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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1662937</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Interannual variability of nonlinear internal wave characteristics in the Pacific Ocean off the Kamchatka Peninsula and the Northern Kuril Islands</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zimin</surname><given-names>Alexey</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Svergun</surname><given-names>Egor</given-names></name>
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<name><surname>Sofina</surname><given-names>Ekaterina</given-names></name>
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<name><surname>Romanenkov</surname><given-names>Dmitry</given-names></name>
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<contrib contrib-type="author">
<name><surname>Varkentin</surname><given-names>Aleksandr</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<name><surname>Konik</surname><given-names>Aleksandr</given-names></name>
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<name><surname>Atadzhanova</surname><given-names>Oksana</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name><surname>Makhovikov</surname><given-names>Aleksei</given-names></name>
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<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Vinogradova</surname><given-names>Irina</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<aff id="aff1"><label>1</label><institution>Shirshov Institute of Oceanology, Russian Academy of Sciences</institution>, <city>Moscow</city>,&#xa0;<country country="check-value">Russia</country></aff>
<aff id="aff2"><label>2</label><institution>Kamchatka branch of the Federal State Budget Scientific Institution &#x201c;Russian Federal Research Institute of Fisheries and oceanography&#x201d;</institution>, <city>Petropavlovsk&#xad; Kamchatskij</city>,&#xa0;<country country="check-value">Russia</country></aff>
<aff id="aff3"><label>3</label><institution>Saint-Petersburg State University</institution>, <city>Saint Petersburg</city>,&#xa0;<country country="check-value">Russia</country></aff>
<aff id="aff4"><label>4</label><institution>Russian State Hydrometeorological University</institution>, <city>Saint Petersburg</city>,&#xa0;<country country="check-value">Russia</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Alexey Zimin, <email xlink:href="mailto:zimin2@mail.ru">zimin2@mail.ru</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-09-26">
<day>26</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1662937</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zimin, Svergun, Sofina, Romanenkov, Varkentin, Konik, Atadzhanova, Makhovikov and Vinogradova.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zimin, Svergun, Sofina, Romanenkov, Varkentin, Konik, Atadzhanova, Makhovikov and Vinogradova</copyright-holder>
<license>
<ali:license_ref start_date="2025-09-26">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>In the North Pacific Ocean off the Kamchatka Peninsula, nonlinear internal waves (NLIWs) are still studied insufficiently. The purpose of the study was to establish patterns in the distribution of NLIW characteristics and the reasons for their significant variability. The study used Sentinel-1 radar images from 2015 to 2024, along with data from the FESOM-C tidal model, Landsat 8, Sentinel-2, and estimates of Kamchatka walleye pollock population. In total, 3,895 NLIW events were identified, revealing &#x201c;hot spots&#x201d; with high wave activity, mainly east of the Fourth Kuril Strait, on Kamchatka&#x2019;s shelf, and around the Shipunsky Peninsula. NLIW characteristics obtained from satellite observations were supplemented by <italic>in-situ</italic> measurement near the Shipunsky Peninsula. NLIWs peaked in summer and were least active in winter. The maximum occurrence within &#x430; year was linked to the strong subsurface pycnocline, intensified tidal currents, and weak winds. &#x201c;Hot spots&#x201d; coincided with areas of strong diurnal tidal currents, suggesting that topographically trapped diurnal internal tide generates many NLIWs. Results also demonstrate NLIW influence on chlorophyll-a distribution and their potential role in supporting feeding base of juvenile walleye pollock, indicating the importance of internal waves in shaping the local ecosystem.</p>
</abstract>
<kwd-group>
<kwd>internal waves</kwd>
<kwd>Sentinel-1</kwd>
<kwd>ocean tides</kwd>
<kwd>FESOM-C model</kwd>
<kwd>CTD profiling</kwd>
<kwd>chlorophyll-a</kwd>
<kwd>fishery resources</kwd>
<kwd>northern Pacific Ocean</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Russell Sage Foundation</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100000935</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp1">23-17-00174</award-id>
</award-group>
<funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. This research was supported by the Russian Science Foundation, project no. 23-17-00174 (<ext-link ext-link-type="uri" xlink:href="https://rscf.ru/en/project/23-17-00174/">https://rscf.ru/en/project/23-17-00174/</ext-link>).</funding-statement>
</funding-group>
<counts>
<fig-count count="11"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="56"/>
<page-count count="16"/>
<word-count count="8396"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Coastal Ocean Processes</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Nonlinear internal waves (NLIWs) are commonly observed in coastal regions throughout the World Ocean and play a significant role in horizontal and vertical exchange processes in the upper ocean layer (<xref ref-type="bibr" rid="B14">Helfrich and Melville, 2006</xref>; <xref ref-type="bibr" rid="B18">Jones et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Lucas and Pinkel, 2020</xref>). The shelf and steep continental slope adjacent to the Kamchatka Peninsula and the northern Kuril Islands on the Pacific Ocean are no exception. NLIWs in this area have been identified through both satellite observations (<xref ref-type="bibr" rid="B7">Etkin and Srnirnov, 1992</xref>; <xref ref-type="bibr" rid="B23">Lavrova et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B42">Serebryany, 2000</xref>; <xref ref-type="bibr" rid="B17">Jackson, 2004</xref>) and <italic>in situ</italic> measurements (<xref ref-type="bibr" rid="B36">Pao and He, 2002</xref>; <xref ref-type="bibr" rid="B37">Pao and Serebryany, 2005</xref>; <xref ref-type="bibr" rid="B41">Sabinin and Serebryany, 2007</xref>; <xref ref-type="bibr" rid="B49">Svergun and Zimin, 2020</xref>; <xref ref-type="bibr" rid="B48">Svergun et&#xa0;al., 2023</xref>). Previous studies have shown that in this region NLIWs may form as a result of the disintegration of internal diurnal tides (<xref ref-type="bibr" rid="B48">Svergun et&#xa0;al., 2023</xref>). Simulations using a nonlinear two-dimensional (in vertical section) model of inviscid, incompressible stratified flow with climatological data from World Ocean Atlas 2018 (WOA18) and smoothed analytical bathymetry for the Avacha Bay (<xref ref-type="bibr" rid="B43">Shcherbakova et&#xa0;al., 2024</xref>) demonstrate that NLIWs can be generated by the disintegration of internal tidal waves over steep topography, irrespective of the tidal forcing period. However, in the study region NLIW generation can be also influenced by other mesoscale factors. These include the formation of nonstationary internal lee waves arising when critical (in terms of the Froude number) tidal flows interact with bottom inhomogeneities (<xref ref-type="bibr" rid="B16">Itoh et&#xa0;al., 2014</xref>), the interaction of internal wave energy beams with the surface pycnocline (<xref ref-type="bibr" rid="B41">Sabinin and Serebryany, 2007</xref>) and instabilities of large-scale meanders of the Kuril-Kamchatka Current (<xref ref-type="bibr" rid="B23">Lavrova et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B49">Svergun and Zimin, 2020</xref>).</p>
<p>The Kuril-Kamchatka Current are the cold current on shelf and continental slope along of east coast of the Kamchatka Peninsula and the North Kuril Islands and, together with the Oyashio Current and the Alaska Stream, is part of the Western Pacific Subarctic Gyre. Complex bathymetry and variable wind regime are the reason that meanders and eddies consistent features of the Kuril-Kamchatka Current which have a significant impact on the hydrological structure of the region&#x2019;s waters (<xref ref-type="bibr" rid="B2">Andreev and Pipko, 2022</xref>; <xref ref-type="bibr" rid="B56">Zimin et&#xa0;al., 2024</xref>). With the exception of shallow waters, the vertical stratification of waters belongs to the Pacific type of subarctic structure. This structure consists of three layers: seasonal surface layer, cold subsurface layer and warm intermediate layer. In summer, the temperature reaches 10&#x2013;12&#xb0;C with a salinity of about 33 psu in the heated surface layer of 10&#x2013;30 m thick. Under it to a depth of 200&#x2013;300 m there is a cold subsurface layer with a core of minimum temperature of 0&#x2013;2&#xb0;C and a smooth change in salinity to 33.5 psu. Below, the temperature and salinity increase rapidly reaching stable values of about 4 &#xb0;C and 34.5 psu at depths of 400&#x2013;500 m throughout the year. During the cold season, the surface layer disappears due to cooling, especially in the shelf zone where already in December the water temperature becomes homogeneous from the surface to the bottom. In winter, a uniform cold layer is formed, the temperature of which can reach negative values. The stability of the water column in the upper layers is ensured mainly by salinity. In shallow areas of the shelf and in the Kuril Straits, intense tidal currents can form vertically mixed stationary zones during all seasons (<xref ref-type="bibr" rid="B44">Shevchenko et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B20">Konik et&#xa0;al., 2024</xref>).</p>
