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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">raet</journal-id>
<journal-title-group>
<journal-title>Revista de Teledetecci&#x00F3;n</journal-title>
<abbrev-journal-title>RAET</abbrev-journal-title>
</journal-title-group>
<issn pub-type="ppub">1133-0953</issn>
<issn pub-type="epub">1988-8740</issn>
<publisher>
<publisher-name>Universitat Polit&#x00E8;cnica de Val&#x00E8;ncia y Asociaci&#x00F3;n Espa&#x00F1;ola de Teledetecci&#x00F3;n</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">22317</article-id>
<article-id pub-id-type="doi">10.4995/raet.2025.22317</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Art&#x00ED;culos de investigaci&#x00F3;n</subject>
</subj-group>
</article-categories>
<title-group>
<article-title><bold>Using satellite imagery to assess glacier retreat in King George Island, Antarctica</bold></article-title>
<trans-title-group>
<trans-title xml:lang="es"><bold>Utilizaci&#x00F3;n de im&#x00E1;genes por sat&#x00E9;lite para evaluar el retroceso de los glaciares en la Isla Rey Jorge (Ant&#x00E1;rtida)</bold></trans-title>
</trans-title-group>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5891-8194</contrib-id>
<name>
<surname>Rojas-Macedo</surname>
<given-names>Ibeth</given-names></name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="aff" rid="aff2"/>
<xref ref-type="corresp" rid="cor1">*</xref>
<aff id="aff1">
<label><sup>1</sup></label>
<institution content-type="original">National Institute of Glaciers and Mountain Ecosystems of Peru/INAIGEM, Av. Centenario 2656, Huaraz, Ancash, Per&#x00FA;.</institution>
<institution content-type="orgname">National Institute of Glaciers and Mountain Ecosystems of Peru/INAIGEM</institution>
<addr-line>
Av. Centenario 2656
<named-content content-type="city">Huaraz</named-content>
<named-content content-type="state">Ancash</named-content>
</addr-line>
<country country="PE">Per&#x00FA;</country>
</aff>
<aff id="aff2">
<label><sup>2</sup></label>
<institution content-type="original">National Agrarian University La Molina/UNALM, Master in Water Resources/MRH, Lima, Peru.</institution>
<institution content-type="orgname">National Agrarian University La Molina/UNALM</institution>
<institution content-type="orgdiv">Master in Water Resources/MRH</institution>
<addr-line>
<named-content content-type="city">Lima</named-content>
</addr-line>
<country country="PE">Peru</country>
</aff>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4154-6379</contrib-id>
<name>
<surname>Bello</surname>
<given-names>Cinthya</given-names></name>
<xref ref-type="aff" rid="aff3"/>
<aff id="aff3">
<label><sup>3</sup></label>
<institution content-type="original">Carrera de Biolog&#x00ED;a Marina, Universidad Cient&#x00ED;fica del Sur, Panamericana Sur km 19, Villa El Salvador, Per&#x00FA;.</institution>
<institution content-type="orgname">Carrera de Biolog&#x00ED;a Marina</institution>
<institution content-type="orgdiv">Universidad Cient&#x00ED;fica del Sur</institution>
<addr-line>
Panamericana Sur km 19
<named-content content-type="city">Villa El Salvador</named-content>
</addr-line>
<country country="PE">Per&#x00FA;</country>
</aff>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3409-790X</contrib-id>
<name>
<surname>Suarez</surname>
<given-names>Wilson</given-names></name>
<xref ref-type="aff" rid="aff4"/>
<aff id="aff4">
<label><sup>4</sup></label>
<institution content-type="original">Meteorological and Hydrological Service of Peru, Jr. Cahuide 721, Lima, Per&#x00FA;.</institution>
<institution content-type="orgname">Meteorological and Hydrological Service of Peru</institution>
<addr-line>
Jr. Cahuide 721
<named-content content-type="city">Lima</named-content>
</addr-line>
<country country="PE">Per&#x00FA;</country>
</aff>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3123-1904</contrib-id>
<name>
<surname>Loarte</surname>
<given-names>Edwin</given-names></name>
<xref ref-type="aff" rid="aff5"/>
<aff id="aff5">
<label><sup>5</sup></label>
<institution content-type="original">Research Center for Environmental Earth Science and Technology (ESAT), Santiago Ant&#x00FA;nez de Mayolo National University (UNASAM), Huaraz, Per&#x00FA;.</institution>
<institution content-type="orgname">Research Center for Environmental Earth Science and Technology (ESAT)</institution>
<institution content-type="orgdiv">Santiago Ant&#x00FA;nez de Mayolo National University (UNASAM)</institution>
<addr-line>
<named-content content-type="city">Huaraz</named-content>
</addr-line>
<country country="PE">Per&#x00FA;</country>
</aff>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4580-9324</contrib-id>
<name>
<surname>Vega-Jacome</surname>
<given-names>Fiorella</given-names></name>
<xref ref-type="aff" rid="aff6"/>
<aff id="aff6">
<label><sup>6</sup></label>
<institution content-type="original">Institute of Environmental Science and Geography, University of Potsdam, Potsdam, Germany.</institution>
<institution content-type="orgname">Institute of Environmental Science and Geography</institution>
<institution content-type="orgdiv">University of Potsdam</institution>
<addr-line>
<named-content content-type="city">Potsdam</named-content>
</addr-line>
<country country="DE">Germany</country>
</aff>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3253-1597</contrib-id>
<name>
<surname>Bustamante Rosell</surname>
<given-names>Maria G.</given-names></name>
<xref ref-type="aff" rid="aff1"/>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0708-4468</contrib-id>
<name>
<surname>Tapia</surname>
<given-names>Pedro M.</given-names></name>
<xref ref-type="aff" rid="aff7"/>
<aff id="aff7">
<label><sup>7</sup></label>
<institution content-type="original">Universidad Peruana Cayetano Heredia, Av. Honorio Delgado 430, San Martin de Porres, Per&#x00FA;.</institution>
<institution content-type="orgname">Universidad Peruana Cayetano Heredia</institution>
<addr-line>
Av. Honorio Delgado 430
<named-content content-type="city">San Martin de Porres</named-content>
</addr-line>
<country country="PE">Per&#x00FA;</country>
</aff>
</contrib>
</contrib-group>
<author-notes>
<corresp id="cor1"><sup>*</sup> Corresponding author: <email>ibeth.rojas@icloud.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>65</volume>
<elocation-id>e22317</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>12</month>
<year>2024</year>
</date>
<date publication-format="online-only">
<day>13</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Los autores y autoras / The authors</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by-nc-sa/4.0/" xml:lang="en">
<license-p>Esta obra est&#x00E1; bajo una licencia internacional Creative Commons Atribuci&#x00F3;n-NoComercial-CompartirIgual 4.0. CC BY-NC-SA</license-p>
</license>
</permissions>
<abstract>
<title>Abstract:</title>
<p>In recent decades, remote sensing has become a powerful tool for continuously monitoring glacier dynamics in remote areas, enabling the identification of significant spatiotemporal changes due to its capacity to provide multitemporal information at regional and global scales. In this study, Landsat satellite images (1989&#x2013;2020) were used to quantify glacier retreat in the ice cap of King George Island (KGI), located in the Antarctic Peninsula, and to evaluate the teleconnections of El Ni&#x00F1;o &#x2013; Southern Oscillation - ENSO (ONI and SOI indices) with climatic variables (temperature and precipitation) in this region. Our findings reveal a 10% loss in glacier coverage over the last 31 years, with a slower glacier retreat observed since 2008. Glaciers with smaller areas and marine terminating were the most affected. Of the 73 glaciers on KGI, 42% had continental terminating, 21% had marine terminating, and 37% had mixed terminating (continental and marine). Of the total glacier area lost, 35% corresponds to glaciers with marine terminating, while 16% corresponds to glaciers with continental terminating. Furthermore, climatic variables exhibited heterogeneous responses during ENSO events, with a significant correlation between mean temperature and ONI at the annual level and during the austral spring, which may be influencing glacier retreat in the study area to some extent.</p>
</abstract>
<trans-abstract xml:lang="es">
<title>Resumen:</title>
<p>En las &#x00FA;ltimas d&#x00E9;cadas, la teledetecci&#x00F3;n ha representado una poderosa herramienta para monitorear continuamente la din&#x00E1;mica de los glaciares en &#x00E1;reas remotas, permitiendo identificar cambios espacio-temporales significativos debido a su capacidad de proporcionar informaci&#x00F3;n multitemporal a escalas regional y global. En este estudio se utilizaron im&#x00E1;genes de sat&#x00E9;lite Landsat (1989-2020) para cuantificar el retroceso de los glaciares en la capa de hielo de la Isla Rey Jorge (KGI), en la Pen&#x00ED;nsula Ant&#x00E1;rtida y evaluar las teleconexiones de El Ni&#x00F1;o- Oscilaci&#x00F3;n del Sur - ENOS (&#x00ED;ndices ONI y SOI) con las variables clim&#x00E1;ticas (temperatura y precipitaci&#x00F3;n) en esta regi&#x00F3;n. Nuestros hallazgos revelan que se perdi&#x00F3; 10% de cobertura glaciar en los &#x00FA;ltimos 31 a&#x00F1;os, evidenci&#x00E1;ndose una menor recesi&#x00F3;n glaciar a partir del 2008; siendo principalmente los glaciares con menor &#x00E1;rea y con terminaciones marinas los m&#x00E1;s afectados. Adem&#x00E1;s, de los 73 glaciares en KGI, el 42% ten&#x00ED;a terminaci&#x00F3;n continental; el 21%, terminaci&#x00F3;n marina; y el 37%, terminaci&#x00F3;n mixta (continental y marina). Del total del &#x00E1;rea glaciar perdida, el 35% corresponde a los glaciares con terminaci&#x00F3;n marina y un 16%, a glaciares de terminaci&#x00F3;n continental. Por otro lado, las variables clim&#x00E1;ticas mostraron una respuesta heterog&#x00E9;nea durante los eventos ENSO, resaltando la correlaci&#x00F3;n significativa entre la temperatura promedio y el ONI a nivel anual y durante la primavera austral, lo cual podr&#x00ED;a estar influenciando en alguna medida en el retroceso glaciar en la zona de estudio.</p>
