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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1134782</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1134782</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Influence of Eastern, Central and Mix El Ni&#xf1;o on the variability of rainfall in southeastern South America</article-title>
<alt-title alt-title-type="left-running-head">Goudard et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1134782">10.3389/feart.2024.1134782</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>Goudard</surname>
<given-names>Gabriela</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1921445/overview"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Limberger</surname>
<given-names>Leila</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1933729/overview"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Carpenedo</surname>
<given-names>Camila Bertoletti</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="fn" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1776659/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Climatology Laboratory (Laboclima)</institution>, <institution>Department of Geography</institution>, <institution>Federal University of Paran&#xe1; (UFPR)</institution>, <addr-line>Curitiba</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Environmental Dynamics Study Laboratory</institution>, <institution>Department of Geography</institution>, <institution>Western Paran&#xe1; State University</institution>, <addr-line>Marechal C&#xe2;ndido Rondon</addr-line>, <country>Brazil</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Center for Studies on Climate Change and Variability (NUVEM)</institution>, <institution>Department of Soils and Agricultural Engineering</institution>, <institution>Federal University of Paran&#xe1; (UFPR)</institution>, <addr-line>Curitiba</addr-line>, <country>Brazil</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/894431/overview">Maria Elisa Siqueira Silva</ext-link>, University of S&#xe3;o Paulo, Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/943953/overview">Renata Goncalves Tedeschi</ext-link>, Vale Technological Institute (ITV), Brazil</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1676052/overview">Bushra Khalid</ext-link>, Chinese Academy of Sciences (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1280787/overview">Andrea Taschetto</ext-link>, University of New South Wales, Australia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Gabriela Goudard, <email>gabigoudard.ufpr@gmail.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1134782</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Goudard, Limberger and Carpenedo.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Goudard, Limberger and Carpenedo</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>El Ni&#xf1;o/Southern Oscillation (ENSO) plays a very important role in modulating rainfall variability in South America. Although the effects of conventional ENSO are well known, there are significant variations in rainfall patterns when sea surface temperature anomalies manifest over the different regions along the equatorial Pacific, namely, Ni&#xf1;o 3 (East), Ni&#xf1;o 3 and Ni&#xf1;o 4 (Mix), and Ni&#xf1;o 4 (Central) ENSO. This work aims to analyze the variability of precipitation in southeastern South America associated with different types of El Ni&#xf1;o (EN). For this, composite analyzes of precipitation, winds at low and high levels, vertical velocity and geopotential height were carried out. The results indicate that the rainfall pattern associated with Eastern Pacific (EP) El Ni&#xf1;o shows the classic features expected from EN described in previous literature, i.e., a stronger and well-defined positive precipitation anomaly over southeast South America, while Central Pacific (CP) El Ni&#xf1;o shows weaker and even an opposite sign over the region. Mix (MX) El Ni&#xf1;o events present a spatial pattern of precipitation anomalies similar to EP El Ni&#xf1;o events, but with lower intensity in the study area. The heterogeneity of EN-related precipitation effects results from a change in large-scale atmospheric circulation patterns: the Walker cell in the tropics, the Rossby waves in the extratropics, and the circulation of low and high-level jet streams. EP El Ni&#xf1;o events feature a configuration similar to the South American Low-Level Jet, the strengthening of the subtropical jet, better structured Rossby waves and the Pacific-South America pattern. These characteristics are observed in MX El Ni&#xf1;os, but in a weaker way compared to EP El Ni&#xf1;os. CP El Ni&#xf1;o events, on the other hand, present a weakening and spatial displacement of the aforementioned conditions, which is reflected in negative precipitation anomalies in most seasons. Thus, more significant rainfall variations are noted between the EP El Ni&#xf1;os and CP El Ni&#xf1;os, with a predominance of positive and negative rainfall anomalies in the study area, respectively.</p>
</abstract>
<kwd-group>
<kwd>atmospheric teleconnections</kwd>
<kwd>ENSO types</kwd>
<kwd>precipitation anomalies</kwd>
<kwd>GPCC</kwd>
<kwd>South America rainfall</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Atmospheric Science</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The El Ni&#xf1;o/Southern Oscillation (ENSO) is the dominant interannual mode of the climate system that influences the atmospheric circulation and rainfall anomalies over the tropics, subtropics, and extratropics (<xref ref-type="bibr" rid="B1">Aceituno, 1988</xref>; <xref ref-type="bibr" rid="B52">Philander, 1990</xref>; <xref ref-type="bibr" rid="B74">Yu and Kim, 2013</xref>; <xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>). El Ni&#xf1;o (EN) and La Ni&#xf1;a (LN) events are associated with warmer and colder than average sea surface temperature (SST) conditions in the central-east equatorial Pacific, respectively. It is a coupled ocean-atmosphere phenomenon in the equatorial Pacific marked by changes in surface and subsurface temperatures, as well as variations in the zonal pressure gradient and trade winds. The description of this oscillation and its phases has been highlighted in several studies such as those by <xref ref-type="bibr" rid="B52">Philander (1990)</xref>, <xref ref-type="bibr" rid="B68">Trenberth and Caron (2000)</xref>, <xref ref-type="bibr" rid="B71">Wang et al. (2016)</xref>, <xref ref-type="bibr" rid="B23">Grimm (2009</xref>, <xref ref-type="bibr" rid="B24">2021)</xref>, among others.</p>