<p>An analysis of satellite remote sensing data for the year 2019 by <xref ref-type="bibr" rid="B49">Svergun and Zimin (2020)</xref> showed that signatures of NLIWs were most frequently observed across all seasons in the following areas: east of the Fourth Kuril Strait, near Cape Lopatka, over the southeastern shelf of the Kamchatka Peninsula, around the Shipunsky Peninsula, and in the southern part of the Kronotsky Bay (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). According to the terminology used by <xref ref-type="bibr" rid="B41">Sabinin and Serebryany (2007)</xref>, these regions can be classified as &#x201c;hot spots&#x201d; in the internal wave field. However, the total number of detected NLIWs in the study area varied significantly throughout 2019 with the lowest number of surface manifestations recorded between January and March and the highest between July and September. A subsequent study of Sentinel-1 radar imagery for August during the period 2017-2021revealed substantial interannual variability in the number of observed NLIW manifestations in the region (<xref ref-type="bibr" rid="B48">Svergun et&#xa0;al., 2023</xref>). This raises questions about the reliability of earlier assessments regarding the stationarity of internal wave &#x201c;hot spots&#x201d; and the robustness of NLIW characteristics inferred from single-year datasets. The availability of multi-year Sentinel-1 SAR images archives now provides an opportunity to derive more robust estimates of the spatial and temporal occurrence of NLIWs and their properties, as well as to investigate the underlying causes of their variability.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Study region. <bold>(a)</bold> Coverage of SAR images for all years from 2015 to 2024; the black dot marks the location of the <italic>in situ</italic> measurement site. The black contour indicates the 200 m isobath. <bold>(b)</bold> Schematic of the general circulation in the studied region. The dashed rectangle indicates the area shown in panel <bold>(a)</bold>. 1 &#x2013; Sakhalin Island, 2 &#x2013; Hokkaido Island, 3 &#x2013; Sea of Okhotsk, 4 &#x2013; Kamchatka Peninsula, 5 &#x2013; Alaska Stream, 6 &#x2013; Kuril-Kamchatka Current, 7 &#x2013; Oyashio Current. <bold>(c)</bold> Surface manifestation of NLIWs on SAR image and wave parameters; Cr &#x2013; length of the leading crest, &#x3bb; &#x2013; wavelength, &#x3c6; &#x2013; propagation direction, n &#x2013; number of waves in the packet, A1-A2 &#x2013; cross-section. <bold>(d)</bold> Schematic illustration of &#x441;ross-section of radar signal intensity across the NLIWs manifestation shown in panel <bold>(c)</bold>. The thick black line represents the averaged signal intensity, while the gray area indicates the variability range along the entire extent of the NLIWs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g001.tif">
<alt-text content-type="machine-generated">(a) Map of the Kamchatka Peninsula and Northern Kuril Islands showing regions with varying colors representing the number of SAR scenes, ranging from 0 to 1000. Inset (b) illustrates the general circulation of study region by arrows. Inset (c) illustrates example of nonlinear internal wave (NLIW) manifestation on satellite imagery. Inset (d) depicts a graph with amplitude of satellite signal variations over distance, indicating A1 and A2 on inset (c). Key locations labeled include Kronotsky Bay, Avacha Bay, Shipunskiy Peninsula, Lopatka Cape, and Paramushir Island.</alt-text>
</graphic>
</fig>
<p>The study by <xref ref-type="bibr" rid="B48">Svergun et&#xa0;al. (2023)</xref> notes that areas of frequent NLIW occurrence (&#x201c;hot spots&#x201d;) on the eastern Kamchatka shelf and in the Kronotsky Bay coincide with the spawning grounds and early development areas of the eastern Kamchatka population of walleye pollock (Gadus chalcogrammus, Pallas, 1814), as reported by <xref ref-type="bibr" rid="B4">Buslov (2008)</xref>. In a synthesis of recent data on key spawning regions and the state of the spawning stock of Eastern Kamchatka pollock based on long-term observations, the study by <xref ref-type="bibr" rid="B51">Varkentin and Saushkina (2022)</xref> highlights that the depth of peak spawning activity in submarine canyons varies. Furthermore, results from a targeted field experiment conducted in the canyons of the Avacha Bay (<xref ref-type="bibr" rid="B20">Konik et&#xa0;al., 2024</xref>) demonstrated a consistent relationship between changes in the vertical distribution of pollock eggs and diurnal and semidiurnal thermocline oscillations. These findings support the hypothesis that variability in hydrological conditions associated with internal wave activity may influence pollock egg distribution in this region.</p>
<p>Previous studies have reported that internal waves can redistribute concentrations of biogenic material and plankton (<xref ref-type="bibr" rid="B53">V&#xe1;zquez et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B45">Shroyer et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B33">Navrotsky et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B32">Muacho et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B34">Nishino et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Villama&#xf1;a et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Reid et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Garwood et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B25">Ma et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B13">Guan et&#xa0;al., 2023</xref>), ultimately affecting the distribution and survival of commercially important marine organisms (<xref ref-type="bibr" rid="B8">Ezer et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B6">Embling et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B12">Greer et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B3">Bondur et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">McBride et&#xa0;al., 2024</xref>). This suggests that information on the interannual variability of NLIW may be of considerable relevance for fisheries management in this region. To date, no studies have investigated the interannual variability of NLIW across different seasons with a focus on their biological impacts in the study area.</p>
<p>The objective of this study is to obtain statistically robust estimates of intra-annual and seasonal variability in nonlinear internal waves characteristics in the Pacific waters adjacent to the Kuril-Kamchatka region and to identify the underlying drivers of this variability. The analysis will be based on the processing of available radar imagery from 2015 to 2024, supported by outputs from a regional tidal model and <italic>in situ</italic> data. The discussion section of the paper will explore the relationship between NLIW manifestations, chlorophyll-a concentration, and the recruitment of the eastern Kamchatka walleye pollock (Gadus chalcogrammus) population.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Satellite observations</title>
<p>NLIWs signatures were identified in synthetic aperture radar images (SAR images) acquired by the Sentinel-1A and Sentinel-1B satellites, operating in the C-band, using Interferometric Wide swath mode with spatial resolution of 20 m and swath width of 250 km. The satellite images were downloaded from the Alaska Satellite Facility. A total of 3491 SAR images were available for the period from January 2015 to December 2024. The spatial distribution of SAR image coverage across the study area is shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>.</p>
<p>As shown in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1a</bold></xref>, the highest satellite data availability (over 700 SAR images over 10 years) is observed in the area of the Fourth Kuril Strait, the southeastern shelf of the Kamchatka Peninsula, and the northern part of the Kronotsky Bay. The continental shelf and upper continental slope are covered by 300 to 400 SAR scenes in ten years, while the open-ocean region beyond the shelf is covered by fewer than 200 scenes in ten years.</p>
<p>The SAR images were processed using the Sentinel Application Platform (SNAP) software developed by the European Space Agency, which is freely distributed under the GNU General Public License v3 (<ext-link ext-link-type="uri" xlink:href="https://step.esa.int/main/download">https://step.esa.int/main/download</ext-link>).</p>
<p>Surface manifestations of NLIWs are identified in SAR imagery as quasi-parallel, alternating bright (rough surface) and dark (smoothed surface) arc-shaped bands which are grouped into wave packets (<xref ref-type="bibr" rid="B39">Robinson, 2010</xref>). The visibility of NLIW surface signatures in radar imagery is due to the modulation of gravity-capillary waves by the divergent and convergent components of surface currents induced by internal waves (<xref ref-type="bibr" rid="B1">Alpers, 1985</xref>). In this study, NLIW manifestations were visually detected in SAR images, and further analysis of their properties followed the methodology described by <xref ref-type="bibr" rid="B22">Kozlov et&#xa0;al. (2022)</xref>. A visual search for signatures resembling the shapes in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1c</bold></xref> was conducted on the SAR images. Using the built-in tools of SNAP software, a curve matching the shape of the leading crest of the manifestation was constructed as well as a cross-section of the radar signal intensity (Line A1&#x2013;A2) along the entire extent of the NLIW manifestation (<xref ref-type="fig" rid="f1"><bold>Figures&#xa0;1C, D</bold></xref>). For each identified feature the following parameters were determined: coordinates of the leading crest, number of waves in the packet (n), length of the leading crest (Cr), mean wavelength (&#x3bb;), and propagation direction (&#x3c6;). The number of waves per packet was visually counted as the number of visible arc-shaped bands or as the number of peaks in the radar signal intensity cross-section. The mean wavelength was calculated along A1&#x2013;A2 by averaging the distances between adjacent bands within wave packet. The direction of propagation was determined along the normal to arc-shaped curve in middle of leading crest (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1c</bold></xref>). All derived NLIW characteristics were compiled into a unified database.</p>