</trans-abstract>
<kwd-group xml:lang="en">
<title><bold>Key words:</bold></title>
<kwd>remote sensing</kwd>
<kwd>King George Island</kwd>
<kwd>glacier retreat</kwd>
<kwd>El Ni&#x00F1;o-Southern Oscillation</kwd>
<kwd>Antarctica</kwd>
</kwd-group>
<kwd-group xml:lang="es">
<title><bold>Palabras clave:</bold></title>
<kwd>Isla Rey Jorge</kwd>
<kwd>retroceso glaciar</kwd>
<kwd>El Ni&#x00F1;o-Oscilaci&#x00F3;n del Sur</kwd>
<kwd>Ant&#x00E1;rtida</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec sec-type="sec-1-22317">
<label><bold>1.</bold></label>
<title><bold>Introduction</bold></title>
<p>Global warming triggers shrinking and thinning of glaciers worldwide, with potentially severe implications (<xref ref-type="bibr" rid="ref-53-22317">Yao-Jun <italic>et al.</italic>, 2019</xref>; <xref ref-type="bibr" rid="ref-35-22317">Paolo <italic>et al.</italic>, 2018</xref>; <xref ref-type="bibr" rid="ref-4-22317">Berthier <italic>et al.</italic>, 2023</xref>; <xref ref-type="bibr" rid="ref-44-22317">R&#x00FC;ckamp <italic>et al.</italic>, 2011</xref>). Since the industrial revolution, polar regions have doubled their average temperature (<xref ref-type="bibr" rid="ref-46-22317">Siegert <italic>et al.</italic>, 2019</xref>) and clear cryospheric and biological consequences have been observed. Under a global 1.5&#x00B0;C scenario, warming in the Antarctic Peninsula is likely to increase the number of days above 0&#x00B0;C, with up to 130 of such days each year in the northern Peninsula. Ocean turbulence will increase, making the circumpolar deep water (CDW; therefore, they are losing ice, and their oceans are changing rapidly with consequences for the whole planet. <xref ref-type="bibr" rid="ref-54-22317">Yuan (2004)</xref> stated that the cryosphere of the Southern high latitudes influences climate regulation on a global scale. Antarctica exhibits marked regional differences in glacier retreat rate, which could be connected with climatic forcing (<xref ref-type="bibr" rid="ref-30-22317">Meredith &#x0026; King, 2005</xref>, <xref ref-type="bibr" rid="ref-53-22317">Yao-Jun <italic>et al.</italic>, 2019</xref>), in particular with the Southern Annual Mode (SAM) and El Ni&#x00F1;o-Southern Oscillation (ENSO) (<xref ref-type="bibr" rid="ref-9-22317">Clem <italic>et al.</italic>, 2016</xref>). Some researchers suggested that the Antarctic sea ice fields linearly co-vary with the El Ni&#x00F1;o/Southern Oscillation (ENSO) phenomenon by tropical Pacific (<xref ref-type="bibr" rid="ref-54-22317">Yuan, 2004</xref>); <xref ref-type="bibr" rid="ref-24-22317">Kwok &#x0026; Comiso (2002)</xref> note that a weak negative sea temperature anomaly near the Antarctic Peninsula region is actually associated with ENSO episodes. In addition, <xref ref-type="bibr" rid="ref-35-22317">Paolo <italic>et al.</italic> (2018)</xref> affirms that during intense El Ni&#x00F1;o years net ice-shelf mass declines as basal ice loss exceeds ice gain by lower-density snow. In Antarctica, the South Shetland Islands (SSI) were subject to strong warming trends in the atmospheric surface layer. Surface air temperature increased by about 3 &#x00B0;K in 50 years, concurrent with retreating glacier fronts, an increase in melt areas, ice surface lowering, and rapid break-up and disintegration of ice shelves (<xref ref-type="bibr" rid="ref-15-22317">Falk <italic>et al.</italic>, 2018</xref>).</p>
<p>In recent decades, glaciological and geodetic methods have been used to monitor glaciers worldwide (<xref ref-type="bibr" rid="ref-4-22317">Berthier <italic>et al.</italic>, 2023</xref>; <xref ref-type="bibr" rid="ref-10-22317">Cogley, 2009</xref>; <xref ref-type="bibr" rid="ref-55-22317">Zemp &#x0026; Welty, 2023</xref>; <xref ref-type="bibr" rid="ref-18-22317">Fischer, 2011</xref>).</p>
<p>Nevertheless, since the beginning of the satellite era geodetic methods have been widely used to monitor glaciers located in remote areas, difficult to access, and with great glacial extension, such as Antarctica (<xref ref-type="bibr" rid="ref-5-22317">Bolch <italic>et al.</italic>, 2010</xref>; <xref ref-type="bibr" rid="ref-40-22317">Rastner <italic>et al.</italic>, 2012</xref>,; <xref ref-type="bibr" rid="ref-39-22317">Rajat <italic>et al.</italic>, 2022</xref>; <xref ref-type="bibr" rid="ref-31-22317">Miles &#x0026; Bingham, 2024</xref>). Remote sensing have been used for glacier delineation, encompassing passive optical sensors, active microwave sensors like synthetic aperture radars (SAR), and active altimetry sensors (<xref ref-type="bibr" rid="ref-28-22317">Marghany, 2016</xref>). Optical sensor products such as Landsat and ASTER, with long temporal record, starting from the 1970s, offer medium spatial resolution in multispectral mode with wide swath coverage and relatively short revisit times, making them well-suited for extensive and regular glacier mapping (<xref ref-type="bibr" rid="ref-38-22317">Racoviteanu <italic>et al.</italic>, 2008</xref>). However, optical sensors are limited by atmospheric interference, particularly in polar regions with frequent cloud cover (<xref ref-type="bibr" rid="ref-19-22317">Gabarr&#x00F3; <italic>et al.</italic>, 2023</xref>). SAR products like Sentinel-1 overcome these atmospheric constraints due to their ability to penetrate cloud cover and operate in day and night conditions (<xref ref-type="bibr" rid="ref-14-22317">European Space Agency, 2013</xref>). However, their data records are relatively recent, beginning around 2015, which restricts their application for long-term analyses. This limitation highlights the continued value of Landsat data for glacier mapping and the assessment of temporal variations in response to climate change (<xref ref-type="bibr" rid="ref-1-22317">Ali <italic>et al.</italic>, 2023</xref>). Between the numerous methods for multispectral glacier delineation (<xref ref-type="bibr" rid="ref-21-22317">K&#x00E4;&#x00E4;b, 2005</xref>), manual digitization, done by a glaciologist experienced in studying glaciers in remote sensing imagery, can achieve the highest accuracy compared with computer algorithms (<xref ref-type="bibr" rid="ref-21-22317">K&#x00E4;&#x00E4;b, 2005</xref>; <xref ref-type="bibr" rid="ref-41-22317">Raup <italic>et al.</italic>, 2014</xref>), particularly efficient in relatively small glaciers.</p>
<p>King George Island (KGI) presents land-terminating and marine-terminating glaciers (<xref ref-type="bibr" rid="ref-13-22317">Da Rosa <italic>et al.</italic>, 2020</xref>; <xref ref-type="bibr" rid="ref-11-22317">Cook <italic>et al.</italic>, 2014</xref>). <xref ref-type="bibr" rid="ref-47-22317">Sim&#x00F5;es <italic>et al.</italic> (1999)</xref> found that glacier fronts at KGI, Antarctic Peninsula receded 7% (89 km<sup>2</sup>) between 1956-1995. <xref ref-type="bibr" rid="ref-44-22317">R&#x00FC;ckamp <italic>et al.</italic> (2011)</xref> determined that the strongest area loss for the period 2000-2008 was recorded in marine-terminating glaciers draining into King George Bay. <xref ref-type="bibr" rid="ref-26-22317">Liang <italic>et al.</italic> (2019)</xref> affirmed that marine-terminating and land-terminating glaciers in the Antarctic region are both important targets for comprehending the glacier responses and sensitivity to changes in climate. <xref ref-type="bibr" rid="ref-13-22317">Da Rosa <italic>et al.</italic> (2020)</xref> considered glacier geomorphological changes as environmental fluctuations indicators. Nevertheless, <xref ref-type="bibr" rid="ref-25-22317">Lee <italic>et al.</italic> (2008)</xref> affirm that marine-terminating glaciers are more important because such sea-contact glaciers are more sensitive than land glacier to the climate changes. <xref ref-type="bibr" rid="ref-27-22317">Ma &#x0026; Bassis (2019)</xref> affirm that glacier retreat associated with marine-terminating glaciers is more sensitive to submarine melting and glacier calving. This study aims to evaluate the teleconnections between ENSO events and climatic variables on King George Island (KGI) and to quantify glacier retreat across its ice cap using Landsat satellite images.</p>
</sec>
<sec sec-type="sec-2-22317">
<label><bold>2.</bold></label>
<title><bold>Materials and Methods</bold></title>
<sec sec-type="sec-3-22317">
<label><bold>2.1.</bold></label>
<title><bold>Study area</bold></title>
<p>KGI (<xref ref-type="fig" rid="fig-1-22317">Figure 1</xref>) is the largest of the South Shetland Islands, located 130 km at the northwestern tip of the Antarctic Peninsula (AP) (<xref ref-type="bibr" rid="ref-15-22317">Falk <italic>et al.</italic>, 2018</xref>), between 57&#x00B0; 35&#x2019; and 59&#x00B0; 02&#x2019; W, 61&#x00B0; 54&#x2019; and 62&#x00B0; 16&#x2019; S, with a length and width approximately of 79 and 27 km, respectively (<xref ref-type="bibr" rid="ref-47-22317">Sim&#x00F5;es <italic>et al.</italic>, 1999</xref>). About 90 % of the KGI is ice-covered (<xref ref-type="bibr" rid="ref-47-22317">Sim&#x00F5;es <italic>et al.</italic>, 1999</xref>), and influenced by maritime climatic conditions (<xref ref-type="bibr" rid="ref-15-22317">Falk <italic>et al.</italic>, 2018</xref>; <xref ref-type="bibr" rid="ref-43-22317">R&#x00FC;ckamp &#x0026; Blindow, 2012</xref>; <xref ref-type="bibr" rid="ref-16-22317">Ferron <italic>et al.</italic>, 2004</xref>), with land-terminating and marine-terminating glaciers whose altitude varies between 0 to 700 m a.s.l. The average air temperature registered at Peninsula Fildes (<xref ref-type="bibr" rid="ref-47-22317">Sim&#x00F5;es <italic>et al.</italic>, 1999</xref>) was -2.8&#x00B0;C between 1947-1995, while at KGI was -2.5&#x00B0;C for the period 1948-2011 (<xref ref-type="bibr" rid="ref-22-22317">Kejna <italic>et al.</italic>, 2013</xref>). Temperatures rise above freezing in summer, and regularly during the spring and autumn months causing snowmelt. However, during the winter surface snowmelt is also observed occasionally (<xref ref-type="bibr" rid="ref-44-22317">R&#x00FC;ckamp <italic>et al.</italic>, 2011</xref>).</p>
