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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">POLAR</journal-id>
<journal-title-group>
<journal-title>Polar Research</journal-title>
</journal-title-group>
<issn pub-type="ppub">0800-0395</issn>
<issn pub-type="epub">1751-8369</issn>
<publisher>
<publisher-name>Open Academia</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">3617</article-id>
<article-id pub-id-type="doi">10.33265/polar.v39.3617</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>RESEARCH ARTICLE</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Unusual drift behaviour of multi-year sea ice in the Beaufort Sea during summer 2018</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kimura</surname>
<given-names>Noriaki</given-names>
</name>
<xref ref-type="aff" rid="aff0001">1</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tateyama</surname>
<given-names>Kazutaka</given-names>
</name>
<xref ref-type="aff" rid="aff0002">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sato</surname>
<given-names>Kazutoshi</given-names>
</name>
<xref ref-type="aff" rid="aff0002">2</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Krishfield</surname>
<given-names>Richard A.</given-names>
</name>
<xref ref-type="aff" rid="aff0003">3</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yamaguchi</surname>
<given-names>Hajime</given-names>
</name>
<xref ref-type="aff" rid="aff0004">4</xref>
</contrib>
<aff id="aff0001"><label>1</label>Atmosphere and Ocean Research Institute, The University of Tokyo, Kashiwa, Japan</aff>
<aff id="aff0002"><label>2</label>Kitami Institute of Technology, Kitami, Japan</aff>
<aff id="aff0003"><label>3</label>Woods Hole Oceanographic Institution, Woods Hole, MA, USA</aff>
<aff id="aff0004"><label>4</label>Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Japan</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Correspondence</bold> Noriaki Kimura, Atmosphere and Ocean Research Institute, The University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa 277-8568, Japan. E-mail: <email xlink:href="kimura_n@aori.u-tokyo.ac.jp">kimura_n@aori.u-tokyo.ac.jp</email></corresp>
<fn><p><bold>Abbreviations</bold></p>
<p>AG: Amundsen Gulf</p>
<p>AMSR-2: Advanced Microwave Scanning Radiometer, onboard the Global Change Observation Mission for Water-1 satellite</p>
<p>AMSR-E: Advanced Microwave Scanning Radiometer for Earth Observing System, onboard the Aqua satellite</p>
<p>AO: Arctic Oscillation</p>
<p>ASSIST: Arctic Shipborne Sea Ice Standardization Tool (observation protocol of ASPeCT)</p>
<p>ASPeCT: Antarctic Sea Ice Processes and Climate (expert group on Antarctic sea-ice zone research within the Physical Sciences programme of the Scientific Committee on Antarctic Research)</p>
<p>ERA-Interim: global atmospheric reanalysis data set produced by the European Centre for Medium-Range Weather Forecasts</p>
<p>JOIS: Joint Ocean Ice Study (international oceanographic monitoring programme)</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>10</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>39</volume>
<elocation-id content-type="doi">10.33265/polar.v39.3617</elocation-id>
<permissions>
<copyright-statement>&#x00A9; 2020 N. Kimura et al.</copyright-statement>
<copyright-year>2020</copyright-year>
<license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 International License, allowing third parties to copy and redistribute the material in any medium or format and to remix, transform, and build upon the material for any purpose, even commercially, provided the original work is properly cited and states its license.</license-p>
</license>
</permissions>
<abstract>
<p>In summer 2018, thick sea ice blocked the mouth of the Amundsen Gulf (AG), Canada, obstructing shipping through the North-west Passage. This study analysed multi-year ice motion to investigate the source of this thick ice and the reasons for its unusual movement. For this purpose, a daily multi-year ice distribution product was generated by ice tracking using gridded daily sea-ice velocities (2003&#x2013;2018) derived from the AMSR-E and AMSR-2 data. From autumn 2017 to summer 2018, the area of multi-year ice extended westward to the Beaufort Sea and then migrated towards the AG mouth. The primary cause of the unusual ice cover was anomalous AG-ward wind in September 2018. It is known that multi-year ice has become increasingly moveable over the past decades, as indicated by the increasing wind factor (i.e., ratio of ice-drift speed and wind speed), but the unusual ice motion in the summer of 2018 cannot be explainable by the wind factor alone. Accurately, predicting monthly wind and monitoring old thick ice will reduce the risk posed by thick Arctic sea ice to shipping.</p>