<p>Marked by the predominance of subtropical climates and a regular distribution of precipitation, southeastern South America (SA&#x2014;<xref ref-type="fig" rid="F1">Figure 1</xref>) is one of the most sensitive regions to ENSO teleconnections (<xref ref-type="bibr" rid="B25">Grimm et al., 1998</xref>; <xref ref-type="bibr" rid="B21">Grimm, 2003</xref>, <xref ref-type="bibr" rid="B22">2004</xref>; <xref ref-type="bibr" rid="B26">Grimm and Tedeschi, 2009</xref>). Previous studies point out that during ENSO&#x2019;s warm phase (EN) precipitation increases, while during the cold phase (LN) precipitation decreases considerably in this region. However, recent studies have shown that ENSO impacts vary according to the position of SST anomalies in the equatorial Pacific (<xref ref-type="bibr" rid="B27">Hill et al., 2009</xref>, <xref ref-type="bibr" rid="B28">2011</xref>; <xref ref-type="bibr" rid="B56">Rodrigues et al., 2011</xref>). These episodes modify the atmospheric circulation affecting precipitation, extreme events (<xref ref-type="bibr" rid="B26">Grimm and Tedeschi, 2009</xref>; <xref ref-type="bibr" rid="B55">Robledo et al., 2013</xref>; <xref ref-type="bibr" rid="B66">Tedeschi et al., 2015</xref>, <xref ref-type="bibr" rid="B67">2016</xref>), surface temperature (<xref ref-type="bibr" rid="B5">Barros et al., 2002</xref>), atmospheric systems (<xref ref-type="bibr" rid="B56">Rodrigues et al., 2011</xref>; <xref ref-type="bibr" rid="B57">Rodrigues and McPhaden, 2014</xref>), river flows, with serious impacts on agriculture and hydroelectric power production (<xref ref-type="bibr" rid="B69">Tucci et al., 2003</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Location and climatic characterization of southeastern South America.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g001.tif"/>
</fig>
<p>ENSO has been referred to EP ENSO or Canonical if the warming (cooling) manifests in the Eastern Pacific (Conventional), CP ENSO or Modoki if the key anomalies locate in the Central Pacific, and Mix (MX) ENSO if they extend through eastern and central Pacific (<xref ref-type="bibr" rid="B3">Ashok et al., 2007</xref>; <xref ref-type="bibr" rid="B4">Ashok and Yamagata, 2009</xref>; <xref ref-type="bibr" rid="B34">Kao and Yu, 2009</xref>; <xref ref-type="bibr" rid="B66">Tedeschi, et al., 2015</xref>, <xref ref-type="bibr" rid="B67">2016</xref>; <xref ref-type="bibr" rid="B2">Andreoli et al., 2016</xref>; <xref ref-type="bibr" rid="B39">Kayano et al., 2016</xref>; <xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>). Several studies have highlighted that the frequency of these events has changed in recent decades (<xref ref-type="bibr" rid="B3">Ashok et al., 2007</xref>; <xref ref-type="bibr" rid="B43">Lee and McPhaden, 2010</xref>; <xref ref-type="bibr" rid="B49">McPhaden et al., 2011</xref>; <xref ref-type="bibr" rid="B74">Yu and Kim, 2013</xref>; <xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>), which makes the present study relevant.</p>
<p>In addition to the different typologies of ENSO and their effects on rainfall, studies by <xref ref-type="bibr" rid="B46">Lin and Qian (2019)</xref> demonstrate the need to consider the life cycle of ENSO, taking into account the transition phases. For the authors, four ENSO phases should be considered (warm phase, cold phase, cold to warm transition, and warm to cold transition) to replace the traditional three-phase paradigm (warm, cold, and neutral phases). These phases are in agreement with studies by <xref ref-type="bibr" rid="B9">Capotondi et al. (2015)</xref>; <xref ref-type="bibr" rid="B14">Chen et al. (2016)</xref>; <xref ref-type="bibr" rid="B51">Okumura (2019)</xref>, among others, that highlight the asymmetries between the ENSO events, both concerning the temporality of recurrence, and the switch between EN and LN.</p>
<p>The impact of ENSO on SA depends on a variety of factors, including ENSO diversity and the phase of other modes of climate variability (e.g., <xref ref-type="bibr" rid="B38">Kayano et al., 2019</xref>; <xref ref-type="bibr" rid="B37">2020</xref>; <xref ref-type="bibr" rid="B17">Fernandes and Grimm, 2023</xref>; <xref ref-type="bibr" rid="B30">Hu et al., 2023</xref>). Despite our significant progress in understanding ENSO using observations and simulations in recent decades, the impacts associated with ENSO diversity in SA are not fully understood.</p>
<p>Thus, this paper aims to analyze the rainfall variability in southeastern SA associated with different types of EN (EP, CP, and MX). This study presents the following: i) the mean atmospheric pattern and precipitation in southeastern SA; ii) the EN types classified using the 1950 to 2020 period; iii) a seasonal analysis of the southeastern SA rainfall patterns associated with EN types; and, iv) a discussion of the ocean-atmosphere interaction for different EN types based on winds, vertical velocity and geopotential height data. In this study, we chose to analyze only EN events, as they present greater variations in precipitation anomalies in the study area according to the different ENSO typologies.</p>
<p>The results will contribute to understanding variability and the mechanisms related to precipitation in SA, providing insights to improve regional climate forecasts and manage climate risks.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Database</title>
<p>We used monthly precipitation data from the Global Precipitation Climatology Centre (GPCC), at the horizontal resolution of 0.25&#xb0; &#xd7; 0.25&#xb0; (<xref ref-type="bibr" rid="B58">Schneider et al., 2022</xref>). We also employed the Extended Reconstructed Sea Surface Temperature version 5&#x2013;ERSSTv5 (<xref ref-type="bibr" rid="B31">Huang et al., 2017</xref>), derived from the International Comprehensive Ocean-Atmosphere Dataset (ICOADS). ERSSTv5 is a global monthly SST dataset, with a spatial resolution of 2&#xb0;. For the analysis of the atmospheric fields, monthly data of wind (850 hPa and 200 hPa), vertical velocity (omega&#x2013;200 hPa) and geopotential height (200 hPa) from NCEP/NCAR reanalysis I (<xref ref-type="bibr" rid="B33">Kalnay et al., 1996</xref>) were used. The period analyzed is from 1950 to 2020.</p>
</sec>
<sec id="s2-2">
<title>2.2 Identification of ENSO events</title>
<p>In this study, the determination of EN episodes is based on the dates contained in the ONI index (Oceanic Ni&#xf1;o Index). ENSO events are selected if they are equal to or greater than &#x2b;0.5&#xb0;C (equal to or less than at &#x2212;0.5&#xb0;C) for the warm phase (cold phase) persistent for 5 consecutive quarters. The events were defined based on the periods available on the CPC/NOAA website (<ext-link ext-link-type="uri" xlink:href="https://origin.cpc.ncep.noaa.gov/products/analysis_monitoring/ensostuff/ONI_v5.php">https://origin.cpc.ncep.noaa.gov/products/analysis_ monitoring/ensostuff/ONI_v5.php</ext-link>). The intensity, used only to characterize the events, was based on <xref ref-type="bibr" rid="B19">GGWS&#x2014;Golden Gate Weather Services (2021)</xref>, considering as weak&#x2014;SST anomalies from 0.5 to 0.9 (&#x2212;0.5 to &#x2212;0.9), moderate from 1.0 to 1.4 (&#x2212;1.0 to &#x2212;1.4), strong from 1.5 to 1.9 (&#x2212;1.5 to &#x2212;1.9), and very strong &#x2265;2.0 (&#x2264;&#x2212;2.0) for EN (LN) events. In this study, only the years of EN were analyzed.</p>
<p>There are several methods for determining the types of ENSO, as evidenced in studies by <xref ref-type="bibr" rid="B74">Yu and Kim (2013)</xref>: the central-location method used by <xref ref-type="bibr" rid="B41">Kug et al. (2009)</xref>; <xref ref-type="bibr" rid="B73">Yeh et al. (2009)</xref> and <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref>; the Modoki El Ni&#xf1;o Index method used in <xref ref-type="bibr" rid="B3">Ashok et al. (2007)</xref>; the Cold Tongue and Warm Pool method proposed by <xref ref-type="bibr" rid="B54">Ren and Jin (2011)</xref>; and a pattern correlation method based on Empirical Orthogonal Function analysis used in <xref ref-type="bibr" rid="B34">Kao and Yu (2009)</xref> and <xref ref-type="bibr" rid="B74">Yu and Kim (2013)</xref>, to cite a few.</p>