<fig id="fig-1-22317">
<label>Figure 1.</label>
<caption><title>King George Island location.</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-1-22317.jpg"/>
</fig>
</sec>
<sec sec-type="sec-4-22317">
<label><bold>2.2</bold></label>
<title><bold>Climatic data</bold></title>
<p>Surface air temperature (2 m) monthly data from five stations located on KGI were used. The data series of the stations Bellingshausen (BEL), Jubany (JUB), and Great Wall (GRW) were obtained from the SCAR READER database available at <ext-link ext-link-type="uri" xlink:href="https://legacy.bas.ac.uk/met/READER/surface/stationpt.html">https://legacy.bas.ac.uk/met/READER/surface/stationpt.html</ext-link>. Meanwhile, the data from Marsh or Frei (MAR) and Ferraz (FER) stations were downloaded from <ext-link ext-link-type="uri" xlink:href="https://climatologia.meteochile.gob.cl/application/historicos/datosDescarga/950001">https://climatologia.meteochile.gob.cl/application/historicos/datosDescarga/950001</ext-link> and <ext-link ext-link-type="uri" xlink:href="http://antartica.cptec.inpe.br/">http://antartica.cptec.inpe.br/</ext-link>, respectively. Monthly precipitation data series for Bellingshausen and Marsh stations were obtained from <ext-link ext-link-type="uri" xlink:href="http://www.aari.aq/data/data.php?lang=1&#x0026;station=0">http://www.aari.aq/data/data.php?lang=1&#x0026;station=0</ext-link> and <ext-link ext-link-type="uri" xlink:href="https://climatologia.meteochile.gob.cl/application/historicos/datosDescarga/9500">https://climatologia.meteochile.gob.cl/application/historicos/datosDescarga/9500</ext-link>, respectively (<xref ref-type="table" rid="tabw-1-22317">Table 1</xref>). We organized the data in glaciological years, where the glaciological year n is defined from September (year n) to August (year n+1). Seasonal periods were organized as follows: spring (September, October, and November -SON); summer (December, January, and February - DJF); autumn (March, April, and May -MAM); and winter (June, July, and August -JJA). The climatic variables were analysed for the period from 1980 to 2019. The temporal temperature series had less than 15 % of missing data and were well correlated between stations, for this reason the missing data of each station was completed by linear regressions with the regional vector. In case of precipitation series, the missing data was completed using linear regression between stations.</p>
<table-wrap id="tabw-1-22317">
<label><bold>Table 1.</bold></label>
<caption><title>Meteorological stations, where P indicates precipitation and T air temperature.</title></caption>
<table id="tab-1-22317" frame="hsides" border="1" rules="all">
<col width="16%"/>
<col width="12%"/>
<col width="12%"/>
<col width="12%"/>
<col width="12%"/>
<col width="12%"/>
<col width="12%"/>
<col width="12%"/>
<thead>
<tr>
<th valign="bottom" align="left"><p>Station</p></th>
<th valign="bottom" align="center"><p>Code</p></th>
<th valign="bottom" align="center"><p>Country</p></th>
<th valign="bottom" align="center"><p>Variable</p></th>
<th valign="bottom" align="center"><p>Data period</p></th>
<th valign="bottom" align="center"><p>Latitude</p></th>
<th valign="bottom" align="center"><p>Longitude</p></th>
<th valign="bottom" align="center"><p>Altitude (m a.s.l)</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><p>Bellingshausen</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td valign="top" align="center"><p>Russia</p></td>
<td valign="top" align="center"><p>P and T</p></td>
<td valign="top" align="center"><p>1980-2019</p></td>
<td valign="top" align="center"><p>62.20&#x00B0; S</p></td>
<td valign="top" align="center"><p>58.97&#x00B0; W</p></td>
<td valign="top" align="center"><p>16</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>Marsh (Frei)</p></td>
<td valign="top" align="center"><p>MAR</p></td>
<td valign="top" align="center"><p>Chile</p></td>
<td valign="top" align="center"><p>P and T</p></td>
<td valign="top" align="center"><p>1980-2019</p></td>
<td valign="top" align="center"><p>62.20&#x00B0; S</p></td>
<td valign="top" align="center"><p>58.96&#x00B0; W</p></td>
<td valign="top" align="center"><p>10</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>Jubany</p></td>
<td valign="top" align="center"><p>JUB</p></td>
<td valign="top" align="center"><p>Argentina</p></td>
<td valign="top" align="center"><p>T</p></td>
<td valign="top" align="center"><p>1980-2019</p></td>
<td valign="top" align="center"><p>62.24&#x00B0; S</p></td>
<td valign="top" align="center"><p>58.67&#x00B0; W</p></td>
<td valign="top" align="center"><p>4</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>Ferraz</p></td>
<td valign="top" align="center"><p>FER</p></td>
<td valign="top" align="center"><p>Brazil</p></td>
<td valign="top" align="center"><p>T</p></td>
<td valign="top" align="center"><p>1980-2019</p></td>
<td valign="top" align="center"><p>62.08&#x00B0; S</p></td>
<td valign="top" align="center"><p>&#x003C;58.39&#x00B0; W</p></td>
<td valign="top" align="center"><p>20</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>Great Wall</p></td>
<td valign="top" align="center"><p>GRW</p></td>
<td valign="top" align="center"><p>China</p></td>
<td valign="top" align="center"><p>T</p></td>
<td valign="top" align="center"><p>1980-2019</p></td>
<td valign="top" align="center"><p>62.22&#x00B0; S</p></td>
<td valign="top" align="center"><p>58.96&#x00B0; W</p></td>
<td valign="top" align="center"><p>10</p></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="sec-5-22317">
<label><bold>2.3.</bold></label>
<title><bold>Teleconnection analysis</bold></title>
<p>We used oceanic and atmospheric circulation indices to measure the influence of the ENSO variability: 1) Oceanic Ni&#x00F1;o Index (ONI) (available at <ext-link ext-link-type="uri" xlink:href="https://psl.noaa.gov/data/correlation/oni.data">https://psl.noaa.gov/data/correlation/oni.data</ext-link>), ONI is the running mean anomalies of three consecutive months of the Sea Surface Temperature (SST) in the region 3.4 of El Nino, and 2) Southern Oscillation Index (SOI) (available at <ext-link ext-link-type="uri" xlink:href="https://psl.noaa.gov/data/correlation/soi.data">https://psl.noaa.gov/data/correlation/soi.data</ext-link>), the SOI is one measure of the large-scale fluctuations in air pressure occurring between the western and eastern tropical Pacific during El Ni&#x00F1;o and La Ni&#x00F1;a episodes. These indices were selected based on previous research work that studied the influence of ONI (<xref ref-type="bibr" rid="ref-51-22317">Walker &#x0026; Gardner, 2017</xref> and <xref ref-type="bibr" rid="ref-35-22317">Paolo <italic>et al.</italic>, 2018</xref>) and SOI (<xref ref-type="bibr" rid="ref-8-22317">Clem &#x0026; Fogt, 2013</xref>; <xref ref-type="bibr" rid="ref-9-22317">Clem <italic>et al.</italic>, 2016</xref> and <xref ref-type="bibr" rid="ref-45-22317">Santamar&#x00ED;a-del-&#x00C1;ngel <italic>et al.</italic>, 2021</xref>) on the climatic variability and glacier dynamic in the Antarctic. The indices were classified in 4 ranges to identify ENSO phases (<xref ref-type="table" rid="tabw-2-22317">Table 2</xref>). The teleconnection was analysed for the period from 1980 to 2019. We used the Pearson correlation coefficient at 95 % significance to identify the relationship between climatic variables and the indices. Subsequently, climate variables were normalized subtracting the mean and dividing by the standard deviation, and organized in ascending order of the indices to identify ENSO events influence.</p>
<table-wrap id="tabw-2-22317">
<label><bold>Table 2.</bold></label>
<caption><title>Variation ranges of ocean-atmospheric indices.</title></caption>
<table id="tab-2-22317" frame="hsides" border="1" rules="all">
<col width="30%"/>
<col width="30%"/>
<col width="40%"/>
<thead>
<tr>
<th valign="bottom" colspan="2" align="center"><p>Intensity</p></th>
<th valign="bottom" rowspan="2" align="center"><p>ENSO Phase</p></th>
</tr>
<tr>
<th valign="bottom" align="center"><p>ONI</p></th>
<th valign="bottom" align="center"><p>SOI</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center"><p>&#x003E;0.5</p></td>
<td valign="top" align="center"><p>&#x003C;-0.7</p></td>
<td valign="top" align="center"><p>Warm (El Ni&#x00F1;o)</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>[0;0.5]</p></td>
<td valign="top" align="center"><p>[-0.7;0]</p></td>
<td valign="top" align="center"><p>Neutral Warm</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>[-0.5; 0]</p></td>
<td valign="top" align="center"><p>[0;0.7]</p></td>
<td valign="top" align="center"><p>Neutral Cold</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>&#x003C;-0.5</p></td>
<td valign="top" align="center"><p>&#x003E;0.7</p></td>
<td valign="top" align="center"><p>Cold (La Ni&#x00F1;a)</p></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="sec-6-22317">
<label><bold>2.4.</bold></label>
<title><bold>Glacier delimitation</bold></title>
<p>Landsat satellite images (4-5, 7, and 8) with a spatial resolution of 30 m were used (<xref ref-type="table" rid="tabw-3-22317">Table 3</xref>) for the delimitation of glacier coverage. These images were downloaded from the GLOVIS portal of the United States Geological Survey (USGS), available at <ext-link ext-link-type="uri" xlink:href="https://glovis.usgs.gov/app?fullscreen=0">https://glovis.usgs.gov/app?fullscreen=0</ext-link>.</p>
<table-wrap id="tabw-3-22317">
<label><bold>Table 3.</bold></label>
<caption><title>List of satellite images of King George Island, with their GLOVIS server code.</title></caption>
<table id="tab-3-22317" frame="hsides" border="1" rules="all">
<col width="10%"/>
<col width="25%"/>
<col width="15%"/>
<col width="50%"/>
<thead>
<tr>
<th valign="middle" align="left"><p>Year</p></th>
<th valign="middle" align="left"><p>Sensor Type</p></th>
<th valign="middle" align="center"><p>Spatial Resolution (m.)</p></th>