<p>To identify &#x201c;hot spots&#x201d; in the field of NLIW manifestations &#x2014; areas where NLIWs are most frequently observed, following <xref ref-type="bibr" rid="B41">Sabinin and Serebryany (2007)</xref> &#x2014; an occurrence frequency was computed as the ratio of the number of NLIW events to the number of SAR images within grid cells of 0.2&#xb0; latitude &#xd7; 0.24&#xb0; longitude. &#x201c;Hot spots&#x201d; were defined as areas where NLIW occurrence exceeded the background level (0.05) by at least a factor of two. This level was chosen as the long-term average occurrence frequency of NLIWs throughout the entire study region.</p>
<p>To estimate NLIW phase speeds, pairs of optical images taken within the same season (spring&#x2013;summer) by OLI/TIRS sensors onboard Landsat-8 and MSI sensors onboard Sentinel-2 (levels L1 and L2, with spatial resolutions of 30 and 10 m, respectively) were analyzed, provided that the time difference between image acquisitions did not exceed 30 minutes. On these images visually similar NLIW manifestations&#x2014;matching in shape and location&#x2014;were identified, and the displacement of their leading crests was measured. The NLIW phase speed <inline-formula>
<mml:math display="inline" id="im1"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> was then computed as the ratio of crest displacement to the time interval between image acquisitions. Propagation direction was defined as the direction of crest displacement. These satellite-based velocity estimates were compared to theoretical values derived from the dispersion relation for a two-layer stratification (<xref ref-type="bibr" rid="B21">Konyaev and Sabinin, 1992</xref>; <xref ref-type="bibr" rid="B22">Kozlov et&#xa0;al., 2022</xref>). In this case, the phase speed of the NLIW is defined as: <inline-formula>
<mml:math display="inline" id="im2"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mi>g</mml:mi><mml:mfrac><mml:mrow><mml:mtext>&#x394;</mml:mtext><mml:mi>&#x3c1;</mml:mi></mml:mrow><mml:mi>&#x3c1;</mml:mi></mml:mfrac><mml:mfrac><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>H</mml:mi><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>H</mml:mi></mml:mfrac></mml:mrow></mml:msqrt></mml:mrow></mml:math></inline-formula>, where <inline-formula>
<mml:math display="inline" id="im3"><mml:mi>g</mml:mi></mml:math></inline-formula> is acceleration due to gravity, <inline-formula>
<mml:math display="inline" id="im4"><mml:mrow><mml:mtext>&#x394;</mml:mtext><mml:mi>&#x3c1;</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula>
<mml:math display="inline" id="im5"><mml:mrow><mml:mi>&#x3c1;</mml:mi><mml:mo>=</mml:mo><mml:mn>0.5</mml:mn><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>,</mml:mo><mml:mtext>&#xa0;&#xa0;</mml:mtext><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mtext>&#xa0;and</mml:mtext></mml:mrow></mml:math></inline-formula><inline-formula>
<mml:math display="inline" id="im6"><mml:mrow><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are the density of the upper and lower layers, correspondently, <inline-formula>
<mml:math display="inline" id="im7"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is the thickness of the upper layer, <inline-formula>
<mml:math display="inline" id="im8"><mml:mrow><mml:mi>H</mml:mi><mml:mtext>&#xa0;</mml:mtext></mml:mrow></mml:math></inline-formula> is full depth. Stratification parameters were found from <italic>in situ</italic> vertical profiles of sea temperature and salinity which were available and close to place and date of the detected NLIW packages.</p>
<p>To illustrate the role of tidal forcing in the generation of NLIWs, examples of SAR images containing two consecutive NLIW packets propagating in the same directions were selected. The distance between these NLIW packets was interpreted also as the wavelength of the internal tide which generates them. The time interval between the generations of the packets was calculated as ratio of this distance to internal wave speed <inline-formula>
<mml:math display="inline" id="im9"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and then was compared with period of the dominant diurnal tidal harmonic (K1) of 23.93 hours.</p>
<p>To assess the potential influence of NLIW propagation on the redistribution of chlorophyll-a, optical imagery from the MSI sensor onboard Sentinel-2 (L1, 10-m resolution) was used for the period from April to August in 2018 and 2024. For 2018, 26 cloud-free images (cloud cover&lt;30%) were available; for 2024, 17 such images were analyzed. On these images structures resembling NLIW manifestations&#x2014;displaying alternating bright and dark bands in the blue and green channels&#x2014;were visually identified. Fragments containing such features were processed using the C2RCC algorithm [<ext-link ext-link-type="uri" xlink:href="https://c2rcc.org/">https://c2rcc.org/</ext-link>] to retrieve chlorophyll-a concentration. To jointly assess the interannual variability of chlorophyll-a and the number of wave packets in the identified NLIWs &#x201c;hot spots&#x201d;, MODIS chlorophyll-a data (4 km resolution) were averaged over 1&#xb0; boxes centered on the &#x201c;hot spot&#x201d; locations using the GIOVANNI online tool [<ext-link ext-link-type="uri" xlink:href="https://giovanni.gsfc.nasa.gov/giovanni/">https://giovanni.gsfc.nasa.gov/giovanni/</ext-link>].</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Tidal model data</title>
<p>Total tidal currents were derived from a regional simulation of barotropic tidal dynamics off the southeastern coast of the Kamchatka Peninsula using the finite-volume model FESOM-C (<xref ref-type="bibr" rid="B40">Romanenkov et&#xa0;al., 2023</xref>). The regional model was implemented on an unstructured triangular mesh with spatial resolution adapted to local bathymetry. Barotropic tidal velocities were estimated for the entire study period and included the following tidal constituents: M2, S2, N2, K2, K1, O1, P1, and Q1. The use of a regional tidal model provides a more accurate representation of tidal currents compared to global tidal models. Notably, the tidal regime in the study area is classified as mixed with a dominance of diurnal constituents over semidiurnal ones.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Reanalysis data</title>
<p>Daily and monthly mean fields of seawater temperature and salinity from January 2015 to December 2024, obtained from the Copernicus Global Ocean Physics Reanalysis product (CMEMS GLORYS12v1 GLOBAL_MULTIYEAR_PHY_001_030) (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.48670/moi-00021">https://doi.org/10.48670/moi-00021</ext-link>), were used to calculate buoyancy frequency and density gradient.</p>
<p>Additional parameters derived from this dataset included mixed layer thickness, which was used to analyze factors influencing the interannual and intraannual variability of NLIW manifestations. As an additional forcing factor, hourly wind speed data were used during period 2015&#x2013;2024 from the WIND_GLO_PHY_L4_MY_012_004 reanalysis product (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.48670/moi-00185">https://doi.org/10.48670/moi-00185</ext-link>) and then were averaged to monthly values.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title><italic>In Situ</italic> measurements</title>
<p>To support the analysis of NLIW characteristics inferred from SAR imagery, <italic>in situ</italic> observations were conducted in August 2024 in the Avacha Bay (see marker in <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Measurements were performed from a drifting vessel over the shelf at depths ranging from 150 to 200 m using a CTD48M probe (Germany). The vessel&#x2019;s drift speed throughout the survey did not exceed 0.05 m/s, as determined via a Garmin Ertex 21 GPS receiver. The CTD probe was deployed and recovered using a winch at an average vertical speed of 1 m/s, scanning the upper 50&#x2013;55 m of the water column. The total duration of the intensive CTD profiling time series was approximately 6 hours. Vertical temperature profiles were linearly interpolated in depth while preserving the temporal resolution, allowing reconstruction of isotherm displacements. Based on the fluctuations of the isotherm associated with the pycnocline core, individual NLIWs were identified and their key properties&#x2014;wave height and period&#x2014;were determined. According to <xref ref-type="bibr" rid="B22">Kozlov et&#xa0;al. (2022)</xref>, wave height was defined as the mean of the amplitudes of the leading and trailing slopes, and the wave period was computed as the time interval between successive isotherm deflection maxima. The resulting wave periods and phase speeds were used to estimate characteristic wavelengths via the dispersion relation for two-layer stratification. These estimates were then compared with parameters of NLIWs observed in satellite images.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Juvenile Walleye pollock abundance data</title>