</abstract>
<kwd-group>
<title>Keywords</title>
<kwd>Sea-ice motion</kwd>
<kwd>satellite remote sensing</kwd>
<kwd>shipping</kwd>
<kwd>North-west Passage</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>The areal extent of summertime ice in the Arctic Ocean has exhibited a downward trend since the last century (e.g., Stroeve et al. <xref ref-type="bibr" rid="cit0022">2007</xref>; Cavalieri &#x0026; Parkinson <xref ref-type="bibr" rid="cit0003">2008</xref>, Cavalieri &#x0026; Parkinson <xref ref-type="bibr" rid="cit0004">2012</xref>). Moreover, the sea-ice volume has also reduced radically (e.g., Kwok &#x0026; Cunningham <xref ref-type="bibr" rid="cit0016">2015</xref>). Monitoring the thickness of sea ice as well as its area is important to improve our understanding of the present state of the Arctic climate. Nowadays, sea-ice thickness can be monitored by several means using data from satellite microwave sensors (Krishfield et al. <xref ref-type="bibr" rid="cit0014">2014</xref>) or radar/laser altimeters (e.g., Ricker et al. <xref ref-type="bibr" rid="cit0021">2014</xref>). However, there are difficulties in the derivation of ice thickness from remote sensing data, especially in summer owing to unstable conditions of the ice surface, for example, melt ponds.</p>
<p>Multi-year ice, which is defined as ice that has survived the summer and includes second-year (and older) ice, is an important factor controlling sea-ice distribution and thickness (Tschudi et al. <xref ref-type="bibr" rid="cit0025">2016</xref>). Monitoring areas of multi-year ice is important because its distribution and movement can alter the distribution of thick ice (Hutchings &#x0026; Rigor <xref ref-type="bibr" rid="cit0010">2012</xref>; Haas et al. <xref ref-type="bibr" rid="cit0009">2017</xref>; Barber et al. <xref ref-type="bibr" rid="cit0002">2018</xref>; Mahoney et al. <xref ref-type="bibr" rid="cit0018">2019</xref>). Many previous studies that have focused on multi-year ice distribution have estimated the age of the sea ice in the Arctic (e.g., Maslanik et al. <xref ref-type="bibr" rid="cit0019">2007</xref>; Maslanik et al. <xref ref-type="bibr" rid="cit0020">2011</xref>; Korosov et al. <xref ref-type="bibr" rid="cit0013">2018</xref>) and reported a reduction of thick multi-year ice (e.g., Comiso <xref ref-type="bibr" rid="cit0006">2012</xref>). Conversely, some other studies have shown that the reduction of the area of multi-year ice has not been significant during the past 10-year period (Kwok <xref ref-type="bibr" rid="cit0015">2018</xref>; Tilling et al. <xref ref-type="bibr" rid="cit0024">2018</xref>). Galley et al. (<xref ref-type="bibr" rid="cit0008">2016</xref>) reported that the multi-year ice fraction in the Beaufort Sea has decreased in the past several decades. To understand the processes controlling the spatiotemporal changes of Arctic sea ice, special attention must be paid to the interannual variability of the multi-year ice cover.</p>
<p>Sea-ice reduction in the Arctic Ocean offers new opportunities for commercial shipping routes across the Arctic. However, rapid unexpected movement of thick ice can obstruct shipping routes for short periods. This study focusses on one such event, in which thick ice blocked the mouth of the AG in September 2018 (<xref ref-type="fig" rid="F0001">Fig. 1</xref>). This blockage temporarily prevented the navigation of ships in and out of the western entrance to the North-west Passage, resulting in cancellation of the annual supply barge to three Arctic communities (Weber <xref ref-type="bibr" rid="cit0026">2018</xref>). Understanding the circumstances of the 2018 blockage will help improve sea-ice forecasting in the Arctic and reduce the impact of sea route blockages. The objective of this study was to reveal both the source of the thick ice in the AG blockage of 2018 and the reasons for the unusual drift behaviour of the multi-year sea ice.</p>
<fig id="F0001">
<label>Fig. 1</label>
<caption><p>Map of the Arctic region with the sea-ice area, shown in white, on 30 September 2018. Sea-ice area is defined as grids cells with ice concentration &#x003E;15%.</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36579" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
</sec>
<sec id="sec2">
<title>Data and methods</title>
<p>Ice concentration and multi-year ice distribution derived from AMSR-E and AMSR-2 data were prepared for use in this study. Daily ice concentration data were calculated using a bootstrap algorithm (Comiso <xref ref-type="bibr" rid="cit0005">2009</xref>). These data are provided on a polar-stereographic grid with 10-km spatial resolution by the Japan Aerospace Exploration Agency and distributed via the Arctic Data Archive System.</p>