<p>The characterization of events in EP and CP is based on the studies of <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref>. EP ENSO occurs with SST anomalies in the adapted Ni&#xf1;o 3 region (140&#xb0;W&#x2013;90&#xb0;W, 5&#xb0;N&#x2013;5&#xb0;S&#x2014;with less 10&#xb0; of longitude on the west side, to obtain separate regions&#x2014;<xref ref-type="fig" rid="F2">Figure 2B</xref>) and CP ENSO in the Ni&#xf1;o 4 region (160&#xb0;E&#x2013;150&#xb0;W, 5&#xb0;N&#x2013;5&#xb0;S; <xref ref-type="fig" rid="F2">Figures 2A, B</xref>). MX ENSO were also included in the analysis, following the definition used by <xref ref-type="bibr" rid="B74">Yu and Kim (2013)</xref> and <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref> (<xref ref-type="fig" rid="F2">Figure 2C</xref>). In this study, MX events were considered those that, throughout their space-time evolution (June 0 to May &#x2b;1, with emphasis on DJF), moved between Ni&#xf1;o 3 and Ni&#xf1;o 4 regions or presented spatial configurations between these two regions (<xref ref-type="fig" rid="F2">Figure 2C</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Location of ENSO. <bold>(A)</bold> Ni&#xf1;o regions: Ni&#xf1;o1&#x2b;2 (0&#x2013;10S, 90W&#x2013;80W), Ni&#xf1;o3 (5N&#x2013;5S,150W&#x2013;90W), Ni&#xf1;o3.4 (5N&#x2013;5S,170W&#x2013;120W), and Ni&#xf1;o4 (5N&#x2013;5S, 160E&#x2013;150W). <bold>(B)</bold> ENSO regions used in <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015)</xref>. <bold>(C)</bold> ENSO regions used in this study.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g002.tif"/>
</fig>
<p>The ENSO cycle begins in the austral winter (year 0 of the event) and ends in the austral autumn/winter of the following year (&#x2b;1) (<xref ref-type="bibr" rid="B72">Wolter and Timlin, 2011</xref>). In this context, the monthly spatial evolution of SST anomalies was analyzed during this period (June 0 to May &#x2b;1, with emphasis on DJF) for the determination of EP, CP, and MX El Ni&#xf1;os (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>El Ni&#xf1;o events: types and intensity (1950&#x2013;2020).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">El Ni&#xf1;o (EN)</th>
<th align="center">Type (DJF)</th>
<th align="center">Intensity</th>
<th align="center">El Ni&#xf1;o (EN)</th>
<th align="center">Type (DJF)</th>
<th align="center">Intensity</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1951&#x2013;1952</td>
<td align="center">EP</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
<td align="center">1986&#x2013;1987</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
</tr>
<tr>
<td align="center">1953&#x2013;1954</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">1987&#x2013;1988</td>
<td align="center">MX</td>
<td align="center" style="background-color:#F791A0">Strong</td>
</tr>
<tr>
<td align="center">1957&#x2013;1958</td>
<td align="center">MX</td>
<td align="center" style="background-color:#F791A0">Strong</td>
<td align="center">1991&#x2013;1992</td>
<td align="center">MX</td>
<td align="center" style="background-color:#F791A0">Strong</td>
</tr>
<tr>
<td align="center">1958&#x2013;1959</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">1994&#x2013;1995</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
</tr>
<tr>
<td align="center">1963&#x2013;1964</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
<td align="center">1997&#x2013;1998</td>
<td align="center">EP</td>
<td align="center" style="background-color:#F35B71">Very strong</td>
</tr>
<tr>
<td align="center">1965&#x2013;1966</td>
<td align="center">MX</td>
<td align="center" style="background-color:#F791A0">Strong</td>
<td align="center">2002&#x2013;2003</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
</tr>
<tr>
<td align="center">1968&#x2013;1969</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
<td align="center">2004&#x2013;2005</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
</tr>
<tr>
<td align="center">1969&#x2013;1970</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">2006&#x2013;2007</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
</tr>
<tr>
<td align="center">1972&#x2013;1973</td>
<td align="center">MX</td>
<td align="center" style="background-color:#F791A0">Strong</td>
<td align="center">2009&#x2013;2010</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FABEC7">Moderate</td>
</tr>
<tr>
<td align="center">1976&#x2013;1977</td>
<td align="center">EP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">2014&#x2013;2015</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
</tr>
<tr>
<td align="center">1977&#x2013;1978</td>
<td align="center">CP</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">2015&#x2013;2016</td>
<td align="center">EP</td>
<td align="center" style="background-color:#F35B71">Very strong</td>
</tr>
<tr>
<td align="center">1979&#x2013;1980</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
<td align="center">2018&#x2013;2019</td>
<td align="center">MX</td>
<td align="center" style="background-color:#FDE7EA">Weak</td>
</tr>
<tr>
<td align="center">1982&#x2013;1983</td>
<td align="center">EP</td>
<td align="center" style="background-color:#F35B71">Very strong</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>It is noteworthy that the differences in the classification of EN events between our study and those of <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref> occur due to the different SST (version 5 in here) and rainfall (GPCC) datasets, as well as the period of data used (anomalies from 1950 to 2020 compared to the climatological normal from 1991 to 2020). Furthermore, this paper incorporated the Mix El Ni&#xf1;o into the analyses.</p>
</sec>
<sec id="s2-3">
<title>2.3 Characterization of rainfall variability associated with ENSO</title>
<p>To characterize rainfall variability during EN years, we analysed the composition of seasonal rainfall anomalies from June (year 0) to May (year &#x2b;1) for years classified for different types of EN events (EP, CP, and MX).</p>
<p>The atmospheric anomaly fields are analyzed using winds (850 hPa and 200 hPa), vertical velocity (200 hPa) and geopotential height (200 hPa) for different types of EN. In addition, they were discussed putting into context existing contributions from the literature, using the studies by <xref ref-type="bibr" rid="B16">Drumond and Ambrizzi (2006)</xref>; <xref ref-type="bibr" rid="B59">Silva and Ambrizzi (2006</xref>, <xref ref-type="bibr" rid="B60">2010)</xref>; <xref ref-type="bibr" rid="B61">Silva et al. (2009</xref>, <xref ref-type="bibr" rid="B62">2011)</xref>; <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref>; <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref>; <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>, among others. A two-tailed Student&#x2019;s t-test was applied to the composites to determine the areas of statistical significance at the 90% confidence level.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Precipitation in southeastern South America</title>