<th valign="middle" align="center"><p>Satellite Image (server code)</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><p>1989</p></td>
<td valign="top" align="left"><p>TM (Landsat 4)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LT04_L1GS_217103_19890128_20170204_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2001</p></td>
<td valign="top" align="left"><p>ETM+ (Landsat 7)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LE07_L1GS_218103_20011206_20170202_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2005</p></td>
<td valign="top" align="left"><p>ETM+ (Landsat 7)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LE07_L1GS_217103_20050209_20170116_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2007</p></td>
<td valign="top" align="left"><p>ETM+ (Landsat 7)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LE07_L1GS_217103_20070114_20170105_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2008</p></td>
<td valign="top" align="left"><p>ETM+ (Landsat 7)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LE07_L1GS_217103_20080117_20161231_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2014</p></td>
<td valign="top" align="left"><p>OLI/TIRS (Landsat 8)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LC08_L1GT_218103_20140116_20170426_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2015</p></td>
<td valign="top" align="left"><p>OLI/TIRS (Landsat 8)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LC08_L1GT_218103_20150425_20170409_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2016</p></td>
<td valign="top" align="left"><p>OLI/TIRS (Landsat 8)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LC08_L1GT_217103_20161029_20170319_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2017</p></td>
<td valign="top" align="left"><p>OLI/TIRS (Landsat 8)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LC08_L1GT_217103_20170306_20170316_01_T2</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2020</p></td>
<td valign="top" align="left"><p>OLI/TIRS (Landsat 8)</p></td>
<td valign="top" align="center"><p>30</p></td>
<td valign="top" align="center"><p>LC08_L1GT_216104_20200119_20200128_01_T2</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To select the multitemporal images, we prioritized those with minimal to no cloud cover over KGI, excluding images from winter months (June, July, and August) to avoid interference from seasonal snow cover that could disturb the identification of glacier front displacement. It was used Landsat Tier 2 images (good quality), accurate for land cover classification.</p>
<p>Glacier coverage in KGI was made through manual delimitation (<xref ref-type="bibr" rid="ref-28-22317">Marghany, 2016</xref>; <xref ref-type="bibr" rid="ref-2-22317">Baumhoer <italic>et al.</italic>, 2018</xref>). The GLIMS Classification (Global Land Ice Measurements from Space) version 6 (<xref ref-type="bibr" rid="ref-42-22317">RGI Consortium, 2017</xref>) was used to discriminate the glacier units in KGI. GLIMS Classification was spatially adjusted based on a TanDEM-X Digital Elevation Model (2016) with a spatial resolution of 90 m, available at <ext-link ext-link-type="uri" xlink:href="https://geoservice.dlr.de/web/dataguide/tdm90/">https://geoservice.dlr.de/web/dataguide/tdm90/</ext-link>. The resulted adjusted GLIMS shapefile was overlapped with the temporal manual delimitation of the glacier fronts in KGI.</p>
</sec>
</sec>
<sec sec-type="sec-7-22317">
<label><bold>3.</bold></label>
<title><bold>Results</bold></title>
<sec sec-type="sec-8-22317">
<label><bold>3.1.</bold></label>
<title><bold>Climatic variables and ENSO teleconection</bold></title>
<p><xref ref-type="table" rid="tabw-4-22317">Table 4</xref> shows the average air temperature and precipitation for the stations analysed in the study area. The mean temperatures for the complete period range from -5.6 &#x00B0;C to 1.8 &#x00B0;C, while the precipitation varies from 130.8 mm to 704.8 mm. The mean temperature between December and March was above 0&#x00B0;C, reaching up to 1.8&#x00B0;C (FER), with February being the warmest month of the year. Between April and November, the temperature was below 0&#x00B0;C, with temperatures that reached -5.6 &#x00B0;C (BEL).</p>
<table-wrap id="tabw-4-22317">
<label><bold>Table 4.</bold></label>
<caption><title>Climatological average of air temperature and precipitation for the period 1980-2019, the values in parentheses indicate the standard deviation.</title></caption>
<table id="tab-4-22317" frame="hsides" border="1" rules="all">
<col width="10%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<thead>
<tr>
<th valign="bottom" rowspan="2" align="left"><p>Station</p></th>
<th valign="bottom" colspan="5" align="center"><p>T (&#x00B0;C)</p></th>
<th valign="bottom" align="center"></th>
<th valign="bottom" colspan="5" align="center"><p>P (mm)</p></th>
</tr>
<tr>
<th valign="bottom" align="center"><p>Annual</p></th>
<th valign="bottom" align="center"><p>SON</p></th>
<th valign="bottom" align="center"><p>DJF</p></th>
<th valign="bottom" align="center"><p>MAM</p></th>
<th valign="bottom" align="center"><p>JJA</p></th>
<th valign="bottom" align="center"><p>&#x00A0;</p></th>
<th valign="bottom" align="center"><p>Annual</p></th>
<th valign="bottom" align="center"><p>SON</p></th>
<th valign="bottom" align="center"><p>DJF</p></th>
<th valign="bottom" align="center"><p>MAM</p></th>
<th valign="bottom" align="center"><p>JJA</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><p>BEL</p></td>
<td valign="top" align="center"><p>-2.2 (0.6)</p></td>
<td valign="top" align="center"><p>-2.7 (1.0)</p></td>
<td valign="top" align="center"><p>1.1 (0.6)</p></td>
<td valign="top" align="center"><p>-1.5 (1.0)</p></td>
<td valign="top" align="center"><p>-5.6 (1.8)</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>704.8 (108.3)</p></td>
<td valign="top" align="center"><p>167.3 (56.0)</p></td>
<td valign="top" align="center"><p>168.3 (34.3)</p></td>
<td valign="top" align="center"><p>195 (43.5)</p></td>
<td valign="top" align="center"><p>174.2 (66.8)</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>MAR</p></td>
<td valign="top" align="center"><p>-2.2 (0.6)</p></td>
<td valign="top" align="center"><p>-2.8 (0.9)</p></td>
<td valign="top" align="center"><p>1.0 (0.6)</p></td>
<td valign="top" align="center"><p>-1.6 (0.9)</p></td>
<td valign="top" align="center"><p>-5.6 (1.7)</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>561.7 (201.8)</p></td>
<td valign="top" align="center"><p>149.6 (93.7)</p></td>
<td valign="top" align="center"><p>130.8 (36.2)</p></td>
<td valign="top" align="center"><p>148.9 (64.3)</p></td>
<td valign="top" align="center"><p>132.3 (94.9)</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>FER</p></td>
<td valign="top" align="center"><p>-1.7 (0.7)</p></td>
<td valign="top" align="center"><p>-2.1 (1.1)</p></td>
<td valign="top" align="center"><p>1.8 (0.7)</p></td>
<td valign="top" align="center"><p>-1.1 (1.1)</p></td>
<td valign="top" align="center"><p>-5.4 (1.9)</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>JUB</p></td>
<td valign="top" align="center"><p>-1.8 (0.6)</p></td>
<td valign="top" align="center"><p>-2.2 (1.0)</p></td>
<td valign="top" align="center"><p>1.7 (0.5)</p></td>
<td valign="top" align="center"><p>-1.2 (1.2)</p></td>
<td valign="top" align="center"><p>-5.4 (1.8)</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>GRW</p></td>
<td valign="top" align="center"><p>-2.1 (0.6)</p></td>
<td valign="top" align="center"><p>-2.7 (0.9)</p></td>
<td valign="top" align="center"><p>1.4 (0.5)</p></td>
<td valign="top" align="center"><p>-1.5 (1.0)</p></td>
<td valign="top" align="center"><p>-5.6 (1.7)</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>-</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The <xref ref-type="table" rid="tabw-5-22317">Table 5</xref> shows the teleconnection analysis, where the annual and seasonal (SON) temperatures at the five weather stations are correlated negatively and significantly with the ONI. This means that air temperatures on KGI are higher during negative SST anomalies in the central Pacific. However, the behaviour was opposite (positive correlation) with the SOI. For the precipitation, only the BEL station showed a significant negative (positive) correlation during the annual and SON period with the ONI (SOI).</p>
<table-wrap id="tabw-5-22317">
<label><bold>Table 5.</bold></label>
<caption><title>Pearson correlation at 95% confidence, between air temperature and precipitation for ONI and SOI, values in bold italics are significant.</title></caption>
<table id="tab-5-22317" frame="hsides" border="1" rules="all">
<col width="12%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="8%"/>
<col width="8%"/>
<thead>
<tr>
<th valign="bottom" rowspan="2" align="left"><p>Variable</p></th>
<th valign="bottom" rowspan="2" align="center"><p>Station</p></th>
<th valign="bottom" colspan="5" align="center"><p>ONI</p></th>
<th valign="bottom" colspan="5" align="center"><p>SOI</p></th>
</tr>
<tr>
<th valign="bottom" align="center"><p>SON</p></th>
<th valign="bottom" align="center"><p>DJF</p></th>
<th valign="bottom" align="center"><p>MAM</p></th>
<th valign="bottom" align="center"><p>JJA</p></th>
<th valign="bottom" align="center"><p>Annual</p></th>
<th valign="bottom" align="center"><p>SON</p></th>
<th valign="bottom" align="center"><p>DJF</p></th>
<th valign="bottom" align="center"><p>MAM</p></th>
<th valign="bottom" align="center"><p>JJA</p></th>
<th valign="bottom" align="center"><p>Annual</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="5" align="left"><p>T</p></td>
<td valign="top" align="center"><p>MAR</p></td>
<td valign="top" align="center"><p><bold><italic>-0.39</italic></bold></p></td>
<td valign="top" align="center"><p>-0.14</p></td>
<td valign="top" align="center"><p>-0.07</p></td>
<td valign="top" align="center"><p>-0.19</p></td>