<p>There are several ways to monitor the distribution of multi-year ice, for example, taking snapshot observations of its surface properties (e.g., Aaboe et al. <xref ref-type="bibr" rid="cit0001">2017</xref>) and performing long-term tracking (e.g., Korosov et al. <xref ref-type="bibr" rid="cit0013">2018</xref>). This study estimated the daily distribution of multi-year ice using a Lagrangian tracking method based on daily ice velocity. Ice velocity can be derived from the gridded brightness temperatures acquired via the 36 GHz (December&#x2013;April) and 18 GHz (May&#x2013;November) channels of the AMSR-E and AMSR-2. The method of derivation is based on pattern matching, that is, the maximum cross-correlation technique (Kimura et al. <xref ref-type="bibr" rid="cit0011">2013</xref>). A data set of daily ice velocity without missing data over the sea-ice area on a 60 &#x00D7; 60 km<sup>2</sup> grid was prepared for 2003&#x2013;2018, except for September 2011 to July 2012, when there was an observational gap between AMSR-E and AMSR-2. Using this ice velocity data set, the distribution of multi-year ice was estimated by tracking the movement of virtual Lagrangian ice particles, as by Kimura et al. (<xref ref-type="bibr" rid="cit0011">2013</xref>). First, particles were arranged at 10-km intervals over the ice area on the day with the minimum ice cover for each year. The initial distribution of the particles changed annually depending on the interannual difference in the minimum ice area. Then, the displacements of the particles released on 15 September were calculated from the ice velocity in time steps of one day. The ice velocity at the position of each particle was interpolated from grids within 120 km, weighted by a Gaussian function of distance between the particle and the data grid positions. This procedure was used to estimate the temporal change of multi-year ice distribution from 15 September to the end of October the following year. Additionally, each particle includes information on ice concentration. The initial concentration of each particle sets the observed ice concentration on the initial day of minimum ice cover. When the observed ice concentration at the position of a particle was smaller than that of the particle, the concentration was reset to the observed concentration. If the ice concentration was &#x003C;15%, the particle was deleted. Based on the multi-year ice concentration of each particle, the concentration of multi-year ice on a 60 &#x00D7; 60 km<sup>2</sup> grid was calculated as the sum of the multi-year ice concentration for particles within a circle of 240-km radius divided by the area of the circle. The multi-year ice data covered the period from 15 September 2013 to 31 October 2018, except for the data-gap period in 2011&#x2013;12.</p>
<p>In addition to the information on sea ice derived from satellite remote sensing, ship-based observations of ice thickness were acquired between 6 September and 2 October 2018 during the JOIS 2018 cruises with the icebreaker CCGS <italic>Louis S. St-Laurent</italic>. Ice thickness was estimated hourly through visual inspection, which is an approach based on ASSIST observation protocol of the ASPeCT protocol (Worby &#x0026; Alison <xref ref-type="bibr" rid="cit0027">1999</xref>).</p>
<p>To estimate the atmospheric conditions, sea-level pressure was obtained on a 0.75&#x00B0; &#x00D7; 0.75&#x00B0; grid from the ERA-Interim reanalysis data set (Dee et al. <xref ref-type="bibr" rid="cit0007">2011</xref>), provided by the European Centre for Medium-Range Weather Forecasts. Additionally, the daily geostrophic wind velocity was calculated from the sea level pressure using the following equation:</p>
<disp-formula id="eq1"><alternatives><mml:math id="M1"><mml:mrow><mml:mtable><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mi>g</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:mfrac><mml:mfrac><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mi>g</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:mi>&#x03C1;</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:mfrac><mml:mfrac><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>P</mml:mi></mml:mrow><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36578"/></alternatives><label>(1)</label></disp-formula>
<p>where <italic>f</italic> is the Coriolis parameter, <italic>&#x03C1;</italic> is density and <italic>P</italic> is the pressure.</p>
<p>The wind factor (ratio of ice drifting speed to wind speed) was calculated using a least squares technique based on the linear relationship (Thorndike &#x0026; Colony <xref ref-type="bibr" rid="cit0023">1982</xref>) between daily sea-ice velocity and geostrophic wind velocity, using the calculation method of Kimura &#x0026; Wakatsuchi (<xref ref-type="bibr" rid="cit0012">2000</xref>).</p>