<p>SA has considerable climate diversification due to its territorial extension, the conjunction between atmospheric elements, and geographical particularities (<xref ref-type="bibr" rid="B53">Reboita et al., 2010</xref>). The main tropical modulators of precipitation in SA are the Intertropical Convergence Zone (ITCZ), the South Atlantic Convergence Zone (SACZ), and the South American Low-Level Jet (SALLJ; e.g., <xref ref-type="bibr" rid="B53">Reboita et al., 2010</xref>; <xref ref-type="bibr" rid="B42">Laureanti, 2020</xref>), as shown in <xref ref-type="fig" rid="F3">Figure 3A</xref> (<xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Atmospheric features and rainfall climatology. <bold>(A)</bold> Schematic of the main climatological features in South America. Source: <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>. The blue and red lines represent features in June- July- August (JJA) and December- January- February (DJF), respectively. ITCZ: Inter-tropical Convergence Zone. SALLJ: South American Low-Level Jet. SACZ: South Atlantic convergence zone. CL: Chaco Low. MCS: Mesoscale convective system <bold>(B)</bold> Seasonal rainfall climatology in December-January-February (DJF); <bold>(C)</bold> March-April-May (MAM); <bold>(D)</bold> June-July-August (JJA); and, <bold>(E)</bold> September-October-November (SON).</p>
</caption>
<graphic xlink:href="feart-12-1134782-g003.tif"/>
</fig>
<p>The Atlantic trade winds and the ITCZ modulate the SA climate in the tropics while the SALLJ plays an important role in transporting a large amount of moisture from the Amazon and the tropical Atlantic Ocean towards the subtropics, facilitating the development of mesoscale convective systems, as well as assisting in the configuration of the SACZ, especially in the summer (<xref ref-type="fig" rid="F3">Figure 3A</xref>; <xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>). The SALLJ can manifest in two regimes: strong southwards flow that transports moisture from the Amazon basin to the southern Brazil, Uruguay, and northern Argentina (more prevalent in JJA) and a weak eastwards flow that redirects moisture to the SACZ (which develops more often in DJF), increasing rainfall in southeast Brazil (<xref ref-type="fig" rid="F3">Figures 3B, D</xref>, respectively; <xref ref-type="bibr" rid="B47">Marengo et al., 2004</xref>; <xref ref-type="bibr" rid="B11">Carvalho et al., 2004</xref>; <xref ref-type="bibr" rid="B44">Liebmann et al., 2004</xref>). As the season progresses, these processes weaken and the moisture fluxes from the Amazon decrease considerably.</p>
<p>The South Atlantic Subtropical Anticyclone (SASA), a semi-permanent pressure system, also contributes to the moisture fluxes in the SA, which may or may not intensify the SALLJ according to their positioning&#x2014;further south-east in summer (increasing rainfall in southeastern SA; <xref ref-type="fig" rid="F3">Figure 3B</xref>) and north-west in winter (decreasing rainfall in Southeastern SA; <xref ref-type="fig" rid="F3">Figure 3D</xref>) in the Atlantic Ocean (<xref ref-type="bibr" rid="B53">Reboita et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>).</p>
<p>In the rainy season (October to April) the role of the South American Monsoon System (SAMS) stands out; it helps to transport moisture across the continent using jet streams towards the extratropics (<xref ref-type="bibr" rid="B76">Zhou and Lau, 1998</xref>; <xref ref-type="bibr" rid="B45">Liebmann and Mechoso, 2011</xref>; <xref ref-type="bibr" rid="B18">Gan et al., 2021</xref>). In the dry season (May to September) the frontal systems are responsible for a considerable portion of the precipitation in the SA, especially in the central-southern part of the continent, so they directly influence rainfall in Southeastern SA (<xref ref-type="fig" rid="F3">Figure 3D</xref>; <xref ref-type="bibr" rid="B12">Cavalcanti and Kousky, 2009</xref>).</p>
<p>These atmospheric features contribute to the regular distribution of precipitation in the southeast of SA throughout all seasons of the year, a typical characteristic of subtropical climates, which predominate in the southeast of the SA (<xref ref-type="fig" rid="F1">Figure 1</xref>). Above all, these dynamics are observed in the eastern portion of the Andes (<xref ref-type="fig" rid="F3">Figures 3B&#x2013;E</xref>). The seasonal analysis of rainfall shows that austral summer (<xref ref-type="fig" rid="F3">Figure 3B</xref>) and spring (<xref ref-type="fig" rid="F3">Figure 3E</xref>) have the most expressive rainfall values. Spatially, the largest rainfall concentrates in the northern and eastern areas of the domain in austral summer (<xref ref-type="fig" rid="F3">Figure 3B</xref>), in the east in spring (<xref ref-type="fig" rid="F3">Figure 3E</xref>) and autumn (<xref ref-type="fig" rid="F3">Figure 3C</xref>), and in the south in winter (<xref ref-type="fig" rid="F3">Figure 3D</xref>).</p>
<p>ENSO events modify the atmospheric mechanisms of SA through local (ocean-atmosphere heat transfer), tropical (Walker climatological circulation), and extratropical (Rossby wave train pattern) forcings (<xref ref-type="bibr" rid="B8">Cai et al., 2020</xref>). In this context, the mechanisms associated with the different types of ENSO culminate in changes in the rainfall variability over the study area, which are explored in the next section.</p>
</sec>
<sec id="s3-2">
<title>3.2 Characterization of different types of ENSO and their effects on southeastern South America rainfall</title>
<p>In the period analyzed in this study (1950&#x2013;2020), 25 EN events were identified with different types and intensities (<xref ref-type="table" rid="T1">Table 1</xref>). Of the 25 events identified (<xref ref-type="table" rid="T1">Table 1</xref>), 5 were classified as EP, 7 CP and 13 MX. MX events were predominant throughout the period of analysis since we choose to consider EP and CP only the episodes that did not show overlaps, to better characterize the different typologies of EN. The analysis of <xref ref-type="table" rid="T1">Table 1</xref> shows some EN events have very strong intensity, 1982&#x2013;1983, 1997&#x2013;1998, and 2015&#x2013;2016 stand out, marked by positive rainfall anomalies in the study area.</p>
<p>In the EP events (<xref ref-type="fig" rid="F4">Figure 4A</xref>), the maximum SST anomalies occur in the equatorial region of the eastern Pacific (region Ni&#xf1;o3), in MX events (<xref ref-type="fig" rid="F4">Figure 4B</xref>), occur concomitantly between the Ni&#xf1;o3 and Ni&#xf1;o4 regions and for CP events (<xref ref-type="fig" rid="F4">Figure 4C</xref>), the SST anomalies are located in the central Pacific (Ni&#xf1;o4 region). <xref ref-type="bibr" rid="B13">Chen et al. (2015)</xref> suggest that the asymmetry, irregularity and extremes of EN result from westerly wind bursts, a type of state-dependent atmospheric perturbation in the equatorial Pacific. For the authors, these winds are favorable to the development of canonical events (EP) and strong.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Composites of SST anomalies in DJF for East Pacific El Ni&#xf1;o <bold>(A)</bold>, Mix El Ni&#xf1;o <bold>(B)</bold> and Central Pacific El Ni&#xf1;o <bold>(C)</bold>. Dotted areas are significant at the 90% level based on a two-tailed Student&#x2019;s <italic>t</italic>-test.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g004.tif"/>
</fig>
