).</p>
<p>Finally, there are spatial and interannual differences between MVBS at Yana and Lena (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref>). In 1998, the polar day period is not sufficiently resolved with mooring observations. However, during August&#x2013;September 1998, MVBS at Lena exceeded MVBS at Yana by &#x223C;12 dB. In contrast, during the polar day of 1999, MVBS at Yana exceeded that at Lena by &#x223C;15 dB. Moreover, during polar night in 1998&#x2013;1999, MVBS at Lena exceeded that at Yana by &#x223C;10 dB.</p>
</sec>
</sec>
<sec id="S6" sec-type="discussion">
<title>Discussion</title>
<sec id="S6.SS1">
<title>Zooplankton Diel Vertical Migration During Spring and Fall</title>
<p>The year-long ADCP time series of MVBS over the eastern Laptev Sea shelf are consistent with seasonal DVM of zooplankton conducted during the transition periods between polar day and polar night (<xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>). During this time, the MVBS diurnal signal is generated by a diurnal movement of zooplankton toward the surface at dusk and descent before dawn the next morning. It is commonly accepted that DVM demonstrates predator-avoidance behavior (e.g., <xref ref-type="bibr" rid="B44">Hays, 2003</xref>). Zooplankton keep away from a relatively well-illuminated surface water layer during the day, reducing light-dependent mortality risk. In contrast, during the polar day and polar night, DVM completely vanished (<xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>).</p>
<p>The acoustic data from the single-frequency ADCP do not provide any information on the identity of organisms responsible for the observed DVM patterns. Among the zooplankton species abundant in the research area, only late copepodite stages of large-sized copepods <italic>Calanus glacialis</italic> and <italic>Metridia longa</italic> (total body length 2.0&#x2013;5.0 mm) are known to perform DVM in the Laptev and Kara seas (<xref ref-type="bibr" rid="B3">Arashkevich et al., 2018</xref>). However, these species migrate to deeper regions from October to March, and were most likely absent from the study area. Small-sized brackish-water copepods <italic>Acartia longiremis</italic> and <italic>Drepanopus bungei</italic> (&#x2264;1.5 mm total body length) are abundant in the study region year round, although their DVM have not been studied in either the Laptev Sea, or other Siberian shelf seas. This is apparently related to the fact that their DVM in the Arctic, if any, is limited to a few meters (<xref ref-type="bibr" rid="B35">Drits et al., 2017</xref>), which is beyond the sensitivity of the conventional zooplankton collection methods. Moreover, from November to March, the size range of these species is below the sensitivity of 300 kHz ADCPs used in this research. The abundant small-sized copepod, <italic>Pseudocalanus</italic> spp. (predominantly <italic>P. minutus</italic> and <italic>P. acuspes</italic>; total body length of copepodite stages IV&#x2013;V is &#x223C;0.8&#x2013;1.2 mm), may represent another zooplankton species comprising DVM in the study region. DVM of <italic>Pseudocalanus</italic> was recorded in the seasonally ice-covered White Sea (<xref ref-type="bibr" rid="B71">Pertsova, 1984</xref>), Kara Sea (<xref ref-type="bibr" rid="B35">Drits et al., 2017</xref>), and Hudson Bay (<xref ref-type="bibr" rid="B78">Runge and Ingram, 1991</xref>). Finally, DVM of two larger crustaceans with body size &#x003E;2 mm, the amphipods <italic>Themisto</italic> spp. and mysids, recorded in the Arctic Ocean (e.g., <xref ref-type="bibr" rid="B74">Petryashov, 1989</xref>; <xref ref-type="bibr" rid="B39">Fortier et al., 2001</xref>), can also comprise DVM in the study region. We assume that copepods <italic>Pseudocalanus</italic> spp., amphipods <italic>Themisto</italic> spp., and mysids all may perform seasonal DVM in the eastern Laptev Sea. According to their size range, they can serve as prey for polar cod (e.g., <xref ref-type="bibr" rid="B16">Buckley and Whitehouse, 2017</xref>; <xref ref-type="bibr" rid="B23">Cusa et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Bouchard and Fortier, 2020</xref>; <xref ref-type="bibr" rid="B5">Aune et al., 2021</xref>).</p>