</sec>
<sec id="sec3">
<title>Sea-ice conditions in 2018</title>
<p>The temporal and spatial changes of sea-ice cover and multi-year ice distribution from autumn 2017 to summer 2018 are shown in <xref ref-type="fig" rid="F0002">Fig. 2</xref>. The sea-ice area reached its maximum extent in March and then retreated rapidly during May&#x2013;September. The multi-year ice distribution in the central Arctic shrank, leaving narrow branches, extended to the New Siberian Island and Severnaya Zemlya. Conversely, the area of multi-year ice expanded towards the Atlantic side along the north and west coasts of Greenland via the Transpolar Drift Stream and the East Greenland Current and towards the North American side (hereinafter the &#x201C;Beaufort branch&#x201D;), moving across the Beaufort Sea to the East Siberian Sea under the influence of the prevailing clockwise Beaufort Gyre. Although the Beaufort branch disappeared in summer in association with ice retreat, the blockage at the mouth of the AG occurred in September following the migration of the trunk of the Beaufort branch towards the AG. Multi-year ice parcels reached the Canadian coast by the end of September.</p>
<fig id="F0002">
<label>Fig. 2</label>
<caption><p>Sea-ice area (grids cells with ice concentration &#x003E;15%, shown in light grey) and multi-year ice distribution (white dots) derived in this study: (a) 30 November 2017, (b) 31 January 2018, (c) 31 March 2018, (d) 31 May 2018, (e) 31 July 2018 and (f) 30 September 2018 derived from AMSR-2 data (for details within red rectangle, see <xref ref-type="fig" rid="F0003">Fig. 3</xref>).</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36580" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>The multi-year ice distribution estimated by the particle tracking method agrees well with the observed area of thick ice (<xref ref-type="fig" rid="F0003">Fig. 3</xref>). This indicates that most of the ice blocking the mouth of the AG was multi-year ice with thickness &#x003E;1 m.</p>
<fig id="F0003">
<label>Fig. 3</label>
<caption><p>Close-up image (rectangle in <xref ref-type="fig" rid="F0002">Fig. 2f</xref>) of sea-ice cover and multi-year ice distribution for 30 September 2018. Coloured dots show ice thickness along the ship track, as estimated by visual observations.</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36581" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>To clarify the unusual ice behaviour in 2018, the interannual difference of the sea-ice cover and multi-year ice distribution on 30 September in each of the studied years is presented in <xref ref-type="fig" rid="F0004">Fig. 4</xref>. Additionally, <xref ref-type="fig" rid="F0005">Fig. 5</xref> shows the interannual variation of total ice concentration and of multi-year ice concentration on 30 September in each of the studied within circles A and B depicted in <xref ref-type="fig" rid="F0004">Fig. 4</xref>. Area A (a few hundred kilometres from the mouth of the AG) was covered by sea ice in September almost once every four years because of the overhang of the Beaufort branch of multi-year ice. In those years, half the sea-ice cover in area A consisted of multi-year ice. However, it is evident that sea ice rarely covered area B, nearer to the AG, that is, the blockage event that occurred in September 2018 was the only case of ice cover in this area since 2003.</p>
<fig id="F0004">
<label>Fig. 4</label>
<caption><p>Interannual differences within the area of interest (rectangle in <xref ref-type="fig" rid="F0002">Fig. 2f</xref>) of sea-ice cover and multi-year ice distribution for 30 September 2004&#x2013;2011 and 2013&#x2013;18. (Details of ice concentration within circles A and B are shown in <xref ref-type="fig" rid="F0005">Fig. 5</xref>.)</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36582" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="F0005">
<label>Fig. 5</label>
<caption><p>Interannual variation of total ice concentration (black lines) and multi-year ice concentration (red lines) on 30 September within circles (a) A and (b) B shown in <xref ref-type="fig" rid="F0004">Fig. 4</xref>.</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36583" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
</sec>
<sec id="sec4">
<title>Background of thick ice behaviour in 2018</title>