<p>During ENSO events in DJF, a horseshoe or boomerang-shaped pattern (e.g., <xref ref-type="bibr" rid="B70">Wang et al., 2000</xref>; <xref ref-type="bibr" rid="B32">Juneng and Tangang, 2005</xref>) is also noted between the equatorial Pacific SST anomalies inversely with those of the North and South Pacific. In EN events there are negative anomalies in the North and South Pacific and in LN events (not shown) the anomalies are positive in the Pacific extratropics.</p>
<p>Concerning atmospheric aspects, <xref ref-type="bibr" rid="B28">Hill et al. (2011)</xref> emphasize that in response to the displacement of the SST anomalies between EP and CP events, the large-scale circulation is also displaced throughout the atmosphere. According to <xref ref-type="bibr" rid="B64">Tedeschi (2013)</xref>, it is noted that the upward movements in the Walker cell over the tropical Pacific are stronger and extend over a larger region during EP El Ni&#xf1;o when compared to CP El Ni&#xf1;o. These facts partly explain the precipitation anomalies in southeastern SA, stronger in EP El Ni&#xf1;o.</p>
<p>In addition to changes in the atmospheric circulation over SA, variations in frequency and position of SST anomalies in the Pacific in different types of ENSO also have combined effects with other interannual, interdecadal, and multidecadal modes of variability and indexes, such as: Pacific Decadal Oscillation (PDO), Pacific Interdecadal Oscillation (IPO), Antarctic Oscillation (AAO), and Atlantic Multidecadal Oscillation (AMO)&#x2014;<xref ref-type="table" rid="T2">Table 2</xref>. Specifically, about the PDO, analyses by <xref ref-type="bibr" rid="B75">Zhang et al. (1997)</xref>, <xref ref-type="bibr" rid="B35">Kayano and Andreoli (2009)</xref>, and <xref ref-type="bibr" rid="B62">Silva et al. (2011)</xref>, among others, suggest that in the positive phase of the PDO (PDO&#x2b;), higher frequencies and intensities of EN are noted, whereas in the negative phase (PDO-) there are more LN.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Summary of the combined effects of oscillations on the frequency of different ENSO typologies based on previous findings by <xref ref-type="bibr" rid="B10">Carvalho et al. (2005)</xref>; <xref ref-type="bibr" rid="B37">Kayano et al. (2020)</xref>; <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>; <xref ref-type="bibr" rid="B42">Laureanti (2020)</xref>; <xref ref-type="bibr" rid="B36">Kayano and Andreoli (2021)</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">ENSO/Oscillations</th>
<th align="center">EPEN <inline-graphic xlink:href="FEART_feart-2024-1134782_wc_tfx1.tif"/>
</th>
<th align="center">CPEN <inline-graphic xlink:href="FEART_feart-2024-1134782_wc_tfx2.tif"/>
</th>
<th align="center">EPLN <inline-graphic xlink:href="FEART_feart-2024-1134782_wc_tfx3.tif"/>
</th>
<th align="center">CPLN <inline-graphic xlink:href="FEART_feart-2024-1134782_wc_tfx4.tif"/>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center" style="background-color:#F2F2F2">PDO &#x2b;</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">PDO &#x2212;</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">IPO &#x2b;</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">IPO &#x2212;</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AMO &#x2b;</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td colspan="2" align="center">Little evident effects</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AMO &#x2212;</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td colspan="2" align="center">Little evident effects</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AAO &#x2b;</td>
<td colspan="2" align="center" style="background-color:#E5DFEC">Decrease&#x2a;</td>
<td colspan="2" align="center" style="background-color:#CCC0D9">Frequency increase&#x2a;</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AAO &#x2212;</td>
<td colspan="2" align="center" style="background-color:#CCC0D9">Increase&#x2a;</td>
<td colspan="2" align="center" style="background-color:#E5DFEC">Frequency decrease&#x2a;</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AMO&#x2b;/PDO&#x2212;</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td colspan="2" align="center">Little evident effects</td>
</tr>
<tr>
<td align="center" style="background-color:#F2F2F2">AMO&#x2212;/PDO&#x2b;</td>
<td align="center" style="background-color:#CCC0D9">Increase</td>
<td align="center" style="background-color:#E5DFEC">Decrease</td>
<td colspan="2" align="center">Little evident effects</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Legend: EPEN, EP El Ni&#xf1;o; CPEN, CP El Ni&#xf1;o; EPLN, EP La Ni&#xf1;a; CPLN, CP La Ni&#xf1;a.</p>
</fn>
<fn>
<p>Sources: PDO, <xref ref-type="bibr" rid="B37">Kayano et al (2020)</xref>; IPO, <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref> and <xref ref-type="bibr" rid="B42">Laureanti (2020)</xref>; AMO, <xref ref-type="bibr" rid="B36">Kayano and Andreoli (2021)</xref>; AAO: AMO/PDO, <xref ref-type="bibr" rid="B36">Kayano and Andreoli (2021)</xref>. In the cases of (&#x2a;) in the table, the authors did not differentiate ENSO, typologies in EP, and CP.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Studies by <xref ref-type="bibr" rid="B62">Silva et al. (2011)</xref> indicate that in PDO&#x2b; the SST anomalies in the equatorial Pacific are stronger and located further east, whereas in PDO&#x2212;, in addition to being less intense, the SST anomalies lie further west. This fact is in accordance with studies by <xref ref-type="bibr" rid="B36">Kayano and Andreoli (2021)</xref> that demonstrated that in PDO&#x2b; (PDO&#x2212;) there is a predominance of EP El Ni&#xf1;o (CP El Ni&#xf1;o) and CP La Ni&#xf1;a (EP La Ni&#xf1;a). <xref ref-type="bibr" rid="B40">Kayano et al. (2009)</xref> also suggest that the PDO phase shift around 1976 may be linked to a higher frequency of CP events in subsequent years. This fact is consistent with the literature and with the ENSO classification presented in this study (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<p>In addition, the authors also identified inter-relationships with the AMO (<xref ref-type="bibr" rid="B36">Kayano and Andreoli, 2021</xref>), as shown in <xref ref-type="table" rid="T2">Table 2</xref>. Thus, it appears that in addition to the discussions and analyses regarding ENSO typologies, future studies investigating the combined effects between oscillations with different time scales are also necessary.</p>
<p>Regarding EN typologies and their association with rainfall variability, the analysis of seasonal rainfall anomaly composites for EP El Ni&#xf1;o (see <xref ref-type="table" rid="T1">Table 1</xref>) allows us to infer that positive rainfall anomalies occur in all seasons of the year (<xref ref-type="fig" rid="F5">Figures 5A, D, G, J</xref>), with emphasis on SON (0) and D (0) JF (&#x2b;1) (<xref ref-type="fig" rid="F5">Figures 5D, G</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Composites of seasonal precipitation anomalies in southeastern South America during East Pacific El Ni&#xf1;o (left column), Mix El Ni&#xf1;o (middle column) and Central Pacific El Ni&#xf1;o (right column). <bold>(A,B,C)</bold> JJA (0). <bold>(D,E,F)</bold> SON (0). <bold>(G,H,I)</bold> D(0)JF (&#x2b;1). <bold>(J,K,L)</bold> MAM (&#x2b;1). Hatched areas represent values with a significance level of 90%.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g005.tif"/>
</fig>