<td valign="top" align="center"><p><bold><italic>-0.36</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.31</italic></bold></p></td>
<td valign="top" align="center"><p>-0.03</p></td>
<td valign="top" align="center"><p>0.11</p></td>
<td valign="top" align="center"><p>0.15</p></td>
<td valign="top" align="center"><p>0.23</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>BEL</p></td>
<td valign="top" align="center"><p><bold><italic>-0.40</italic></bold></p></td>
<td valign="top" align="center"><p>-0.20</p></td>
<td valign="top" align="center"><p>-0.12</p></td>
<td valign="top" align="center"><p>-0.20</p></td>
<td valign="top" align="center"><p><bold><italic>-0.40</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.35</italic></bold></p></td>
<td valign="top" align="center"><p>0.08</p></td>
<td valign="top" align="center"><p>0.15</p></td>
<td valign="top" align="center"><p>0.15</p></td>
<td valign="top" align="center"><p><bold><italic>0.32</italic></bold></p></td>
</tr>
<tr>
<td valign="top" align="center"><p>FER</p></td>
<td valign="top" align="center"><p><bold><italic>-0.46</italic></bold></p></td>
<td valign="top" align="center"><p>-0.22</p></td>
<td valign="top" align="center"><p>-0.05</p></td>
<td valign="top" align="center"><p>-0.16</p></td>
<td valign="top" align="center"><p><bold><italic>-0.41</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.37</italic></bold></p></td>
<td valign="top" align="center"><p>0.14</p></td>
<td valign="top" align="center"><p>0.11</p></td>
<td valign="top" align="center"><p>0.12</p></td>
<td valign="top" align="center"><p><bold><italic>0.31</italic></bold></p></td>
</tr>
<tr>
<td valign="top" align="center"><p>JUB</p></td>
<td valign="top" align="center"><p><bold><italic>-0.42</italic></bold></p></td>
<td valign="top" align="center"><p>-0.27</p></td>
<td valign="top" align="center"><p>-0.12</p></td>
<td valign="top" align="center"><p>-0.19</p></td>
<td valign="top" align="center"><p><bold><italic>-0.41</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.37</italic></bold></p></td>
<td valign="top" align="center"><p>0.17</p></td>
<td valign="top" align="center"><p>0.14</p></td>
<td valign="top" align="center"><p>0.15</p></td>
<td valign="top" align="center"><p><bold><italic>0.34</italic></bold></p></td>
</tr>
<tr>
<td valign="top" align="center"><p>GRW</p></td>
<td valign="top" align="center"><p><bold><italic>-0.38</italic></bold></p></td>
<td valign="top" align="center"><p>-0.25</p></td>
<td valign="top" align="center"><p>-0.11</p></td>
<td valign="top" align="center"><p>-0.19</p></td>
<td valign="top" align="center"><p><bold><italic>-0.38</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.34</italic></bold></p></td>
<td valign="top" align="center"><p>0.14</p></td>
<td valign="top" align="center"><p>0.11</p></td>
<td valign="top" align="center"><p>0.16</p></td>
<td valign="top" align="center"><p><bold><italic>0.29</italic></bold></p></td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left"><p>P</p></td>
<td valign="top" align="center"><p>MAR</p></td>
<td valign="top" align="center"><p>-0.17</p></td>
<td valign="top" align="center"><p>-0.01</p></td>
<td valign="top" align="center"><p>0.03</p></td>
<td valign="top" align="center"><p>0.11</p></td>
<td valign="top" align="center"><p>0.02</p></td>
<td valign="top" align="center"><p>0.08</p></td>
<td valign="top" align="center"><p>-0.13</p></td>
<td valign="top" align="center"><p>0.02</p></td>
<td valign="top" align="center"><p>-0.01</p></td>
<td valign="top" align="center"><p>-0.19</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>BEL</p></td>
<td valign="top" align="center"><p><bold><italic>-0.39</italic></bold></p></td>
<td valign="top" align="center"><p>-0.20</p></td>
<td valign="top" align="center"><p>-0.06</p></td>
<td valign="top" align="center"><p>0.20</p></td>
<td valign="top" align="center"><p><bold><italic>-0.43</italic></bold></p></td>
<td valign="top" align="center"><p><bold><italic>0.30</italic></bold></p></td>
<td valign="top" align="center"><p>0.05</p></td>
<td valign="top" align="center"><p>0.10</p></td>
<td valign="top" align="center"><p>-0.22</p></td>
<td valign="top" align="center"><p><bold><italic>0.33</italic></bold></p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For the air temperature, MAR station showed a negative correlation during the annual period (-0.36) and SON (-0.39) with the ONI index. While SON register an opposite behaviour (0.31) with the SOI index. BEL station showed a negative correlation during the annual period and SON with a value up to -0.4 for the ONI index. However, positive correlations were found for the annual period (0.32) and SON (0.35) with the SOI index. FER station registered a negative (positive) correlation at annual scale and spring season up to -0.41 (0.31) and -0.46 (0.37) with the ONI (SOI) index. JUB station showed a negative correlation with the ONI index for the annual period and SON with values up to -0.41 and -0.42 respectively. These same periods exhibited a positive correlation with values of 0.34 (annual) and 0.37 (SON) with the SOI index. Like previous stations, GRW presented a negative correlation with the ONI index for the annual period (-0.38) and SON (-0.38), and a positive correlation with the SOI index for the annual period (0.29) and spring season (0.34).</p>
<p>For the precipitation, BEL station shows significant correlations with the ENSO indices. Specifically, a negative correlation for the ONI index at the annual scale (-0.43) and SON (-0.39), while the SOI index registers an opposite behaviour for both periods with a value up to 0.30. However, MAR station does not show significant correlations.</p>
<p><xref ref-type="table" rid="tabw-6-22317">Table 6</xref> shows the relationship between the ONI and SOI with the climatic variables (surface air temperature and precipitation) to characterize the ENSO events. The surface air temperature for all the stations shows that, at annual scale the cold phase (La Ni&#x00F1;a) of the ONI index increases significantly, exceeding the limit value. However, during the warm phase (El Ni&#x00F1;o) the ONI index shows an opposite behaviour, with the index decreasing. During SON (spring), the ONI and SOI index in the cold phase (La Ni&#x00F1;a) show an increase in surface air temperature. During the warm phase (El Ni&#x00F1;o), a temperature decrease is observed with values below -0.53 and -0.45 for the ONI and SOI index. In DJF, the cold phase for both indices show an increase in air surface temperature except for MAR station in SOI. Moreover, all the stations show a decrease registered in the ONI warm phase. A similar pattern was recorded with the SOI warm phase for JUB and GRW stations.</p>
<table-wrap id="tabw-6-22317">
<label><bold>Table 6.</bold></label>
<caption><title>Variability of precipitation and temperature in normalized values during different phases of ONI and SOI index, red color indicates variations above 0.5 standard deviations, pink color indicates variations between 0.5 and 0, light blue color indicates variations between 0 to -0.5 and turquoise color indicates variations below -0.5.</title></caption>
<table id="tab-6-22317" frame="hsides" border="1" rules="all">
<col width="8%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="3%"/>
<col width="9%"/>
<col width="9%"/>
<col width="9%"/>
<col width="8%"/>
<thead>
<tr>
<th valign="top" rowspan="3" align="center"><p>&#x00A0;</p></th>
<th valign="bottom" rowspan="3" align="center"><p>Variable</p></th>
<th valign="bottom" rowspan="3" align="center"><p>Station</p></th>
<th valign="top" colspan="4" align="center"><p>ONI</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" colspan="4" align="center"><p>SOI</p></th>
</tr>
<tr>
<th valign="top" align="center"><p>&#x003C;-0.5</p></th>
<th valign="top" align="center"><p>[-0.5_0]</p></th>
<th valign="top" align="center"><p>[0_0.5]</p></th>
<th valign="top" align="center"><p>&#x003E;0.5</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>&#x003C;-0.7</p></th>
<th valign="top" align="center"><p>[-0.7_0]</p></th>
<th valign="top" align="center"><p>[0_0.7]</p></th>
<th valign="top" align="center"><p>&#x003E;0.7</p></th>
</tr>
<tr>
<th valign="top" align="center"><p>(cold phase)</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>(warm phase)</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>(warm phase)</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>&#x00A0;</p></th>
<th valign="top" align="center"><p>(cold phase)</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="7" align="center"><p>Annual</p></td>