<p>The blockage of the mouth of the AG was caused by southward movement of multi-year ice north of the Canadian Arctic Archipelago. The unusual pattern of the sea-ice distribution in summer 2018 was characterized by this southward movement of the Beaufort branch. To help visualize the causes of this behaviour, <xref ref-type="fig" rid="F0006">Fig. 6</xref> presents the difference of ice concentration between the first and last days of each month, and the anomalies of sea-ice motion and sea-level pressure in June, July, August and September 2018, on the basis of the 2003&#x2013;2018 climatology. During July&#x2013;August in 2018, most of the marginal ice areas were characterized by negative anomalies in ice concentration, representing the relatively low Arctic-wide sea-ice coverage in these months relative to that in the 2003&#x2013;2018 period. However, near the mouth of the AG, ice concentration was characterized by a slight positive anomaly. This increase was maintained by the AG-ward (eastward or southward) motion of the ice associated with the AG-ward wind anomaly. A strong low-pressure anomaly over the Arctic Ocean caused the strong AG-ward motion of ice in July. Although the centre of the low-pressure anomaly moved to the Canadian Arctic Archipelago, the AG-ward wind anomaly continued to push multi-year ice towards the AG in August. The largest anomaly of AG-ward ice motion occurred in September, associated with the combination of a low-pressure anomaly over the Canadian Arctic Archipelago and a high-pressure anomaly over Alaska. In addition, the direction of the ice vector anomaly shifted from eastward (along the continental coast) in July&#x2013;August to south-eastward (towards the continent) in September. Thick multi-year ice reached the coast of the continent in September following this shift in wind direction. The ice concentration near the mouth of the AG increased over hundreds of kilometres during September. This increase can be explained by the anomalous ice motion in this area. The anomaly reached up to 10&#x2013;15 cm/s, which is equal to the anomaly in the ice advection distance over 250&#x2013;400 km during one month (30 days). <xref ref-type="fig" rid="F0007">Figure 7</xref> presents the interannual change of AG-ward wind at the centre of area B in August and September. In both months, the AG-ward wind was dominant. In particular, the AG-ward wind in September 2018 was exceptionally strong compared with the other 13 years. This unusual onshore wind led to the AG-ward ice motion and the AG blockage in 2018. Notable increase in ice in September was also seen in the Greenland Sea, which can be explained by anomalous wind-driven ice drift. It is evident that the AG-ward wind is not related to the AO index (<xref ref-type="fig" rid="F0007">Fig. 7</xref>). The wind direction around the mouth of the AG is controlled by the local atmospheric circulation pattern rather than the Arctic-scale pattern reflected by the AO.</p>
<fig id="F0006">
<label>Fig. 6</label>
<caption><p>Anomalies of sea-level pressure (contours) and ice velocity (vectors) in (a) June, (b) July, (c) August and (d) September 2018, based on the 2003&#x2013;2018 climatology. Contour interval of the sea-level pressure anomaly is 1 hPa. A dashed contour line means a negative value. Shades of red and blue indicate differences of ice concentration between the first and last days of each month. Bold arrow in (a) is used as a reference in <xref ref-type="fig" rid="F0007">Fig. 7</xref>.</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36584" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="F0007">
<label>Fig. 7</label>
<caption><p>(a) Inter-annual variation of monthly mean wind speed in August (grey line) and September (black line) towards right-lower direction (positive direction is shown by the bold arrow in <xref ref-type="fig" rid="F0006">Fig. 6a</xref>) at the centre of circle B (the black dot in <xref ref-type="fig" rid="F0006">Fig. 6a</xref>). (b) Inter-annual variation of AO index in August (grey line) and September (black line).</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36585" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>A notable anomaly of ice motion can be caused by a change in the mobility of sea ice in addition to a strong wind anomaly. The wind factor in 2018 was not extraordinary in comparison with the other recent years in the study period (2003&#x2013;2017; <xref ref-type="fig" rid="F0008">Fig. 8</xref>). This means that the unusual motion of multi-year ice in 2018 was caused by the unusual wind field rather than by unusual mobility of the ice. However, with regard to the long-term trends, a previous study reported an increase of the wind factor (Kwok et al. <xref ref-type="bibr" rid="cit0017">2013</xref>). The wind factor of multi-year ice has increased gradually over the past few decades (<xref ref-type="fig" rid="F0008">Fig. 8</xref>). Linear trends of the factor for the first-year ice and multi-year ice are 0.75 &#x00D7; 10<sup>&#x2212;3</sup> and 2.45 &#x00D7; 10<sup>&#x2212;3</sup>%/year, respectively. The trend of the wind factor is not significant in terms of the area of first-year ice (99% confidence interval of the trend is &#x2212;0.13 &#x00D7; 10<sup>&#x2212;3</sup> to 1.63 &#x00D7; 10<sup>&#x2212;3</sup>%/year). However, the increasing trend of the factor is significant in terms of the area of multi-year ice (99% confidence interval is 1.67 &#x00D7; 10<sup>&#x2212;3</sup> to 3.23 &#x00D7; 10<sup>&#x2212;3</sup>%/year).</p>