<p>In JJA (0), positive rainfall anomalies stand out primarily in the state of Paran&#xe1; (Brazil) and in a large portion of Chile (<xref ref-type="fig" rid="F5">Figure 5A</xref>). In spring (SON0) and summer (D0JF&#x2b;1), rainfall increases over southern states of Brazil, Paraguay, Uruguay, and spreads across Argentina (<xref ref-type="fig" rid="F5">Figures 5D, G</xref>). In MAM (&#x2b;1), positive anomalies are retracted mostly to southern and southeast Brazil while rainfall decreases over portions of Argentina and Chile (<xref ref-type="fig" rid="F5">Figure 5J</xref>). These patterns reflect the most frequent conditions of EP El Ni&#xf1;o events, with increased precipitation in southeastern SA, especially in spring (SON0) and summer (D0JF&#x2b;1). Additionally, the heaviest precipitation in SON (0) in EP El Ni&#xf1;o results from a stronger low-level jet (<xref ref-type="fig" rid="F6">Figure 6D</xref>), carrying more moisture to the subtropics of SA. These processes were also found in studies by <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref> and <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>. Studies by <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref> and <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>, demonstrate that the intensification of the Bolivian high system and the SALLJ contribute to the abnormally humid conditions in southeastern SA. The enhanced flow along the SACZ is also intensified in D0JF&#x2b;1 (<xref ref-type="fig" rid="F6">Figure 6G</xref>), contributing to increased rainfall, especially in southeastern Brazil, Paraguay and northern Argentina (<xref ref-type="fig" rid="F5">Figure 5G</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Composites of streamline anomalies and wind intensity (m/s) at 850 hPa over South America during East Pacific El Ni&#xf1;o (left column), Mix El Ni&#xf1;o (middle column) and Central Pacific El Ni&#xf1;o (right column). <bold>(A,B,C)</bold> JJA (0). <bold>(D,E,F)</bold> SON (0). <bold>(G,H,I)</bold> D(0)JF (&#x2b;1). <bold>(J,K,L)</bold> MAM (&#x2b;1). Hatched areas represent values with a significance level of 90%.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g006.tif"/>
</fig>
<p>Note that the typical pattern of EN events, with a decrease in precipitation in the north of the SA (not shown) and an increase in the southeast, is more pronounced for EP El Ni&#xf1;o than for CP El Ni&#xf1;o. This dynamic also stems from a stronger PSA (Pacific-South America&#x2014;<xref ref-type="bibr" rid="B50">Mo and Higgins, 1998</xref>) pattern in EP El Ni&#xf1;o, as also documented in <xref ref-type="bibr" rid="B65">Tedeschi et al. (2013)</xref>, <xref ref-type="bibr" rid="B39">Kayano et al. (2016)</xref>, <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref>, and <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>.</p>
<p>The composition of seasonal precipitation anomalies for MX El Ni&#xf1;o (see <xref ref-type="table" rid="T1">Table 1</xref>) show significant increases in rainfall compared to the climatological average in Central Chile during JJA (0) (<xref ref-type="fig" rid="F5">Figure 5B</xref>) and SON (0), while in SON (0) and D (0) JF (&#x2b;1), positive rainfall anomalies are concentrated in southern Brazil, Uruguay and the border with Argentina (<xref ref-type="fig" rid="F5">Figures 5E, H</xref>), with small portions with statistical significance in D (0)JF (&#x2b;1) and MAM (&#x2b;1) (<xref ref-type="fig" rid="F5">Figures 5H, K</xref>).</p>
<p>The composition of seasonal precipitation anomalies for CP El Ni&#xf1;o (see <xref ref-type="table" rid="T1">Table 1</xref>) shows the predominance of negative precipitation anomalies, with particular emphasis in D (0) JF (&#x2b;1) and MAM (&#x2b;1)&#x2013;<xref ref-type="fig" rid="F5">Figures 5I, L</xref>, mostly without statistical significance. Punctual rainfall increases are verified only in SON (0) (<xref ref-type="fig" rid="F5">Figure 5F</xref>), mostly without statistical significance. These results corroborate the analyzes by <xref ref-type="bibr" rid="B20">Goudard et al. (2022)</xref> when analyzing rainfall variability in southern Brazil associated with different types of ENSO. The authors found positive precipitation anomalies associated with CP El Ni&#xf1;o only in the months of November and December (<xref ref-type="bibr" rid="B20">Goudard et al., 2022</xref>). According to <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref>, above-normal rainfall in small areas of southeastern SA is associated with the PSA1 pattern during SON (0). Notably, the shift of SST anomalies to region Ni&#xf1;o4 makes the effects on precipitation less evident in subtropical and extratropical regions of SA in CP El Ni&#xf1;o compared to EP El Ni&#xf1;o. Thus, for many seasons, there are negative precipitation anomalies for CP El Ni&#xf1;o, which is not an expected rainfall pattern during traditional EN.</p>
<p>The 200 hPa vertical velocity anomalies (<xref ref-type="fig" rid="F7">Figure 7</xref>) for the different types of EN corroborate the precipitation analyses described in <xref ref-type="fig" rid="F5">Figure 5</xref>. Ascending anomalies (negative values) can be noted over Brazil in all seasons of the year in EP El Ni&#xf1;o, with emphasis on SON (0) (<xref ref-type="fig" rid="F7">Figure 7D</xref>) and D (0)JF (&#x2b;1) (<xref ref-type="fig" rid="F7">Figure 7G</xref>). In JJA (0) (<xref ref-type="fig" rid="F7">Figure 7A</xref>) and MAM (&#x2b;1) (<xref ref-type="fig" rid="F7">Figure 7J</xref>) there are downward motion anomalies (positive values) in some parts of Argentina and Paraguay, however, only small portions show statistical significance. In MX El Ni&#xf1;o, downward movements are noted in JJA (0) (<xref ref-type="fig" rid="F7">Figure 7B</xref>) and MAM (&#x2b;1) (<xref ref-type="fig" rid="F7">Figure 7K</xref>) with statistical significance, not showing correspondences with precipitation pattern (<xref ref-type="fig" rid="F5">Figure 5</xref>). In CP El Ni&#xf1;o, downward movement anomalies (positive values) predominate in northern Argentina (<xref ref-type="fig" rid="F7">Figure 7L</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Composites of vertical velocity at 200 hPa over South America during East Pacific El Ni&#xf1;o (left column), Mix El Ni&#xf1;o (middle column) and Central Pacific El Ni&#xf1;o (right column). <bold>(A,B,C)</bold> JJA (0). <bold>(D,E,F)</bold> SON (0). <bold>(G,H,I)</bold> D(0)JF (&#x2b;1). <bold>(J,K,L)</bold> MAM (&#x2b;1). Dotted areas show values with significant at the 90% level.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g007.tif"/>
</fig>