<p>In general, DVM at Yana and Lena was controlled by light conditions (<xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>). Similar to other areas, DVM is triggered by local solar variations, and the timing of migration is sensitive to changes in seasonal day length (e.g., <xref ref-type="bibr" rid="B82">van Haren and Compton, 2013</xref>). Our results show that DVM responds to the seasonality of sunlight and the seasonality of sea-ice cover that attenuates light transmission to the water column. DVM at Yana and Lena started to occur once the surface layer midnight illuminance exceeded the threshold of 1 lux. Then DVM ceased entirely once the surface layer illuminance exceeded 1 lux for 24 h a day. These results are consistent with a seasonal cessation of DVM reported by <xref ref-type="bibr" rid="B48">Hobbs et al. (2018)</xref> at higher latitudes between 77&#x00B0; and 81&#x00B0; N.</p>
<p>Our results on the 1 lux threshold are consistent with the preferendum (isolume) hypothesis (e.g., <xref ref-type="bibr" rid="B18">Cohen and Forward, 2009</xref>). A variant of the preferendum hypothesis, the absolute intensity threshold hypothesis, suggests that an ascent at sunset is initiated once the light intensity decreases below a particular threshold level, and a descent at sunrise occurs when the light intensity increases above the threshold intensity (e.g., <xref ref-type="bibr" rid="B19">Cohen and Forward, 2019</xref>). This is in line with our findings on an absolute 1 lux threshold of light, which corresponds to illuminance during the deep twilight. It seems that the particular value of the illuminance threshold depends on the zooplankton species composition comprising DVM. For example, for the eastern Beaufort Sea continental slope, <xref ref-type="bibr" rid="B31">Dmitrenko et al. (2020)</xref> revealed an absolute 0.1 lux threshold of light controlling seasonal DVM. This threshold corresponds to moonlight illuminance during the gibbous moon under a clear sky. However, <xref ref-type="bibr" rid="B47">Hobbs et al. (2021)</xref> revealed a significantly lower value of light limit of photobehavior for species comprising the backscatter signal (&#x223C;10<sup>&#x2013;7</sup> &#x03BC;mol photons m<sup>&#x2013;2</sup> s<sup>&#x2013;1</sup> that is &#x003C;10<sup>&#x2013;5</sup> lux; see color scale for under-ice illuminance at the bottom of <xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>).</p>
<p>While DVM at Yana and Lena was in general controlled by light conditions, during spring 1999 there was a principal difference between the two sites. At Lena, located &#x223C;120 km from the landfast ice edge, DVM was entirely controlled by light conditions (<xref ref-type="fig" rid="F9">Figure 9</xref>). In contrast, at Yana, located near the landfast ice edge, the light-driven behavior of zooplankton was completely disrupted following the polynya opening in March&#x2013;April 1999 (<xref ref-type="fig" rid="F8">Figures 8A,C,D</xref>). This suggests that DVM was not entirely controlled by illuminance, as there were no abrupt changes to the under-ice light conditions while the polynya was open during March&#x2013;April 1999 (<xref ref-type="fig" rid="F8">Figure 8B</xref>). Moreover, the acoustic backscatter derived from 2 year-long moorings Khatanga and Anabar deployed in the Laptev Sea polynya area in September 2007&#x2013;2008 and the short-term moorings deployed along the land-fast ice edge in April 2008 and 2009 also showed no seasonal DVM during spring transition from polar night to polar day (not shown, for mooring locations see <xref ref-type="bibr" rid="B27">Dmitrenko et al., 2012</xref>).</p>
<p>We suggest that opening of the polynya near Yana generated far-field effects on zooplankton behavior. Since the opening of the polynya did not cause any change in illuminance at Yana (<xref ref-type="fig" rid="F8">Figure 8B</xref>), the observed interruption of zooplankton DVM at Yana in March&#x2013;April 1999 could potentially be explained by predator-avoidance behavior. Polar cod (<italic>Boreogadus saida</italic>) is one of the main predators of the zooplankton taxa likely responsible for the observed DVM (e.g., <xref ref-type="bibr" rid="B16">Buckley and Whitehouse, 2017</xref>; <xref ref-type="bibr" rid="B23">Cusa et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Bouchard and Fortier, 2020</xref>; <xref ref-type="bibr" rid="B5">Aune et al., 2021</xref>). Polar cod is known to occupy surface waters over shallow coastal continental shelves in winter and spring (e.g., <xref