<p>In the discussion of how NLIWs may influence chlorophyll-a variability&#x2014;and thus the food availability for juvenile fish&#x2014;estimates of the abundance of 2-year-old Eastern Kamchatka walleye pollock cohorts (2017&#x2013;2024 years classes) were used, as presented by <xref ref-type="bibr" rid="B52">Varkentin et&#xa0;al. (2024)</xref>. These estimates were obtained using a cohort state-space model combined with an unscented Kalman smoother (<xref ref-type="bibr" rid="B15">Ilin, 2022</xref>). In addition to standard inputs such as the age&#x2013;year catch matrix, mean body weight, and proportion of mature individuals, the model was calibrated using standardized indices of catch per unit effort, spawning stock biomass, and egg production in the main spawning area located in the deep-water canyons of the Avacha Bay.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>NLIW manifestations from multi-year satellite data</title>
<p>During the analysis of SAR images, 3895 manifestations of NLIW packets were identified. The number of waves within a packet reached up to 45, while the length of the leading wave crest varied between 2 and 174 km. Most frequently, wave groups consisted of 8 to 14 waves with wavelengths within the packet ranging from 290 to 480 m and leading crest lengths from 22 to 51 km. The average packet comprised 10 waves with an approximate wavelength of 350 m and a leading crest width of about 29 km. The spatial distribution of the leading crests of NLIW packets is shown in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2a</bold></xref>, and the occurrence frequency is presented in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2b</bold></xref>. NLIW manifestations were observed almost ubiquitously over the shelf and continental slope. In areas with depths exceeding 2000 m, wave&#x2019;s groups were predominantly recorded in the Avacha Bay and south of it. The maximum NLIW occurrence frequency (approximately on every seventh image) was found in the Kronotsky Bay region, near Cape Shipunsky, and south of the Fourth Kuril Strait. In these areas the occurrence frequency exceeds the background level by at least a factor of four, allowing these zones to be classified as &#x201c;hot spots&#x201d; for NLIW manifestations. These &#x201c;hot spots&#x201d; are detected near the northern Kuril Islands, on the southeastern shelf of the Kamchatka Peninsula, in the Kronotsky Bay, and near Cape Shipunsky.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Spatial distribution over the entire period from 2015 to 2024: <bold>(a)</bold> Locations of leading crests of NLIW manifestations (red curves); <bold>(b)</bold> Frequency of NLIW occurrence. The black rectangle in panel <bold>(b)</bold> indicates the &#x201c;hot spot&#x201d; area near Cape Shipunsky, and the black circle marks the location where interannual variability of hydrometeorological factors was analyzed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g002.tif">
<alt-text content-type="machine-generated">Maps of Nonlinear Internal Wave manifestations locations and characteristics. Panel a) shows ocean depth with colors transitioning from grey (shallow) to blue (deep), marked by red lines represents leading crests of NLIW manifestations. Panel b) depicts the frequency of NLIW manifestations occurrences using a color gradient from yellow (low frequency) to purple (high frequency).</alt-text>
</graphic>
</fig>
<p>Data on the interannual variability of detected NLIW manifestations are summarized in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. It should be noted that the distribution of available SAR images across years is uneven: approximately 200 images per year were processed for the study area in 2015&#x2013;2016, whereas more than 450 images per year were available in 2019&#x2013;2021. The data show that when the number of available images is low, there is a correlation between data volume and the number of detected wave manifestations. However, once a certain data threshold is reached (over 300 images), this dependence disappears, indicating that such data volume is sufficient for a representative assessment of wave activity for a given year. On average, in years with adequate coverage of SAR images, about 420 NLIW packet manifestations are recorded in the study area annually. The highest ratio of waves per image was observed in 2024 and the lowest in 2020. Despite pronounced interannual fluctuations, there is an overall increasing trend in the number of recorded wave manifestations over the study period.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Annual statistics of NLIW characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Year</th>
<th valign="middle" align="center">Number of SAR images, pcs</th>
<th valign="middle" align="center">Number of wave packets, pcs</th>
<th valign="middle" align="center">Avg. number of waves per packet (n), pcs</th>
<th valign="middle" align="center">Avg. wavelength (&#x3bb;), m</th>
<th valign="middle" align="center">Avg. length of leading crest (cr), km</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">2015</td>
<td valign="middle" align="center">182</td>
<td valign="middle" align="center">226</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">351</td>
<td valign="middle" align="center">44</td>
</tr>
<tr>
<td valign="middle" align="center">2016</td>
<td valign="middle" align="center">194</td>
<td valign="middle" align="center">315</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">332</td>
<td valign="middle" align="center">45</td>
</tr>
<tr>
<td valign="middle" align="center">2017</td>
<td valign="middle" align="center">368</td>
<td valign="middle" align="center">397</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">322</td>
<td valign="middle" align="center">27</td>
</tr>
<tr>
<td valign="middle" align="center">2018</td>
<td valign="middle" align="center">398</td>
<td valign="middle" align="center">418</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">335</td>
<td valign="middle" align="center">24</td>
</tr>
<tr>
<td valign="middle" align="center">2019</td>
<td valign="middle" align="center">445</td>
<td valign="middle" align="center">439</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">433</td>
<td valign="middle" align="center">20</td>
</tr>
<tr>
<td valign="middle" align="center">2020</td>
<td valign="middle" align="center">466</td>
<td valign="middle" align="center">347</td>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">362</td>
<td valign="middle" align="center">35</td>
</tr>
<tr>
<td valign="middle" align="center">2021</td>
<td valign="middle" align="center">452</td>
<td valign="middle" align="center">459</td>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">397</td>
<td valign="middle" align="center">32</td>
</tr>
<tr>
<td valign="middle" align="center">2022</td>
<td valign="middle" align="center">321</td>
<td valign="middle" align="center">431</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">282</td>
<td valign="middle" align="center">27</td>
</tr>
<tr>
<td valign="middle" align="center">2023</td>
<td valign="middle" align="center">327</td>
<td valign="middle" align="center">310</td>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">345</td>
<td valign="middle" align="center">35</td>
</tr>
<tr>
<td valign="middle" align="center">2024</td>
<td valign="middle" align="center">338</td>
<td valign="middle" align="center">553</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">373</td>
<td valign="middle" align="center">19</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The average number of waves per packet and the length of the leading crests did not exhibit a consistent multi-year trend and showed no pronounced interannual variability (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Annually both individual wave manifestations (solitons) and large packets containing 35&#x2013;45 waves (4&#x2013;5 times greater than the average) were observed. The individual wavelengths varied widely, ranging from 70 to 1500 m. The length of the leading crests of NLIW packets ranged from 2 to 170 km. The mean values of this parameter during the first two years of the study period were 1.5&#x2013;2 times higher than those in the subsequent eight years, which is likely due to the limited availability of satellite data in the initial years. In years with good SAR data coverage the average crest length was approximately 27 km.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Seasonal and monthly variability of NLIWs</title>
<p>The seasonal variability of internal wave manifestations can be inferred from <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>. The SAR data coverage for each season is substantial with more than 800 images available for the winter and spring seasons and over 900 images for summer and autumn.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Spatial distribution of NLIW occurrence frequency by multi-year seasonal averages: <bold>(A)</bold> winter, <bold>(B)</bold> spring, <bold>(C)</bold> summer, <bold>(D)</bold> autumn. NSAR &#x2013; number of SAR images, NSIWs &#x2013; number of SAR internal wave manifestations, N &#x2013; average number of waves in a packet, &#x3bb; &#x2013; average wavelength, Cr &#x2013; average length of the leading crest.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g003.tif">