<p>The atmospheric mechanisms linked to the typologies of EN are explored in the mapping of streamlines 850 hPa wind intensity (<xref ref-type="fig" rid="F6">Figure 6</xref>) and in the 200 hPa zonal wind anomalies (<xref ref-type="fig" rid="F8">Figure 8</xref>). For the rainiest periods of EPEN (SON0, especially), there is a configuration similar to SALLJ (<xref ref-type="fig" rid="F6">Figure 6D</xref>) and the strengthening of the subtropical jet around 30&#xb0;S over SA (<xref ref-type="fig" rid="F8">Figure 8D</xref>). This configuration and the coupling of the subtropical jet and the SALLJ can intensify extratropical cyclones, cold fronts and mesoscale convective systems in the region, as pointed out by <xref ref-type="bibr" rid="B63">Silva Dias (1987)</xref> and <xref ref-type="bibr" rid="B65">Tedeschi et al. (2013)</xref>. Furthermore, according to <xref ref-type="bibr" rid="B48">Martinez and Solman (2022)</xref>, the strengthening of the subtropical jet is associated with extreme precipitation events in southeastern SA, which is consistent with the rainfall patterns found for EP El Ni&#xf1;o, especially in spring and summer (<xref ref-type="fig" rid="F5">Figures 5D, G</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Composites of zonal wind anomaly at 200 hPa during East Pacific El Ni&#xf1;o (left column), Mix El Ni&#xf1;o (middle column) and Central Pacific El Ni&#xf1;o (right column). <bold>(A,B,C)</bold> JJA (0). <bold>(D,E,F)</bold> SON (0). <bold>(G,H,I)</bold> D(0)JF (&#x2b;1). <bold>(J,K,L)</bold> MAM (&#x2b;1). Dotted areas show values with significant at the 90% level.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g008.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B59">Silva and Ambrizzi (2006)</xref> emphasize that in strong EN, the SALLJ compounds follow a path slightly positioned south of the climatological circulation, with the maximum jet over northern Argentina, Paraguay and southern Brazil, as can be seen, above all, in SON (0) and D (0) JF (&#x2b;1) (<xref ref-type="fig" rid="F6">Figures 6D, G</xref>). During weak events, the SALLJ are displaced into the SACZ climatological zone (<xref ref-type="bibr" rid="B59">Silva and Ambrizzi, 2006</xref>). Thus, it is noted that during the EP El Ni&#xf1;o, predominantly strong and extremely strong (<xref ref-type="table" rid="T1">Table 1</xref>), positive precipitation anomalies are more evident in southern Brazil (<xref ref-type="fig" rid="F5">Figure 5</xref>&#x2013;first column) in all seasons of the year. In MX El Ni&#xf1;o events, similar but weaker patterns can be noted (<xref ref-type="fig" rid="F6">Figures 6</xref>, <xref ref-type="fig" rid="F8">8</xref>&#x2013;second column) compared to EP El Ni&#xf1;o, which may explain the positive rainfall anomalies of lower intensity observed in this typology. On the other hand, in CP El Ni&#xf1;o events, marked by the predominance of below-average precipitation (<xref ref-type="fig" rid="F5">Figure 5</xref>&#x2013;third column), there is a similar pattern to the weakening of the SALLJ (<xref ref-type="fig" rid="F6">Figure 6</xref>&#x2013;third column), promoting less transport of moisture from the Amazon and the tropical Atlantic, as well as the positioning of the subtropical jet at higher latitudes (around 40&#xb0;S) (<xref ref-type="fig" rid="F8">Figure 8</xref>&#x2013;third column), which prevents precipitation.</p>
<p>In D (0) JF (&#x2b;1) changes in precipitation (predominance of negative anomalies in the CP El Ni&#xf1;o&#x2013;<xref ref-type="fig" rid="F5">Figure 5I</xref>) may be related to regional surface-atmosphere interactions caused by spring precipitation and soil moisture anomalies, according to <xref ref-type="bibr" rid="B21">Grimm (2003</xref>, <xref ref-type="bibr" rid="B22">2004)</xref>, when considering all types of ENSO. Studies of <xref ref-type="bibr" rid="B28">Hill et al. (2011)</xref> also demonstrate that in D (0) JF (&#x2b;1) in CP El Ni&#xf1;o events, the monsoon is suppressed with weakened moisture advection into the SACZ region, which contributes to the decrease in rainfall in southeastern SA.</p>
<p>In MAM (&#x2b;1) negative anomalies predominate (<xref ref-type="fig" rid="F5">Figure 5L</xref>), revealing marked differences compared to EP El Ni&#xf1;o (<xref ref-type="fig" rid="F5">Figure 5J</xref>). In EP El Ni&#xf1;o, a cyclonic anomaly in the Southwest Atlantic and an anticyclonic anomaly in southern SA/adjacent South Atlantic (<xref ref-type="fig" rid="F9">Figure 9J</xref>) result in a strengthening of the subtropical jet (<xref ref-type="fig" rid="F8">Figure 8J</xref>) and, consequently, an increase in precipitation in southern Brazil (and part of the southeast) in autumn (<xref ref-type="fig" rid="F5">Figure 5J</xref>). The increases in precipitation in this period are consistent with several floods that occurred during the autumn-winter of the decaying EN year (&#x2b;1), as in 1983, 1987, 1992, and 1998 (<xref ref-type="bibr" rid="B6">Berri et al., 2002</xref>). In contrast, during the CP El Ni&#xf1;o the subtropical jet is strengthened in the Southwest Atlantic (at approximately 40&#xb0;S), which inhibits the northward propagation of synoptic systems (<xref ref-type="bibr" rid="B65">Tedeschi et al., 2013</xref>; <xref ref-type="fig" rid="F8">Figure 8L</xref>).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Composites of geopotential height anomaly at 200 hPa during East Pacific El Ni&#xf1;o (left column), Mix El Ni&#xf1;o (middle column) and Central Pacific El Ni&#xf1;o (right column). <bold>(A,B,C)</bold> JJA (0). <bold>(D,E,F)</bold> SON (0). <bold>(G,H,I)</bold> D(0)JF (&#x2b;1). <bold>(J,K,L)</bold> MAM (&#x2b;1). Dotted areas show values with significant at the 90% level.</p>
</caption>
<graphic xlink:href="feart-12-1134782-g009.tif"/>
</fig>
<p>Therefore, in relation to atmospheric mechanisms, it appears that the SALLJ is stronger in EP El Ni&#xf1;o (<xref ref-type="fig" rid="F6">Figure 6</xref>&#x2013;first column) compared to CP El Ni&#xf1;o (<xref ref-type="fig" rid="F6">Figure 6</xref>&#x2013;third column). Specifically, in relation to the 200-hPa zonal wind anomaly (<xref ref-type="fig" rid="F8">Figure 8</xref>), the better structured and more intense jet streams are noted in EP El Ni&#xf1;o (<xref ref-type="fig" rid="F8">Figure 8</xref>&#x2013;first column). These conditions are only observed in spring for MX El Ni&#xf1;o (<xref ref-type="fig" rid="F8">Figure 8E</xref>) and CP El Ni&#xf1;o (<xref ref-type="fig" rid="F8">Figure 8F</xref>), which explains the positive precipitation anomalies in the periods mentioned for these EN typologies (<xref ref-type="fig" rid="F5">Figures 5E, F</xref>).</p>
<p>Regarding large-scale atmospheric patterns, 200-hPa geopotential height anomaly (<xref ref-type="fig" rid="F9">Figure 9</xref>), suggest better structured Rossby waves and the PSA pattern in EP El Ni&#xf1;o (<xref ref-type="fig" rid="F9">Figure 9</xref>&#x2013;first column) events compared to MX El Ni&#xf1;o (<xref ref-type="fig" rid="F9">Figure 9</xref>&#x2013;second column) and CP El Ni&#xf1;o (<xref ref-type="fig" rid="F9">Figure 9</xref>&#x2013;third column). An equator-extratropic teleconnection pattern in the South Pacific is evident through the zonal wind at 200 hPa (<xref ref-type="fig" rid="F8">Figure 8</xref>), which may act as a Rossby waveguide (<xref ref-type="bibr" rid="B29">Hoskins and Ambrizzi, 1993</xref>). This spatial pattern is associated with more intense anomalies in EP El Ni&#xf1;o events (<xref ref-type="fig" rid="F8">Figure 8</xref>&#x2013;first column) than in MX El Ni&#xf1;o and CP El Ni&#xf1;o events (<xref ref-type="fig" rid="F8">Figure 8</xref>&#x2013;second and third columns). Thus, 200-hPa geopotential height anomalies are more intense in EP El Ni&#xf1;o events, especially in the mature phase (D0JF&#x2b;1) (<xref ref-type="fig" rid="F9">Figure 9G</xref>). In the development phase of the EN events (JJA) there are a pair of high-level anticyclonic anomalies in the tropical Pacific, more intense and spatially comprehensive in EP El Ni&#xf1;o events (<xref ref-type="fig" rid="F9">Figure 9A</xref>). A Rossby wave train, with a pattern similar to the PSA mode (<xref ref-type="bibr" rid="B77">Mo and Paegle, 2001</xref>), begins to develop in JJA.</p>