ref-type="bibr" rid="B41">Gradinger and Bluhm, 2004</xref>; <xref ref-type="bibr" rid="B24">David et al., 2016</xref>). The zooplankton possibly stopped conducting DVM and remained closer to the seafloor, as a predator-avoidance behavioral response to the increase in polar cod abundance near the sea surface. We speculate on two possible scenarios in which the polynya opening could have increased polar cod abundance. In a first scenario, the opening of the polynya increased primary production in the area, which attracted herbivorous zooplankton, and in turn, polar cod. In a second scenario, polar cod were attracted toward the polynya by the enhanced irradiance, and a domino effect (fish following others in their aggregation) resulted in increased polar cod abundance in an area larger than the polynya, including at Yana &#x223C;2&#x2013;3 km from the ice edge. Unfortunately, the ADCPs echograms could not detect higher abundance of polar cod near the surface at Yana than at Lena to validate these scenarios because the ADCP signal below the ice is compromised due to strong acoustic reflection from the ice-water interface.</p>
<p>Regardless the mechanisms explaining the stop in DVM upon the opening of the polynya, this study clearly demonstrates that an earlier polynya opening and sea-ice breakup caused by climate change could have strong repercussions on the ecology of Arctic zooplankton. Indeed, if an earlier polynya opening and ice breakup reduce the period during which zooplankton conduct foraging DVM in spring, it also reduces their grazing activity and energy intake. This could result in higher mortality rates and reduced carbon export through the biological carbon pump. Polynya openings could further increase zooplankton mortality by increasing the predation pressure from polar cod because more light from polynya openings increase the prey detection distance of polar cod, improving its capacity to forage on zooplankton (<xref ref-type="bibr" rid="B13">Bouchard and Fortier, 2008</xref>; <xref ref-type="bibr" rid="B52">J&#x00F6;nsson et al., 2014</xref>; <xref ref-type="bibr" rid="B23">Cusa et al., 2019</xref>).</p>
</sec>
<sec id="S6.SS2">
<title>Acoustic Scattering During Polar Day</title>
<p>During polar day, when DVM ceased, the suspended particles and frazil ice crystals in the water column enhance acoustic scattering and therefore impact MVBS (<xref ref-type="bibr" rid="B87">Wegner et al., 2005</xref>; <xref ref-type="bibr" rid="B28">Dmitrenko et al., 2010a</xref>,<xref ref-type="bibr" rid="B31">2020</xref>; <xref ref-type="bibr" rid="B72">Petrusevich et al., 2020</xref>). Suspended particles and frazil ice crystals return the ADCP acoustic signal, producing enhanced MVBS 24 h a day. For example, <xref ref-type="bibr" rid="B72">Petrusevich et al. (2020)</xref> reported enhanced MVBS in Hudson Bay recorded by a 300 kHz ADCP. They attributed this signal to the suspended particles released into the water column during ice melt. Using the same type of ADCP, <xref ref-type="bibr" rid="B31">Dmitrenko et al. (2020)</xref> reported a high acoustic scattering attributed to the turbid water layer advected over the eastern Beaufort Sea continental slope. A 300 kHz ADCP moored at the edge of the Laptev Sea coastal polynya showed enhanced acoustical scattering from the frazil ice crystals within the surface mixed layer following the polynya opening in April&#x2013;May 2008 (<xref ref-type="bibr" rid="B28">Dmitrenko et al., 2010a</xref>).</p>
<p>We suggest that at Yana, enhancement of MVBS during May 1999 can be attributed to the frazil ice crystals generated by new ice growth in the polynya following the collapse of the landfast ice edge between 9 and 12 May (<xref ref-type="fig" rid="F6">Figure 6D</xref>). Until the end of May 1999, the air temperature at Yana was below the sea-water freezing temperature (<xref ref-type="fig" rid="F4">Figure 4B</xref>), and formation of frazil ice can occur down to the bottom of the surface mixed water layer. The CTD profile taken below the landfast ice approximately 10 km east of Yana on 6 May 1999 revealed that the surface water layer was mixed down to &#x223C;15.5 m depth (<xref ref-type="fig" rid="F2">Figure 2B</xref>). This depth is expected to increase while approaching the polynya due to intense brine rejection and associated vertical mixing (e.g., <xref ref-type="bibr" rid="B33">Dmitrenko et