<td valign="middle" rowspan="5" align="center"><p>T</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.71</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>0.00</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.16</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.46</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.36</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.26</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.15</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.43</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.66</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.05</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.11</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.42</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.27</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.22</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.16</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.22</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>FER</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.84</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.08</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.21</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.40</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.32</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.26</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.11</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.44</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>JUB</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.69</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.14</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.23</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.49</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.36</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.35</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.21</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.42</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>GRW</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.69</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.07</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.24</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.40</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.31</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.34</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.20</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.38</p></td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center"><p>P</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.32</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.31</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.07</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.18</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.12</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.04</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.01</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.25</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.31</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.25</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.28</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.17</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.42</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.56</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.50</p></td>
</tr>
<tr>
<td valign="middle" rowspan="7" align="center"><p>SON</p></td>
<td valign="middle" rowspan="5" align="center"><p>T</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.13</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.83</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.44</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.53</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.45</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.04</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.37</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.20</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.07</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.86</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.38</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.53</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.46</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.35</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>FER</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.15</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.86</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.48</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.56</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.45</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.06</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.32</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.26</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>JUB</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.14</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.82</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.39</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.56</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.51</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.04</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.42</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.21</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>GRW</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.10</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.85</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.34</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.57</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.51</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.02</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.47</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.16</p></td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center"><p>P</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.35</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.21</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.33</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.32</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.21</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.41</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.10</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.01</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.24</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.23</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.06</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.01</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.11</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.03</p></td>
</tr>
<tr>
<td valign="middle" rowspan="7" align="center"><p>DJF</p></td>
<td valign="middle" rowspan="5" align="center"><p>T</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.28</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.21</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.14</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.2</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.06</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.4</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.08</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.09</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.16</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.19</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.53</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.25</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.59</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.33</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.15</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>FER</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.34</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.24</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.36</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.05</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.02</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.19</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.03</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.13</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>JUB</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.38</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.12</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.06</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.28</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.11</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.21</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.12</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.15</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>GRW</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.27</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.03</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.03</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.27</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.11</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.04</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.03</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.18</p></td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center"><p>P</p></td>
<td valign="top" align="center"><p>BEL</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.04</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.01</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.59</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.19</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.1</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.87</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.31</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.03</p></td>
</tr>
<tr>
<td valign="top" align="center"><p>MAR</p></td>
<td style="background-color:#bdd7ee" valign="top" align="center"><p>-0.22</p></td>
<td style="background-color:#ff9999;" valign="top" align="center"><p>0.28</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.73</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.23</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.06</p></td>
<td style="background-color:#bdd7ee;" valign="top" align="center"><p>-0.43</p></td>
<td style="background-color:#ff0000;" valign="top" align="center"><p>0.82</p></td>
<td style="background-color:#00ffff;" valign="top" align="center"><p>-0.52</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For the precipitation, only BEL had significant correlations with the ENSO indices. In the annual period, for the ONI cold phase, the precipitation decreases in BEL and MAR, which is not significant for the SOI cold phase. In the warm phase, BEL shows that precipitation decreases with ONI (-0.18) and SOI (-0.12). During SON the cold phase for both indices registered an increase in precipitation. Likewise, in DJF during the SOI cold phase, the precipitation decreases in both stations (BEL and MAR). Concerning the BEL station, the warm phase shows an opposite behaviour for the ONI and SOI.</p>