<fig id="F0008">
<label>Fig. 8</label>
<caption><p>Temporal changes of three-monthly (January&#x2013;March, April&#x2013;June, July&#x2013;September and October&#x2013;December) mean of the wind factor (ratio of ice drift speed to wind speed) in the entire Arctic for first-year ice (blue line) and multi-year ice (red line) during 2003&#x2013;2018. Dashed lines show the linear regression lines for both first-year ice (blue) and multi-year ice (red). The area of multi-year ice is defined as the area with multi-year ice concentration &#x003E;30%.</p></caption>
<graphic xlink:href="https://polarresearch.net/index.php/polar/article/download/3617/11282/36586" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
</sec>
<sec id="sec5">
<title>Summary</title>
<p>This study demonstrates that unusual weather conditions over the Arctic Ocean are able to change the distribution of multi-year ice drastically. Blockage of the mouth of the AG by thick multi-year ice in summer 2018 occurred in two steps. First, the area of multi-year ice expanded to the North American side (Beaufort branch), where it remained from autumn 2017 to summer 2018. The appearance of the Beaufort branch overhanging towards the AG is not rare; it can be seen about once every four years. Second, rapid migration of the Beaufort branch towards the AG was propelled by the strong AG-ward wind, especially in September 2018.</p>
<p>
Kwok et al. (<xref ref-type="bibr" rid="cit0017">2013</xref>) reported that the wind factor has an increasing trend during both the winter and summer. Our study showed the trend is clear only in the area of multi-year ice, not in the area of first-year ice. This is probably attributable to the thinning of the multi-year sea ice. Owing to the trend, rapid movement of multi-year ice and the blockage of the sea route by thick ice have become increasingly likely year after year.</p>
<p>The AG is an important region of the shipping route along the North-west Passage through the Canadian Arctic Archipelago. Satellite observations can monitor the distribution of multi-year ice such as the growth of the Beaufort branch, whose timescale is from a few months to a year. Such monitoring is useful for determining the potential hazards to maritime navigation. However, rapid movement of multi-year ice and the associated blockage of sea routes can occur on short timescales (less than one month). Therefore, monthly weather forecasts will be essential for predicting such motion and helping safeguard maritime ship navigation through the Arctic Ocean shipping routes.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>The authors are indebted to the Arctic Data Archive System of the National Institute of Polar Research, Japan, for the gridded AMSR-E and AMSR-2 data, and to the European Centre for Medium-Range Weather Forecasts (<ext-link ext-link-type="uri" xlink:href="https://www.ecmwf.int/en/forecasts/datasets/reanalysis--datasets/era-interim">https://www.ecmwf.int/en/forecasts/datasets/reanalysis--datasets/era-interim</ext-link>) for the ERA-Interim sea-level pressure data. The authors are grateful to the crews of the CCGS <italic>Louis S. St-Laurent</italic> and to those involved in the JOIS and Beaufort Gyre Exploration programmes. The authors thank Sarah Zimmermann for her contribution to the observations. The AO index shown in <xref ref-type="fig" rid="F0007">Fig. 7</xref> is distributed by the National Weather Service of the US National Oceanic and Atmospheric Administration. Figures were produced by the GFD DENNOU Library. The authors thank James Buxton, MSc, from Edanz Group, for editing a draft of this manuscript.</p>
</ack>
<sec sec-type="COI-statement">
<title>Disclosure statement</title>
<p>The authors declare no conflicts of interest.</p>
</sec>
<sec>
<title>Funding</title>
<p>This work was a part of the Arctic Challenge for Sustainability (ArCS, Program Grant Number JPMXD1300000000) and the Arctic Challenge for Sustainability II (ArCS II, Program Grant Number JPMXD1420318865) projects.</p>
</sec>
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