al., 2005b</xref>; <xref ref-type="bibr" rid="B55">Kirillov et al., 2013</xref>). From the beginning of June through to July 1999, the noise-type MVBS at Yana in <xref ref-type="fig" rid="F8">Figures 8C&#x2013;E</xref> seemed to be impacted by the release of ice-rafted sediments from the melting sea ice. At Lena, the enhanced MVBS at 6.5 and 9.5 m depth in June 1999 (<xref ref-type="fig" rid="F9">Figures 9C,D</xref>) was likely associated with release of sediments from the sediment-laden landfast ice. The formation of the sediment-laden sea-ice presumably occurred during fall and early winter due to suspension freezing in the coastal polynya (e.g., <xref ref-type="bibr" rid="B49">Ito et al., 2019</xref>; <xref ref-type="bibr" rid="B6">Barber et al., 2021</xref>). At Lena, the artificial reduction of sea-ice concentration in June 1999 (<xref ref-type="fig" rid="F9">Figure 9A</xref>) was attributed to the formation of melt ponds on top of the landfast ice that confirms sea-ice melt occurred during June.</p>
<p>In contrast to MVBS in June, the enhanced MVBS at both Yana and Lena in July and August 1999 seem to be attributed to intrusions of turbid water associated with river runoff. The Lena River plume is enriched with suspended sediments (e.g., <xref ref-type="bibr" rid="B75">Pivovarov et al., 1999</xref>; <xref ref-type="bibr" rid="B87">Wegner et al., 2005</xref>). Based on observations from an oceanographic survey in May&#x2013;June 1996, <xref ref-type="bibr" rid="B75">Pivovarov et al. (1999)</xref> revealed that the river runoff water enriched with suspended sediments was laterally advected &#x003E;80 km off the Lena Delta in 1 week following spring breakup. Based on this result, we suggest that intrusions of turbid riverine water generated high MVBS at Lena and Yana in July&#x2013;August 1999 (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>, <xref ref-type="fig" rid="F9">9C&#x2013;G</xref>).</p>
<p>The interannual variability of MVBS during polar day also suggests the role of riverine turbid water in generating enhanced acoustic scattering. At Yana, MVBS in August 1999 exceeded that of August 1998 by &#x223C;10 dB (<xref ref-type="fig" rid="F8">Figures 8C&#x2013;G</xref>). In contrast, at Lena, the MVBS pattern was opposite, with MVBS in August 1998 exceeding that in August 1999 by &#x223C;5 dB at 6.5 m (<xref ref-type="fig" rid="F9">Figure 9C</xref>) to &#x223C;15 dB at 18.5 m (<xref ref-type="fig" rid="F9">Figure 9G</xref>). This interannual variability is consistent with the interannual variability in wind forcing between these two summers (<xref ref-type="fig" rid="F3">Figure 3</xref>). In summer 1998, northerly winds diverted the riverine water enriched with suspended sediments onshore, generating a positive salinity anomaly at Yana and negative salinity anomaly at Lena (<xref ref-type="fig" rid="F2">Figures 2A</xref>, <xref ref-type="fig" rid="F3">3</xref>), and increasing the acoustic backscatter at Lena during August 1998 (<xref ref-type="fig" rid="F9">Figures 9C&#x2013;G</xref>). Conversely, in summer 1999, easterly winds caused a negative salinity anomaly at Yana due to the northward advection of riverine waters, which increased salinity at Lena (<xref ref-type="fig" rid="F2">Figures 2B</xref>, <xref ref-type="fig" rid="F3">3</xref>) and enhanced acoustic backscatter at Yana in August 1998. Overall, this finding highlights the role of wind forcing in dictating the distribution of the river plume and in turn driving salinity anomalies and generating acoustic scattering over the eastern Siberian shelf (e.g., <xref ref-type="bibr" rid="B34">Dmitrenko et al., 2005a</xref>,<xref ref-type="bibr" rid="B26">2008</xref>, <xref ref-type="bibr" rid="B29">2010b</xref>). In the cyclonic regime (e.g., summer 1998) the southeastward diversion of the Laptev Sea riverine water results in a negative salinity anomaly to the east of the Lena Delta and farther to the East Siberian Sea, and a positive anomaly to the north of the Lena Delta. Anticyclonic wind forcing (e.g., summer 1999) results in negative salinity anomalies northward from the Lena Delta due to freshwater advection toward the north, and a corresponding salinity increase southeastward (<xref ref-type="bibr" rid="B34">Dmitrenko et al., 2005a</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="S7">
<title>Conclusion and Final Remarks</title>