<p>In order to see the impact during the most characteristic years of both El Ni&#x00F1;o and La Ni&#x00F1;a, it is necessary to perform a detailed analysis at the station level. For this analysis, the ONI index and the BEL station were selected considering that the air temperature of BEL station has a similar pattern to the other stations in the study area, while in the case of precipitation, it is the only station that presented significant correlations with the analysed ENSO indices. <xref ref-type="fig" rid="fig-2-22317">Figure 2</xref> shows the normalized data of air temperature and precipitation for the Annual and SON period, which are ordered following the increasing pattern of the ONI, likewise, the shaded areas represent in turquoise the cold phase (La Ni&#x00F1;a) and in yellow the warm phase (El Ni&#x00F1;o). <xref ref-type="fig" rid="fig-2-22317">Figure 2a</xref> for the annual temperature shows that out of 39 years analysed, 13 years (~30% of the period) exceeded the threshold of 0.5 standard deviations, which indicates an abnormal increase in temperature in those years, where six of the 13 years occurred within the cold phase and one within the warm phase of the ONI. From these results, we can infer that at annual scale level during La Ni&#x00F1;a events the temperature is more likely to increase, while during the warm phase, there could be (not always) a decrease in temperature. <xref ref-type="fig" rid="fig-2-22317">Figure 2b</xref> shows the air temperature for the SON period, in the cold phase two years exceed the threshold of 0.5, and seven years are below 0 (only two below -0.5). Likewise, during the cold phase, the mean (dotted line) is strongly influenced by the increase in temperature recorded in the years 2016-2017 and 2010-2011 but the largest number of events are below 0. During the warm phase, 13 years were recorded, of which four were positive and nine negatives. In the seven years where the ONI signal was stronger, the temperature showed a decrease and six of these years were below the threshold (-0.5), from which it is inferred that a decrease in temperature would be expected in the face of intense El Ni&#x00F1;o signals. Regarding annual precipitation (<xref ref-type="fig" rid="fig-2-22317">Figure 2c</xref> and <xref ref-type="fig" rid="fig-2-22317">2d</xref>), we find that precipitation behaviour under different phases of ONI is variable with no clear relationships observed between these variables.</p>
<fig id="fig-2-22317">
<label>Figure 2.</label>
<caption><title>Normalized air temperature and precipitation data from BEL station for annual level and during SON, ordered according to increasing ONI pattern. Shaded in turquoise and yellow areas represent cold (La Ni&#x00F1;a) and warm phase (El Ni&#x00F1;o), respectively. Green lines represent the average value (precipitation or temperature) recorded according to ONI intensity.</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-2-22317.jpg"/>
</fig>
</sec>
<sec sec-type="sec-9-22317">
<label><bold>3.2.</bold></label>
<title><bold>Glacier area changes in KGI</bold></title>
<p>The predominant orientation of the glaciers in the KGI is south, southeast, north, and east, with a slope that varies between the range of 6&#x00B0; to 15&#x00B0;. In 1989, the glacier coverage of KGI was 1098.42 km&#x00B2; distributed among 73 glaciers (<xref ref-type="fig" rid="fig-3-22317">Figure 3</xref>). However, by 2020 the coverage was reduced to 989.45 km<sup>2</sup>; thus, in 31 years, 108.97 km<sup>2</sup> of glacier coverage has been lost, equivalent to a loss of 9.92% of its area with an average retreat rate of 3.52 km<sup>2</sup> &#x00B7; year<sup>-1</sup> for the study period (<xref ref-type="table" rid="tabw-7-22317">Table 7</xref>). Also, glacier retreat rates observed during the second half (2007-2015) of the study period show a slight deceleration (0.09 km<sup>2</sup> &#x00B7; year<sup>-1</sup>) compared to the first half (1989-2006, 0.88 km<sup>2</sup> &#x00B7; year<sup>-1</sup>) period. The highest rate of retreat occurred during 2005&#x2013;2007, followed by 2001&#x2013;2005. Many of the glaciers with an area of less than 5 km<sup>2</sup> (<xref ref-type="fig" rid="fig-4-22317">Figure 4a</xref>) located in the southern part of KGI have shown higher recession rates compared with others in the study area. It is important to mention that, five glaciers have shown significant retreat up to 12 km<sup>2</sup> (since 1989) such as Anna glacier (G-01), Polonia Piedmont glacier (G-02), Arctowski Icefield (G-03), Hektor Isfall Ouest (G-04) and Domeyco glacier (G-05) with 12.5 km<sup>2</sup>, 9.36 km<sup>2</sup>, 8.43 km<sup>2</sup>, 8.0 km<sup>2</sup> and 5.17 km<sup>2</sup> glacier lost, respectively (<xref ref-type="fig" rid="fig-3-22317">Figure 3a</xref>). In addition, 34% of the glaciers in KGI have lost less than 10% of their glacial area, while 32% of the total glaciers lost between 10% and 20% (<xref ref-type="fig" rid="fig-4-22317">Figure 4b</xref>). Moreover, of the total of glaciers (73) on KGI, 37% had a mixed terminating, 42% were land-terminating and 21% were marine-terminating. Furthermore, of the total glacier area lost, 35% corresponds to marine-terminating glaciers, 16% corresponds to land-terminating glaciers, and 49% to mixed-terminating glaciers (<xref ref-type="fig" rid="fig-3-22317">Figure 3b</xref>). In addition, our findings show a recession glacier retreat observed since 2008 (<xref ref-type="fig" rid="fig-5-22317">Figure 5</xref>).</p>
<fig id="fig-3-22317">
<label>Figure 3.</label>
<caption><title>a) Glacier delimitation in KGI specifying the glaciers that have lost more glacier area. b) Map of KGI showing the glaciers according to their frontal termination.</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-3-22317.jpg"/>
</fig>
<table-wrap id="tabw-7-22317">
<label><bold>Table 7.</bold></label>
<caption><title>Changes in glacier cover on King George Island, period 1989-2020.</title></caption>
<table id="tab-7-22317" frame="hsides" border="1" rules="all">
<col width="15%"/>
<col width="25%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<col width="15%"/>
<thead>
<tr>
<th valign="bottom" align="left"><p>Year</p></th>
<th valign="bottom" align="center"><p>Area (km<sup>2</sup>)</p></th>
<th valign="bottom" align="center"><p>Period (years)</p></th>
<th valign="bottom" align="center"><p>Area lost (km<sup>2</sup>)</p></th>
<th valign="bottom" align="center"><p>Area loss (%)</p></th>
<th valign="bottom" align="center"><p>Rate of retreat (km<sup>2</sup>&#x00D7;year<sup>-1</sup>)</p></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><p>1989</p></td>
<td valign="top" align="center"><p>1098.42</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
<td valign="top" align="center"><p>&#x00A0;</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2001</p></td>
<td valign="top" align="center"><p>1054.88</p></td>
<td valign="top" align="center"><p>12</p></td>
<td valign="top" align="center"><p>43.54</p></td>
<td valign="top" align="center"><p>3.96</p></td>
<td valign="top" align="center"><p>3.63</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2005</p></td>
<td valign="top" align="center"><p>1034.62</p></td>
<td valign="top" align="center"><p>4</p></td>
<td valign="top" align="center"><p>20.26</p></td>
<td valign="top" align="center"><p>1.84</p></td>
<td valign="top" align="center"><p>5.06</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2007</p></td>
<td valign="top" align="center"><p>1018.76</p></td>
<td valign="top" align="center"><p>2</p></td>
<td valign="top" align="center"><p>15.86</p></td>
<td valign="top" align="center"><p>1.44</p></td>
<td valign="top" align="center"><p>7.93</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2008</p></td>
<td valign="top" align="center"><p>1017.45</p></td>
<td valign="top" align="center"><p>1</p></td>
<td valign="top" align="center"><p>1.31</p></td>
<td valign="top" align="center"><p>0.12</p></td>
<td valign="top" align="center"><p>1.31</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2014</p></td>
<td valign="top" align="center"><p>1003.83</p></td>
<td valign="top" align="center"><p>6</p></td>
<td valign="top" align="center"><p>13.62</p></td>
<td valign="top" align="center"><p>1.24</p></td>
<td valign="top" align="center"><p>2.27</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2015</p></td>
<td valign="top" align="center"><p>1000.26</p></td>
<td valign="top" align="center"><p>1</p></td>
<td valign="top" align="center"><p>3.57</p></td>
<td valign="top" align="center"><p>0.33</p></td>
<td valign="top" align="center"><p>3.57</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2016</p></td>
<td valign="top" align="center"><p>999.44</p></td>
<td valign="top" align="center"><p>1</p></td>
<td valign="top" align="center"><p>0.82</p></td>
<td valign="top" align="center"><p>0.07</p></td>
<td valign="top" align="center"><p>0.82</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2017</p></td>
<td valign="top" align="center"><p>997.57</p></td>
<td valign="top" align="center"><p>1</p></td>
<td valign="top" align="center"><p>1.87</p></td>
<td valign="top" align="center"><p>0.17</p></td>
<td valign="top" align="center"><p>1.87</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>2020</p></td>
<td valign="top" align="center"><p>989.45</p></td>
<td valign="top" align="center"><p>3</p></td>
<td valign="top" align="center"><p>8.12</p></td>
<td valign="top" align="center"><p>0.74</p></td>
<td valign="top" align="center"><p>2.71</p></td>
</tr>
<tr>
<td valign="top" align="left"><p>Total</p></td>
<td valign="top" align="center"><p>-</p></td>
<td valign="top" align="center"><p>31</p></td>
<td valign="top" align="center"><p>108.97</p></td>
<td valign="top" align="center"><p>9.92</p></td>
<td valign="top" align="center"><p>3.52</p></td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="fig-4-22317">
<label>Figure 4.</label>
<caption><title>a) Relationship between glacier loss rate and glacier area in 2020, b) glacier loss in percentage related to the number of existing glaciers (the black inner number indicates the number of glaciers).</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-4-22317.jpg"/>