<alt-text content-type="machine-generated">Four-panel map showing occurrence frequency of Nonlinear Internal Wave manifestations in the North Pacific Ocean in different seasons of year. Panels A to D display varying data, illustrated by color gradients from yellow to dark purple, representing frequency from zero to 0.3. Each panel provides specific values: NSAR, number of manifestations, N, wavelength (\(\lambda\)), and crest range (\(Cr\)). Panel A: NSAR 836, No. man. 63, N 15, \(\lambda\) 429 m, Cr 43 km. Panel B: NSAR 890, No. man. 212, N 8, \(\lambda\) 333 m, Cr 25 km. Panel C: NSAR 862, No. man. 2243, N 9, \(\lambda\) 378 m,Cr 27 km. Panel D: NSAR 903, No. man. 1377, N 13, \(\lambda\) 313 m, Cr 32 km.</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref> shows that the winter period is characterized by low NLIW occurrence (less than 0.025) across the study region. Isolated, scattered manifestations are primarily recorded along the shelf break and near the continental slope. Overall, the number of waves detected during winter is several times lower than in other seasons. However, the wave packets tend to be more pronounced with the leading crest length averaging over 40 km. These packets also contain a larger number of waves with individual wavelengths exceeding 400 m compared to other seasons.</p>
<p>In the spring period (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3B</bold></xref>) the number of detected waves increases by a factor of 3.5 compared to winter, though their geometric dimensions are significantly smaller. The highest occurrence frequencies (0.03&#x2013;0.04) are observed in the Kronotsky Bay, near the Cape Shipunsky, and in specific areas of the shelf and continental slope off the southeastern Kamchatka Peninsula. In the rest of the region occurrence frequencies remain below 0.025.</p>
<p>During summer (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref>) the number of waves recorded increases by an order of magnitude compared to spring, while the geometric characteristics of the packets remain similar to those in the preceding season. The highest frequencies (exceeding 0.25) are found in the Kronotsky Bay, near the Cape Shipunsky, on the southeastern Kamchatka shelf, and near the Fourth Kuril Strait.</p>
<p>In autumn (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3D</bold></xref>) the number of detected waves decreases by half relative to summer. However, packets with larger crest lengths and higher numbers of waves are registered. The maximum occurrence frequency (above 0.12) is observed near the northern Kuril Islands, along the southeastern Kamchatka coast, and near the Cape Shipunsky, where the absolute peak in occurrence is recorded.</p>
<p>Thus, <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref> reveals significant seasonal variability in both the frequency and spatial distribution of areas with elevated NLIW occurrences within the study region.</p>
<p><xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref> presents the intra-annual variability of NLIW occurrences by month. The distribution of SAR images throughout the year is fairly uniform; however, the number of detected waves varies substantially: the minimum values are observed in February, while the maximum (up to 70 times higher) occur in August. Overall, the lowest monthly wave counts (fewer than 21) are recorded from January to March, and the highest&#x2014;in July and August (over 820). Meanwhile, other wave parameters show less pronounced fluctuations and generally follow the seasonal pattern described above.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Average characteristics of NLIW occurrences by month.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Month</th>
<th valign="middle" align="center">Number of SAR images, pcs</th>
<th valign="middle" align="center">Number of wave packets, pcs</th>
<th valign="middle" align="center">Avg. number of waves per packet (n), pcs</th>
<th valign="middle" align="center">Avg. wavelength (&#x3bb;), m</th>
<th valign="middle" align="center">Avg. length of leading crest (Cr), km</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">January</td>
<td valign="middle" align="center">259</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">455</td>
<td valign="middle" align="center">51</td>
</tr>
<tr>
<td valign="middle" align="center">February</td>
<td valign="middle" align="center">272</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">479</td>
<td valign="middle" align="center">40</td>
</tr>
<tr>
<td valign="middle" align="center">March</td>
<td valign="middle" align="center">309</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">381</td>
<td valign="middle" align="center">33</td>
</tr>
<tr>
<td valign="middle" align="center">April</td>
<td valign="middle" align="center">297</td>
<td valign="middle" align="center">69</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">338</td>
<td valign="middle" align="center">27</td>
</tr>
<tr>
<td valign="middle" align="center">May</td>
<td valign="middle" align="center">284</td>
<td valign="middle" align="center">122</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">321</td>
<td valign="middle" align="center">22</td>
</tr>
<tr>
<td valign="middle" align="center">June</td>
<td valign="middle" align="center">276</td>
<td valign="middle" align="center">385</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">367</td>
<td valign="middle" align="center">28</td>
</tr>
<tr>
<td valign="middle" align="center">July</td>
<td valign="middle" align="center">286</td>
<td valign="middle" align="center">866</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">303</td>
<td valign="middle" align="center">30</td>
</tr>
<tr>
<td valign="middle" align="center">August</td>
<td valign="middle" align="center">300</td>
<td valign="middle" align="center">992</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">447</td>
<td valign="middle" align="center">24</td>
</tr>
<tr>
<td valign="middle" align="center">September</td>
<td valign="middle" align="center">300</td>
<td valign="middle" align="center">824</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">324</td>
<td valign="middle" align="center">30</td>
</tr>
<tr>
<td valign="middle" align="center">October</td>
<td valign="middle" align="center">296</td>
<td valign="middle" align="center">453</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">289</td>
<td valign="middle" align="center">35</td>
</tr>
<tr>
<td valign="middle" align="center">November</td>
<td valign="middle" align="center">307</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">336</td>
<td valign="middle" align="center">32</td>
</tr>
<tr>
<td valign="middle" align="center">December</td>
<td valign="middle" align="center">305</td>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">387</td>
<td valign="middle" align="center">39</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Causes of interannual and seasonal variability of NLIWs</title>
<p>In our previous studies (<xref ref-type="bibr" rid="B48">Svergun et&#xa0;al., 2023</xref>, <xref ref-type="bibr" rid="B50">2024</xref>), we examined the relationship between high NLIW occurrence in certain years and months and factors that could explain the spatial distribution features of NLIWs. &#x201c;Hot spots&#x201d; were identified where more than 50% of all recorded NLIW manifestations were observed. Parameters such as tidal body force (TBF), topographic criticality, and internal Froude number were evaluated, demonstrating the importance of tidal forcing in explaining the causes and features of NLIWs in the region. The results obtained in the present study do not contradict this idea but rather complement it. The stability of these &#x201c;hot spot&#x201d; areas both seasonally and interannually supports the hypothesis of their tidal origin.</p>
<p>In the present work we expand our understanding of the variability features of NLIW manifestations for the area best covered by different observational data, which is close to the &#x201c;hot spot&#x201d; near Cape Shipunsky (marked by a black rectangle in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2b</bold></xref>). A joint analysis was conducted of NLIW variability together with the following factors: (1) upper layer stratification parameters, (2) surface wind speed, and (3) velocities of total tidal currents.</p>
<p><xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref> shows the curves of mean values of the above characteristics averaged over 10 years for each month in the &#x201c;hot spot&#x201d; near Cape Shipunsky. The shaded corridor indicates the minimum and maximum values of each characteristic per month. Although, as previously noted by <xref ref-type="bibr" rid="B50">Svergun et&#xa0;al. (2024)</xref>, the masking influence of wind on the number of NLIW manifestations can be significant, the main factors controlling their variability are a combination of favorable hydrological conditions and the strength of tidal forcing. A high multi-year mean occurrence frequency of NLIW manifestations, corresponding to the upper quartile and equal to 1.86, is observed from June to September. This is associated with a multi-year mean density gradient ranging from 0.06 to 0.11 kg/m<sup>4</sup>, surface mixed layer depth of approximately 10 meters, wind speed between 4 and 8 m/s, and tidal current velocity from 0.22 to 0.26 m/s.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Seasonal variability based on multi-year monthly averages for the &#x201c;hot spot&#x201d; near Cape Shipunsky: <bold>(A)</bold> occurrence frequency of NLIW manifestations; <bold>(B)</bold> magnitude of maximum vertical density gradient; <bold>(C)</bold> mixed layer thickness; <bold>(D)</bold> surface wind speed; <bold>(E)</bold> maximum total tidal current velocity from the FESOM-C model. The horizontal dashed line in panel <bold>(A)</bold> indicates the upper quartile of the multi-year mean occurrence frequency of NLIW manifestations. The gray rectangle in panels <bold>(B&#x2013;E)</bold> marks the range of variability of hydrometeorological characteristics corresponding to a high occurrence frequency of NLIW manifestations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g004.tif">