<p>Based on the year-long time series from two mooring, deployed over the eastern Laptev Sea shelf from August 1998 to August 1999, we conclude that the acoustic backscatter is impacted by DVM during the spring and fall transition periods between polar day and polar night. Overall, DVM shows a light-driven behavior with a seasonal cessation when the sun is either above or below the horizon 24 h a day. During the spring transition, the light-driven behavior of DVM ceased near the fast ice edge &#x223C;1 month prior to its expected cessation at the start of polar day. We associate this disruption with a predator-avoidance behavior conditioned by higher polar cod abundance attracted by the polynya opening. In contrast, about 120 km shoreward from the landfast ice edge, DVM was entirely controlled by light and persisted through the spring transition until the start of polar day. Acoustic backscatter during polar day, when DVM had stopped, reflects scattering from suspended sediments within the Lena River plume. The spatial and interannual variability of this signal is suggested to be controlled by the interannual variability in atmospheric forcing that either forces the plume onshore or offshore.</p>
<p>Finally, given the fact that the formation of a polynya caused the cessation of DVM in the surrounding area, it is important to note that the size of the Laptev Sea polynya significantly increased at 362 km<sup>2</sup> year<sup>&#x2013;1</sup> between 2002 and 2015 during the late freezing season from January to March (<xref ref-type="bibr" rid="B76">Preu&#x00DF;er et al., 2016</xref>). Hence, one may suggest a long-term reduction of DVM during the spring transition from polar night to polar day due to greater coverage of the coastal polynya. This change may have repercussions on the ecology of Arctic zooplankton and disrupt the biological pump, which will have implications for carbon fluxes (e.g., <xref ref-type="bibr" rid="B54">Kelly et al., 2019</xref>).</p>
<p>Our analysis was limited by lack of zooplankton observations. It is logistically difficult to sample zooplankton in the seasonally ice covered and remote areas of the Siberian shelf, hence it is unclear which zooplankton species were observed to undergo DVM. Future work in the Siberian shelf could integrate either sediment traps on moorings or expand winter ice-based sampling to provide a comprehensive analysis of the zooplankton species comprising DVM.</p>
</sec>
<sec id="S8" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S9">
<title>Author Contributions</title>
<p>ID and VP guided the overall research problem and developed methodology. ID, VP, CB, and MG conceptualized this research. ID, VP, AK, and NK conducted formal analysis and data curation. ID and SK performed the investigation. DBar allocated resources. ID, KK, CB, and MG wrote the original draft. ID and DBab revised and edited the original draft. ID, VP, and AK generated figures. ID and DBar supervised and administrated this project. DBar accomplished the funding acquisition. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S10" sec-type="funding-information">
<title>Funding</title>
<p>Field research in the Laptev Sea was funded through the Bundesministerium f&#x00FC;r Bildung und Forschung projects &#x201C;System Laptev Sea.&#x201D; Funding for this work was provided by the Natural Sciences and Engineering Research Council of Canada (NSERC), Canada Excellence Research Chairs (CERC) program, and Canada Research Chairs (CRC) program. DBab was additionally supported by NSERC and Canadian Meteorological and Oceanographic Society (CMOS) and MG was supported by ArcticNet, a Networks of Centres of Excellence of Canada. KK conducted research within the framework of the state assignment of IO RAS (Theme No. 0128-2021-0007) and was partially supported by the Russian Foundation for Basic Research (Grant No. 19-04-00955) and by the Russian Science Foundation (Grant No. 19-17-00058).</p>
</sec>
<ack><p>The authors thank NASA and ASF for granting access to RADARSAT-1 imagery used in this study. This work is a part of research conducted under the framework of the Arctic Science Partnership (ASP) and ArcticNet. The authors appreciate Ekaterina Abramova from the Lena Delta Nature Reserve for providing data on composition, distribution, and abundance of zooplankton in the Laptev Sea.</p>
</ack>
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