</fig>
<fig id="fig-5-22317">
<label>Figure 5.</label>
<caption><title>Glacier area and glacier area lost accumulated.</title></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fig-5-22317.jpg"/>
</fig>
</sec>
</sec>
<sec sec-type="sec-10-22317">
<label><bold>4.</bold></label>
<title><bold>Discussion</bold></title>
<p>In recent decades, some studies (<xref ref-type="bibr" rid="ref-52-22317">Wei <italic>et al.</italic>, 2019</xref>; <xref ref-type="bibr" rid="ref-45-22317">Santamar&#x00ED;a-del-&#x00C1;ngel <italic>et al.</italic>, 2021</xref>) have highlighted an asymmetric climate variability between subregions in Antarctica (West Antarctica, East Antarctic, and the Antarctic Peninsula). Our analysis shows that summer temperatures on KGI are above zero between DJF, and near to melting point in SON and MAM. Concerning teleconnections, Pearson coefficient was used to consider the correlation between seasonal and annual surface air temperature, and ENSO index (ONI and SOI). Our results show a Pearson coefficient up to &#x00B1; 0.4 that coincided with the results obtained by <xref ref-type="bibr" rid="ref-9-22317">Clem <italic>et al.</italic> (2016)</xref> who used the SOI, Ni&#x00F1;o 3.4, and Southern Annular Mode (SAM) index (1979-2015) observing that ENSO influence predominates in the Antarctic Peninsula during the austral spring and winter seasons. Several studies affirm that the surface air temperature and precipitation patterns are associated with atmospheric and oceanic warming influenced by SAM and ENSO, impacting different cryosphere components (<xref ref-type="bibr" rid="ref-50-22317">Turner <italic>et al.</italic>, 2019</xref>; <xref ref-type="bibr" rid="ref-3-22317">Bello <italic>et al.</italic>, 2022</xref>). Moreover, several studies have been conducted in KGI to determine changes in some glaciers surface mass balance and frontal position using satellite images and in situ measurements. Our results show that KGI lost 10.3 % (989.5 km<sup>2</sup>) of its area, with an average retreat rate of 3.5 km<sup>2</sup> &#x00B7; year<sup>-1</sup> (<xref ref-type="table" rid="tabw-7-22317">Table 7</xref>) for the study period (1989-2020), and it is consistent with the findings of other studies. <xref ref-type="bibr" rid="ref-47-22317">Sim&#x00F5;es <italic>et al.</italic> (1999)</xref> found that the ice cap retreated about 7 % in the period 1956-1995. <xref ref-type="bibr" rid="ref-44-22317">R&#x00FC;ckamp <italic>et al.</italic>, (2011)</xref> recorded that KGI lost 20 km<sup>2</sup> (1.6 %) of their total area in nine years (2000-2008). <xref ref-type="bibr" rid="ref-34-22317">Osmano&#x011F;lu <italic>et al.</italic> (2013)</xref> confirmed that KGI lost -0.64 &#x00B1; 0.38 m w.e.a<sup>-1</sup> between 2008-2011. <xref ref-type="bibr" rid="ref-48-22317">Sobota <italic>et al.</italic> (2015)</xref> identified that Ecology and Sphinx glacial system lost an area of 41 % (1979-2012), a behaviour also observed by <xref ref-type="bibr" rid="ref-37-22317">Pude&#x0142;ko <italic>et al.</italic> (2018)</xref> who registered a retreat of 6.1 km<sup>2</sup> in the eastern part of Warzawa icefield between 1979-2018 (39 years) with a retreat rate that varied depending of the glacier termination, which predominated in marine-terminating glaciers due to the calving effect. In addition, <xref ref-type="bibr" rid="ref-34-22317">Osmano&#x011F;lu <italic>et al.</italic> (2013)</xref> showed that both, calving effect and basal melting were the dominant processes in the mass loss in Livingston Island (~120 km west of KGI) from 2007-2011. Moreover, our results show that nearly all marine-terminating and mixed-terminating glaciers are experiencing accelerated changes, with a lost area of up to 91 km<sup>2</sup> (83 %) between 1989-2020. In addition, we find that unlike, the 1982/1983 and 1997/1998 El Ni&#x00F1;o events, the 2015/2016 El Ni&#x00F1;o registered values of surface air temperature below the average and a reduction of the precipitation, which could explain the differential glacier retreat. However, a cooling was determined between 2007-2016, associated with a precipitation pattern above the average, which could be associated with the registered recession in KGI in recent years. In the last two decades, the AP has experienced a regional cooling as a result of a decrease in the air surface temperature during the summer months (<xref ref-type="bibr" rid="ref-7-22317">Carrasco, 2013</xref>; <xref ref-type="bibr" rid="ref-33-22317">Oliva <italic>et al.</italic>, 2017</xref>; <xref ref-type="bibr" rid="ref-49-22317">Turner <italic>et al.</italic>, 2016</xref>; <xref ref-type="bibr" rid="ref-50-22317">Turner <italic>et al.</italic>, 2019</xref>; <xref ref-type="bibr" rid="ref-3-22317">Bello <italic>et al.</italic>, 2022</xref>) causing a deceleration in glacial retreat recorded in KGI as in the surrounding islands (<xref ref-type="bibr" rid="ref-32-22317">Navarro <italic>et al.</italic>, 2013</xref>; <xref ref-type="bibr" rid="ref-34-22317">Osmano&#x011F;lu <italic>et al.</italic>, 2013</xref>; <xref ref-type="bibr" rid="ref-29-22317">Marinsek &#x0026; Ermolin, 2015</xref>). Recently, <xref ref-type="bibr" rid="ref-36-22317">P&#x0229;tlicki <italic>et al.</italic> (2017)</xref> confirmed a deceleration in the ice elevation changes of Ecology glacier between 2012-2016. <xref ref-type="bibr" rid="ref-17-22317">Fieber <italic>et al.</italic> (2018)</xref> determined the elevation and volume change of nine glaciers in KGI, only the Esmerald Icefalls A increased their volume but retreated 70 m between 1956-2013. <xref ref-type="bibr" rid="ref-23-22317">Kim <italic>et al.</italic> (2021)</xref> analysed the glacial dynamics in Marian Cove observing a particular glacial retreat deceleration during 2000-2015 (40 km &#x00B7; year<sup>-1</sup> with an annual mean temperature of -1.91 &#x00B0;C), compared to the previous period 1989-2000 (64 km &#x00B7; year<sup>-1</sup> with an annual mean temperature -1.61 &#x00B0;C), similar to the results in the present study. These patterns could explain the glacier retreat rate slowdown for the second half of the present study. Considering that the climate forcing has also been changing since the 1950s, and that the prediction studies indicate that climate warming in the AP will continue over the next decades (<xref ref-type="bibr" rid="ref-6-22317">Bozkurt <italic>et al.</italic>, 2021</xref>), it is very likely that KGI will exhibit volume changes over the next years. Likewise, considering the termination of glaciers in KGI, glaciers with marine termination are more sensitive to marine intrusion generating impacts on the stability of the glacier front, showing radial cracks as a consequence of a progressive process of ice fracture (calving), that accelerated the glacier ice flow. Another element that can contribute to glacial retreat are cryoconites, which are found on glacial surfaces, made up of mineral material (deposited on the ice surface by wind, water and rockfall) and biological material (bacteria, algae and invertebrates), which absorb more solar radiation than the surrounding ice due to their dark color, melting the ice on the glacial surface originating cryoconite holes (<xref ref-type="bibr" rid="ref-12-22317">Cook <italic>et al.</italic>, 2016</xref>).</p>
<p>The spatial variability in the glacial dynamics of KGI, suggest that in addition to atmospheric warming, other factors may influence their dynamics, such as the thermal regime, topography, ocean warming, and radiation exposure (<xref ref-type="bibr" rid="ref-20-22317">Hock, 2005</xref>). Therefore, future observations in surface elevation should confirm these results, especially the influence of the sea-bed topography and water depth over the marine-terminating glaciers.</p>
</sec>
<sec sec-type="sec-11-22317">
<label><bold>5.</bold></label>
<title><bold>Conclusions</bold></title>
<p>In this study, we use climatic data to determine the influence of ENSO events on the glacier change in KGI between 1980-2019. The teleconnection analysis with indexes (ONI and SOI) showed that climatic variables have great variability and heterogeneous responses during ENSO events. For the surface air temperature, we found significant correlations at the annual level and during the austral spring (SON) with opposite behavior between SOI (positive) and ONI (negative). Likewise, for the studied period (31 years) it was determined 9.92 % of glacier recession in KGI. Moreover, of the 73 studied glaciers, 37 % have a mixed terminating (land-terminating and marine-terminating), 42 % were land-terminating and only 21 % were marine-terminating. Furthermore, from total of glacier recession, marine-terminating glaciers had the greatest loss (35 %) of ice coverage compared to the land-terminating glaciers (17 %). These results show the important implications of calving front processes in the in the displacement of the glacier front. Additionally, we observed that glacier coverage reduction was linked to variations (increase) in annual average air temperature between 1980-2006.</p>
</sec>
</body>
<back>
<ack>
<label><bold>6.</bold></label>
<title><bold>Acknowledgements</bold></title>
<p>The present work was financed with the support of the National Fund for Scientific, Technological and Technological Innovation Development of Peru (FONDECYT) 8682-PE with funds from the World Bank and the support of the National Institute of Glaciers and Mountain Ecosystem of Peru (INAIGEM) [Contract No. 003-2018-FONDECYT-BM-IADT-AV], the Office of Antarctic Affairs of the Ministry of Foreign Affairs of Peru (MRE), the National Service of Meteorology and Hydrology of Peru (SENAMHI) and the post-Graduate School in Water Resources of the National Agrarian University La Molina (UNALM). CB was supported by Universidad Cient&#x00ED;fica del Sur (RESOLUCI&#x00D3;N DIRECTORAL No.008-DGIDI-CIENTIFICA-2024).</p>
</ack>
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