<alt-text content-type="machine-generated">Graph showing monthly trends in various oceanographic parameters. Panel A depicts the occurrence frequency of Nonlinear Internal Wave manifestations, peaking in august. Panel B shows the mixed layer depth with decrease in summer months. Panel C displays max density gradient with highest one in summer. Panel D illustrates wind speed with a summer drop, while Panel E shows max tidal speed, which highest in December-January and August. Each panel has a different colored line and shaded area indicating variability during ten years. Time is represented on the x-axis as months of the year.</alt-text>
</graphic>
</fig>
<p>Thus, maximum probabilities of NLIW occurrences (defined as the ratio of detected NLIW events to the number of SAR images) occur during the warm months from June to September. During these months we also observe the sharpest pycnocline, minimum thickness of the upper mixed layer, and wind speeds generally below the threshold, above which NLIW detection by SAR dramatically decreases. Additionally, the highest tidal current speeds are observed, whose semiannual modulation in this region is primarily explained by the combination of K1 and P1 tidal harmonics (<xref ref-type="bibr" rid="B48">Svergun et&#xa0;al., 2023</xref>).</p>
<p>The pattern of interannual variability and the range of seasonal variability of NLIW manifestations closely coincide with the change in the maximum of density gradient. It is important that this maximum occurs in the pycnocline at the lower boundary of the upper mixed layer formed due to summer heating. Weak density gradient due to autumn-winter convection corresponds with the reduction in the number of surface NLIW manifestations even with high tidal current velocities. Thus, it can be concluded that only a combination of hydrological conditions such as strong subsurface pycnocline, intensified tidal currents and weak winds is linked to the maximum of NLIW occurrences.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Characteristics of NLIWs from <italic>in situ</italic> observations</title>
<p>As shown in the previous section, the area near Cape Shipunsky is characterized by high NLIW activity based on SAR data. To verify the correspondence between the characteristics of the detected NLIWs and fluctuations of the near-surface pycnocline (thermocline), results from intensive CTD profiling were used (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). The temperature records in the 5 to 50 m layer show short-period oscillations with maximum amplitudes observed in the 10 to 20 m layer, where CTD profiling revealed a pronounced seasonal pycnocline with a density gradient of 0.08 kg/m<sup>4</sup> coinciding with the thermocline.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Temperature fluctuation record near Cape Shipunsky based on high-frequency CTD-48M profiler scans. The thick black line indicates the isotherm (2.5&#xb0;C) corresponding to the lower bound of the pycnocline, which was used for calculating the amplitudes and periods of the NLIWs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g005.tif">
<alt-text content-type="machine-generated">Contour plot depicting temperature variations over time and depth in meters on August 4, 2024. The color gradient ranges from blue at lower temperatures to yellow at higher temperatures, indicating stratification and temperature fluctuations associated with Nonlinear Internal Waves throughout the morning from 5:00 to 11:00.</alt-text>
</graphic>
</fig>
<p>The amplitudes of NLIWs recorded by <italic>in situ</italic> methods ranged from 0.5 to 3.5 m with an average amplitude of 1.5 m. The NLIW period varied from 6 to 20 minutes. The phase speed <inline-formula>
<mml:math display="inline" id="im10"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math></inline-formula> was about 0.4 m/s estimated from CTD data (see Section 2.1). Accordingly, the wavelengths as the product of the phase speed and periods ranged from 140 to 480 m and this is consistent with the wavelength range observed in satellite images.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Peculiarities of NLIW generation</title>
<p>To verify the validity of the two-layer model dispersion relation for estimating the phase speed of NLIWs, an analysis was performed on the propagation speed of surface manifestations of NLIWs using sequential satellite images. <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref> shows the positions of wave fronts superimposed on a bathymetric map along with their propagation directions and the vertical density distribution from <italic>in situ</italic> data. The phase speed.estimates obtained from tracking the displacement of successive NLIW manifestations closely agrees with one derived from the dispersion relation for two-layer stratification (0.17 m/s from the two-layer dispersion relation versus 0.18 m/s calculated as the ratio of the distance between NLIW manifestations on two consecutive images to the time interval between them). This confirms the adequacy of applying the two-layer approximation in this place. It is noteworthy that based on tidal model data and the observed propagation directions of NLIWs, their formation is likely caused by the interaction of tidal currents with the shelf break. To further test this hypothesis, another example is considered.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Analysis of NLIWs propagation characteristics based on sequential satellite images: <bold>(a)</bold> Fragment of the MSI Sentinel-2 green channel image from 25.04.2018 00:26 UTC showing the positions of leading wave crests of NLIW manifestations (solid lines &#x2013; from MSI Sentinel-2 at 25.04.2018 00:26, dashed lines &#x2013; from OLI/TIRS Landsat-8 at 25.04.2018 00:16). <inline-formula>
<mml:math display="inline" id="im11"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> denotes the phase speed and &#x3bb; the wavelength estimated from sequential satellite images; <bold>(b)</bold> Vertical distribution of potential density from <italic>in situ</italic> measurements taken on 11 April 2018 at the location 52.817&#xb0;N, 159.02&#xb0;E (marked with a cross). Here <inline-formula>
<mml:math display="inline" id="im12"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> indicates the phase speed estimated using the two-layer approximation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g006.tif">
<alt-text content-type="machine-generated">Complex map showing satellite image with isobath and graph with oceanographic data. Panel a) depicts manifestations from Sentinel-2 and Landsat-8, marked with solid and dotted lines. A black arrow indicates wave direction, labeled with wave parameters: speed 0.18 meters per second and wavelength 260 meters. Panel b) is a graph of potential density against depth in meters. A white line on the map represents the 200-meter isobath.</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref> shows two successive packets of NLIWs, presumably propagating from a single generation source, which we believe, as in the previous case, is located at the shelf break. The distance between the leading crests is 27 km. The vertical distribution of seawater density (panel b), based on reanalysis data in the observed NLIW area, justifies using the dispersion relation for a two-layer stratification to estimate the internal wave propagation speed and thus we get <inline-formula>
<mml:math display="inline" id="im13"><mml:mrow><mml:msub><mml:mi>c</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> = 0.29 m/s. The period between the two generation events was estimated as the ratio of the distance between the leading crests (25.6 km) to the internal wave speed of 0.29 m/s, yielding approximately 24 hours. This daily period between consecutive NLIW generation events serves as further evidence supporting the tidal generation mechanism.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Consecutive manifestations of NLIW packets on a single radar image: <bold>(A)</bold> fragment of Sentinel-1 image from 06.08.2020 07:17 with marked positions of leading crests of NLIW packets; <bold>(B)</bold> vertical distribution of potential density from reanalysis data dated 06.08.2020; <bold>(C)</bold> total tidal currents from the regional FESOM-C model at the same location marked with a cross (the vertical line indicates the time of the satellite image).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g007.tif">
<alt-text content-type="machine-generated">Complex map showing satellite image with bathymetry and graph showing oceanic variables. Panel A details a satellite view of consecutive Nonlinear Internal Wave manifestations. Panel B includes a graph of potential density against depth. Panel C presents a time series of vector arrows depicting tidal current speed and direction over one day, with annotation marking Nonlinear Internal Wave event.</alt-text>
</graphic>
</fig>
<p>Let us focus on the characteristics of tidal currents in the Avacha Bay area, specifically in the &#x201c;hot spot&#x201d; near Cape Shipunsky (see <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2b</bold></xref>), where the individual cases of NLIW manifestations shown in <xref ref-type="fig" rid="f6"><bold>Figures&#xa0;6</bold></xref> and <xref ref-type="fig" rid="f7"><bold>7</bold></xref> were examined. <xref ref-type="fig" rid="f8"><bold>Figure&#xa0;8</bold></xref> presents ellipses of tidal currents for the semidiurnal M2 and diurnal K1 harmonics as well as background currents in the upper layer.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Barotropic tidal current ellipses of principal harmonics (regional model FESOM-C): <bold>(A)</bold> M2; <bold>(B)</bold> K1 and <bold>(C)</bold> mean daily surface currents for 05.08.2020 according to reanalysis data. The amplitude of tidal current velocity (major semiaxis of the tidal ellipse) is represented by color. The ellipses are shown after interpolation of model current characteristics onto a uniform grid. Notice the value of the color scale is different for each of the current maps.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g008.tif">
<alt-text content-type="machine-generated">Three-panel colormap showing oceanographic data. Each panel contains depth contours. Panel A illustrates distribution of major axis of M2 tidal ellipse in centimeters per second with color gradient from blue to yellow. Panel B presents distribution of major axis of K1 tidal ellipse in centimeters per second. Panel C displays distribution of background velocity using blue to yellow gradients and contour lines. This panel includes arrows indicating flow direction.</alt-text>
</graphic>
</fig>
<p>A significant difference between semidiurnal and diurnal tides in the study area is explained by the influence of trapped shelf waves (<xref ref-type="bibr" rid="B40">Romanenkov et&#xa0;al., 2023</xref>), which may arise due to intense scattering of the diurnal barotropic tide by coastal and bottom heterogeneities. As shown in <xref ref-type="fig" rid="f8"><bold>Figure&#xa0;8</bold></xref>, the diurnal harmonic currents locally increase near Cape Shipunsky and directly in front of the deep submarine canyon, where they exceed the semidiurnal harmonic currents by an order of magnitude. It should be noted that the area of maximum NLIW occurrence (see <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) corresponds to the area of maximal tidal currents. Considering the tide as a source of internal waves, it should be borne in mind that tides at subinertial frequencies can only generate internal waves that cannot freely propagate away from their generation sites but rather dissipate or break down into NLIW due to nonlinear effects. For the subinertial internal semidiurnal tide at high Arctic latitudes the process of disintegration into high-frequency waves has been confirmed by observations and modeling (<xref ref-type="bibr" rid="B30">Morozov and Paka, 2010</xref>; <xref ref-type="bibr" rid="B29">Morozov, 2018</xref>). In our case, the diurnal (subinertial) components of the total tidal current prevail over the semidiurnal components; therefore, the topographically trapped internal diurnal tide can be regarded as the source of numerous NLIWs.</p>
<p>In the case presented in <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>, the exact moment of NLIW packet generation cannot be determined with certainty. However, we suggest that the most probable timing corresponds to the interval of maximum tidal currents, when their direction aligns with the background flow and the internal Froude number approaches unity. The internal Froude number was estimated as the ratio of the total current speed to the NLIW phase speed: <inline-formula>
<mml:math display="inline" id="im14"><mml:mrow><mml:mi>F</mml:mi><mml:msub><mml:mi>r</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:math></inline-formula>, where <inline-formula>
<mml:math display="inline" id="im15"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>m</mml:mi><mml:mi>a</mml:mi><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mi>i</mml:mi><mml:mi>d</mml:mi><mml:mtext>&#x435;</mml:mtext></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>b</mml:mi><mml:mi>a</mml:mi><mml:mi>c</mml:mi><mml:mi>k</mml:mi><mml:mi>g</mml:mi><mml:mi>r</mml:mi><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi></mml:mrow></mml:msub><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:math></inline-formula>, <inline-formula>
<mml:math display="inline" id="im16"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>t</mml:mi><mml:mi>i</mml:mi><mml:mi>d</mml:mi><mml:mtext>&#x435;</mml:mtext></mml:mrow></mml:msub><mml:mo>&#xa0;</mml:mo></mml:mrow></mml:math></inline-formula> is the magnitude of the tidal current at the time of directional alignment with the background flow within the diurnal cycle, <inline-formula>
<mml:math display="inline" id="im17"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mi>b</mml:mi><mml:mi>a</mml:mi><mml:mi>c</mml:mi><mml:mi>k</mml:mi><mml:mi>g</mml:mi><mml:mi>r</mml:mi><mml:mi>o</mml:mi><mml:mi>u</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the magnitude of the background current according to reanalysis data, and <inline-formula>
<mml:math display="inline" id="im18"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mrow><mml:mi>p</mml:mi><mml:mi>h</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the phase speed of the NLIW. According to <xref ref-type="bibr" rid="B55">Vlasenko et&#xa0;al. (2005)</xref>, when <inline-formula>
<mml:math display="inline" id="im19"><mml:mrow><mml:mi>F</mml:mi><mml:msub><mml:mi>r</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>&#x2265;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:math></inline-formula> internal tidal waves undergo transformation and evolve into packets of NLIWs.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Influence of NLIWs on chlorophyll-a redistribution</title>
<p>A total of 33 instances of banded brightness patterns in the blue and green channels, potentially associated with the redistribution of chlorophyll-a concentrations by propagating NLIWs (<xref ref-type="bibr" rid="B53">V&#xe1;zquez et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Muacho et&#xa0;al., 2013</xref>, <xref ref-type="bibr" rid="B31">2014</xref>), were identified across 43 Sentinel-2 images collected between April and August of 2018 and 2024. For these cases, chlorophyll-a concentrations were retrieved using the C2RCC algorithm. An example of chlorophyll-a distribution in an area of frequent NLIW activity near Cape Shipunsky is shown in <xref ref-type="fig" rid="f9"><bold>Figure&#xa0;9</bold></xref>.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p><bold>(a)</bold> Example of a true-color composite image from MSI Sentinel-2 acquired on 26 August 2024; <bold>(b)</bold> chlorophyll-a concentration retrieved using the C2RCC algorithm; <bold>(c)</bold> cross-sectional distribution of chlorophyll-a along the transect indicated in panel <bold>(b)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g009.tif">
<alt-text content-type="machine-generated">Two images and a graph showing the distribution of various variables in the coastal zone of the Avacha Bay. Image (a) depicts a satellite view of a coastal area in the visible range of the optical spectrum with Nonlinear Internal Wave manifestations. Image (b) shows chlorophyll concentration with a color scale from light blue to dark where Nonlinear Internal Wave manifestations are also visible. The graph (c) illustrates distribution of chlorophyll concentration (mg/m3) versus pixel number along the line showed on image (b).</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="f9"><bold>Figure&#xa0;9a</bold></xref> illustrates the presence of suspended matter in the shelf region near Cape Shipunsky, ranging in color from blue-green to white. The scene exhibits distinct banded structures, bright stripes against a darker background, that closely resemble surface manifestation of NLIW packet. The chlorophyll-a retrieval using the C2RCC algorithm (<xref ref-type="fig" rid="f9"><bold>Figure&#xa0;9b</bold></xref>) reveals that concentrations within the high-brightness bands range from 1 to 4 mg/m&#xb3;. The same banded pattern, attributable to NLIWs and apparent in true-color composites, is also preserved in the chlorophyll-a concentration field. A transect across one such feature shows concentrations varying from 0.5 to 2 mg/m&#xb3;, while surrounding waters display nearly zero values.</p>
<p>This spatial pattern is typical of nearly all observed cases of brightness banding in the blue and green channels during both spring and summer. The majority of observed NLIW manifestations propagate shoreward and are located over the shelf and continental slope. Thus, this example demonstrates that in &#x201c;hot spots&#x201d; NLIWs propagating onto the shelf may play a significant role in redistributing phytoplankton biomass.</p>
<p>Given that August is the month of peak NLIW activity (see <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>), we analyzed the interannual variability of chlorophyll-a concentration and NLIW occurrence frequency in the &#x201c;hot spot&#x201d; region near Cape Shipunsky. The analysis covered Augusts from 2017 to 2024 (see <xref ref-type="fig" rid="f10"><bold>Figure&#xa0;10</bold></xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Variability of chlorophyll-a concentration (MODIS data) and frequency of NLIW occurrences in the &#x201c;hot spot&#x201d; region near Cape Shipunsky during Augusts from 2017 to 2024. The dashed line shows the linear approximation of the relationship between the described variables with R&#xb2; (coefficient of determination) equal to 0.4.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g010.tif">
<alt-text content-type="machine-generated">Scatter plot showing the relationship between the occurrence frequency of Nonlinear Internal Wave manifestations and chlorophyll-a concentration from 2017 to 2024. The y-axis represents chlorophyll-a concentration in milligrams per cubic meter, and the x-axis represents occurrence frequency. A dashed line indicates a linear approximation of the relationship between the variables. Data points for each year, from 2017 to 2024, are marked, showing that as the frequency of manifestations increases, the chlorophyll-a concentration also rises.</alt-text>
</graphic>
</fig>
<p>In general, the lowest frequencies of NLIW occurrences correspond to the lowest chlorophyll-a concentrations, while the highest frequencies align with peak concentrations. However, a notable area stands out where moderately high NLIW occurrence frequencies are associated with both low and high chlorophyll-a concentrations. Despite this scatter, the relationship between chlorophyll-a concentration and NLIW frequency can be roughly approximated by a linear trend, though with some caveats. This suggests that multiple factors likely influence chlorophyll-a variability. Nonetheless, the frequent appearance of NLIW-like surface patterns in regions of enhanced green-channel brightness in optical satellite imagery supports the potential existence of such a relationship.</p>
<p>It is well established that food availability during the transition of fish larvae to exogenous feeding plays a critical role in determining fish cohort recruitment success. This issue, as it pertains to walleye pollock in the Sea of Okhotsk, was addressed to some extent by <xref ref-type="bibr" rid="B11">Gorbatenko et&#xa0;al. (2004)</xref> and <xref ref-type="bibr" rid="B27">Maksymenkov (2007)</xref>. The diet of larval and post larval stages is not particularly diverse with both the composition and size of consumed prey strongly dependent on larval size. Phytoplankton generally serves as a food source only at the very onset of exogenous feeding (<xref ref-type="bibr" rid="B19">Kamba, 1977</xref>; <xref ref-type="bibr" rid="B26">Maksymenkov, 1984</xref>; <xref ref-type="bibr" rid="B35">Nishiyama et&#xa0;al., 1986</xref>). However, in certain regions&#x2014;such as the Korea Bay and the Pacific waters off Kamchatka Peninsula &#x2014; phytoplankton plays a significant role in the diet from the earliest larval stages.</p>
<p>As larvae grow, smaller prey items are progressively replaced by larger ones. In many areas nauplii of copepods dominate the diet of larvae up to 14 mm in length. In some locations eggs of copepods and euphausiids are also commonly consumed by smaller larvae. With increasing size the larval diet becomes more diverse. By 6&#x2013;8 mm length early copepodite stages, as well as small copepods such as Oithona similis, Pseudocalanus minutus, Acartia longiremis, and others, begin to appear in the diet. From 14 mm onwards Pseudocalanus minutus becomes the dominant prey item. The role of this species&#x2014;across both early developmental stages and adults&#x2014;is exceptional in the diet of pollock larvae. Pseudocalanus minutus typically constitutes a major portion of the plankton community, both as nauplii and copepodites, and in most cases determines the condition of the larval feeding base for pollock (<xref ref-type="bibr" rid="B46">Shuntov et&#xa0;al., 1993</xref>).</p>
<p>Abundance and availability of planktonic prey are not always the primary factors ensuring high survival of fish larvae (<xref ref-type="bibr" rid="B5">Drinkwater and Myers, 1987</xref>; <xref ref-type="bibr" rid="B9">Gaard, 1999</xref>; <xref ref-type="bibr" rid="B47">Sundby, 2000</xref>). Of particular importance for larval survival are the early-summer formation of subsurface &#x201c;growth layers&#x201d;, where large aggregations of walleye pollock larvae are often observed. If these layers contain sufficient concentrations of accessible prey, they may significantly enhance larval survival.</p>
<p>Given the potential role of NLIWs in delivering nutrients to shelf waters that stimulate phytoplankton growth, we examined the abundance of 2-year-old pollock and the frequency of NLIW manifestations over the period May&#x2013;September. In <xref ref-type="fig" rid="f11"><bold>Figure&#xa0;11</bold></xref> lowest frequencies of NLIW occurrences correspond to the lowest abundance of 2-year-old walleye pollock with a two-year lag, while the highest frequencies align with peak abundance with a two-year lag. However, this trend is not observed in 2019/2017 and 2023/2021. A joint interpretation of <xref ref-type="fig" rid="f9"><bold>Figures&#xa0;9</bold></xref> and <xref ref-type="fig" rid="f10"><bold>10</bold></xref> suggests that NLIWs may play a role in regulating the abundance of ichthyoplankton and early fish life stages. Clearly, further testing of this hypothesis will require new targeted observational evidence.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Interannual variability in the abundance of 2-year-old walleye pollock and the frequency of observed NLIW manifestations from May to September during 2017/2015&#x2013;2024/2022. The dashed line shows the linear approximation of the relationship between the described variables with R&#xb2; (coefficient of determination) equal to 0.6.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1662937-g011.tif">
<alt-text content-type="machine-generated">Scatter plot showing the relationship between the occurrence frequency of Nonlinear Internal Wave manifestations and the number of 2-year-old fish in millions. A dashed line indicates a linear approximation of the relationship between the variables. Data points for various year pairs are marked, showing that as the frequency of manifestations increases, the number of fish also rises.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The analysis of radar satellite imagery from 2015 to 2024 enabled the detection of approximately 4,000 NLIW manifestations in the Pacific Ocean off the Kamchatka Peninsula and the northern Kuril Islands. NLIW packets were observed nearly continuously across the shelf, continental slope, and deepwater parts of the Avacha Bay. Based on the frequency of NLIW occurrences, several &#x201c;hot spot&#x201d; regions were identified east of the Fourth Kuril Strait, over the southeastern Kamchatka shelf, and around the Shipunsky Peninsula, and in the Kronotsky Bay. The highest frequency and number of NLIW manifestations across all &#x201c;hot spots&#x201d; occur during the summer season.</p>
<p>The interannual stability of these &#x201c;hot spots&#x201d; areas, supported by several illustrative cases, confirms the previously proposed hypothesis of their tidal origin, notably involving diurnal tidal components&#x2014;an atypical feature for most regions of the World Ocean. Statistically robust estimates of the intra-seasonal variability of NLIW characteristics were obtained. Notably, despite seasonal fluctuations, the geometric properties of NLIW packets remained stable on interannual timescales. Using the &#x201c;hot spot&#x201d; near the Shipunsky Peninsula as a case study, we demonstrated that the annual number of observed NLIW events is modulated by the presence of a strong subsurface pycnocline, tidal current strength, and wind forcing.</p>
<p>In turn, increased NLIWs activity over the shelf enhances phytoplankton development&#x2014;and consequently ichthyoplankton survival&#x2014;through mixing of the surface layer and upward transport of nutrients from deeper layers. These findings suggest a local contribution of NLIWs to shaping the productivity of the oceanic surface layer. It is worth emphasizing that environmental drivers operating on such short timescales are often overlooked as conventional approaches in fisheries oceanography and ichthyology tend to focus on population dynamics and environmental variability at seasonal and interannual scales.</p>
<p>A promising direction for future research is the development of a regional tidal model that incorporates the complex nonlinear and baroclinic dynamics responsible for observed NLIWs clustering in &#x201c;hot spots&#x201d;, along with targeted multidisciplinary (hydrological and ichthyological) field campaigns in these areas.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AZ: Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Funding acquisition, Data curation, Formal analysis, Conceptualization, Methodology. ESv: Supervision, Formal analysis, Visualization, Funding acquisition, Data curation, Software, Writing &#x2013; original draft, Conceptualization, Methodology, Writing &#x2013; review &amp; editing, Validation. ESo: Data curation, Writing &#x2013; original draft, Formal analysis, Visualization, Methodology, Software, Funding acquisition, Conceptualization, Writing &#x2013; review &amp; editing. DR: Formal analysis, Writing &#x2013; original draft, Funding acquisition, Software, Methodology, Data curation, Writing &#x2013; review &amp; editing. AV: Validation, Data curation, Writing &#x2013; review &amp; editing, Formal analysis, Writing &#x2013; original draft, Funding acquisition. AK: Software, Funding acquisition, Writing &#x2013; review &amp; editing, Formal analysis, Writing&#xa0;&#x2013; original draft, Data curation. OA: Writing &#x2013; review &amp; editing, Data curation, Software, Funding acquisition, Validation. AM: Validation, Writing &#x2013; original draft, Data curation. IV: Writing&#xa0;&#x2013; original draft, Validation, Data curation.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>The authors express their gratitude to the research team of the 2004 Pacific Floating University program aboard the R/V Professor Multanovskiy, during which <italic>in situ</italic> observations of NLIWs were conducted as part of the All-Russian Research and Educational Program &#x201c;Floating University&#x201d; (Agreement No. 075-03-2024-117). The authors are grateful to Ekaterina S. Kochetkova for her help in editing English text of the manuscript.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2025.1662937/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2025.1662937/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.zip" id="SM1" mimetype="application/zip"/></sec>
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