<p>In the following quarter (SON) the PSA teleconnection is well configured in EP El Ni&#xf1;o events (<xref ref-type="fig" rid="F9">Figure 9D</xref>). Over southeastern SA, the anomalous ridge at 200 hPa favors divergence at high levels and, through mass conservation, upward vertical movements (<xref ref-type="fig" rid="F7">Figure 7D</xref>), thus contributing to positive precipitation anomalies in southeastern SA (<xref ref-type="fig" rid="F5">Figure 5D</xref>). On the other hand, in MX El Ni&#xf1;o events, the Rossby wave train is meridionally symmetric between the equatorial Pacific and the Pacific sector of the Southern Ocean (<xref ref-type="fig" rid="F9">Figure 9E</xref>). Over southeastern SA there is an anomalous trough with a weak barotropic structure, which favors positive precipitation anomalies in southeastern SA (<xref ref-type="fig" rid="F5">Figure 5E</xref>). In CP El Ni&#xf1;o events, a spatial pattern of zonally symmetric geopotential height anomalies is evident, with an anomalous trough between approximately 30&#xb0;&#x2013;60&#xb0;S and an anomalous ridge in the Pacific sector of the Southern Ocean (<xref ref-type="fig" rid="F9">Figure 9F</xref>). Over southeastern SA there are weak positive south and negative north anomalies of 200-hPa geopotential height.</p>
<p>In the mature stage of EN events (D0JF&#x2b;1), 200-hPa geopotential height anomalies present a zonally symmetric spatial pattern in all EN typologies, with negative anomalies in the middle latitudes and positive anomalies in the low and high latitudes of the Southern Hemisphere (<xref ref-type="fig" rid="F9">Figures 9G&#x2013;I</xref>). This spatial pattern is most evident in EP El Ni&#xf1;o events (<xref ref-type="fig" rid="F9">Figure 9G</xref>). Over southeastern SA there is an anomalous ridge at high levels, which favors upward vertical movements (<xref ref-type="fig" rid="F7">Figure 7G</xref>) and positive precipitation anomalies (<xref ref-type="fig" rid="F5">Figure 5G</xref>). On the other hand, in MX El Ni&#xf1;o and CP El Ni&#xf1;o events the geopotential height anomalies are weak in southeastern SA (<xref ref-type="fig" rid="F9">Figures 9H, I</xref>). Therefore, a spatial pattern of precipitation anomalies in this region is not evident (<xref ref-type="fig" rid="F5">Figures 5H, I</xref>).</p>
<p>In the decay phase of EN events (MAM&#x2b;1) there is a weakening of the zonally symmetric geopotential height anomalies in all EN typologies (<xref ref-type="fig" rid="F9">Figures 9J&#x2013;L</xref>). Even so, in EP El Ni&#xf1;o events, the anomalous ridge persists at high levels over southeast SA (<xref ref-type="fig" rid="F9">Figure 9J</xref>), which results in upward vertical movements (<xref ref-type="fig" rid="F7">Figure 7J</xref>) and positive precipitation anomalies (<xref ref-type="fig" rid="F5">Figure 5J</xref>). On the other hand, in MX El Ni&#xf1;o and CP El Ni&#xf1;o events the height anomalies are weak (<xref ref-type="fig" rid="F9">Figures 9K, L</xref>).</p>
<p>Thus, circulation at low and high levels (850 hPa and 200 hPa), as well as large-scale patterns (geopotential height at 200 hPa) explain the variations in precipitation in southeastern SA in different EN typologies.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion and conclusion</title>
<p>The present study allowed us to examine the rainfall variability in southeastern SA associated with different types of EN. In all seasons, rainfall anomalies are stronger for EP El Ni&#xf1;o compared to CP El Ni&#xf1;o. CP El Ni&#xf1;o events are also weaker in terms of SST anomalies and only show increases in precipitation for the SON (0) period. In the EN there are changes in rainfall patterns, i.e., with positive anomalies (negative) of rain in EP El Ni&#xf1;o (CP El Ni&#xf1;o) in D (0) JF (&#x2b;1), and with increases in precipitation in EP El Ni&#xf1;o and decreases in CP El Ni&#xf1;o in MAM (&#x2b;1). These patterns are consistent with several studies by <xref ref-type="bibr" rid="B28">Hill et al. (2011)</xref>, <xref ref-type="bibr" rid="B7">Brito (2011)</xref>, <xref ref-type="bibr" rid="B64">Tedeschi (2013)</xref>, <xref ref-type="bibr" rid="B65">Tedeschi et al. (2013)</xref>, <xref ref-type="bibr" rid="B2">Andreoli et al. (2016)</xref>, <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref>, and <xref ref-type="bibr" rid="B8">Cai et al. (2020)</xref>.</p>
<p>In general, the difference in the location of maximum SST anomalies and their impacts on precipitation is attributed to a shift in large-scale atmospheric circulation patterns: the Walker cell in the tropics, the Rossby waves in the extratropics, and the circulation of low and high-level jet streams, as pointed out by several studies, such as <xref ref-type="bibr" rid="B21">Grimm (2003</xref>, <xref ref-type="bibr" rid="B22">2004)</xref>; <xref ref-type="bibr" rid="B66">Tedeschi et al. (2015</xref>, <xref ref-type="bibr" rid="B67">2016)</xref> and <xref ref-type="bibr" rid="B8">Cai et al (2020)</xref>, to cite a few. These processes, therefore, alter the moisture flux and rainfall anomalies in the study area. In this sense, it should be noted that the present study enables a regional analysis of the seasonal variability of precipitation in different EN typologies, based on literature that discusses the atmospheric teleconnections to SA. The previous studies emphasize the dipole pattern of EN in SA, without allowing for greater details of rainfall variability on regional scales, as proposed in the present study.</p>
<p>Thus, in addition to the inclusion of analyzes of MX events, this paper differs from previous studies by carrying out a regional approach centered on the southeast of the SA, allowing better details and spatialization of rainfall variability in the area of study, since the previous literature focuses the analyzes on the entire SA domain.</p>
<p>It is also noteworthy that although many studies have highlighted ENSO and its effects on climate aspects across the planet, several challenges still remain regarding its understanding, such as interactions with other interannual and interdecadal teleconnection patterns and the effects of global climate change. Among the natural climate variability modes that can interact with ENSO and require further combined analysis, we can mention Southern Annular Mode, the Indian Ocean Dipole, the Pacific Decadal Oscillation, the Interdecadal Pacific Oscillation, the Atlantic Multidecadal Variability, among others.</p>
<p>The results obtained here reinforce the need to analyze ENSO according to their typologies (EP, CP, and MX) and life cycle, and not only to consider the warm and cold phases of the phenomenon. These processes are fundamental to improving climate predictions at regional scales and providing better responses in terms of societal adaptation measures.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>GG&#x2013;Conceptualization, methodology, analysis and writing&#x2013;original draft preparation. LL&#x2013;Conceptualization, methodology, analysis and writing&#x2013;revised version. CBC&#x2013;Conceptualization, methodology, analysis and writing&#x2013;revised version. All authors contributed to the article and approved the submitted version.</p>
</sec>
<ack>
<p>The first author acknowledges CAPES (Higher Education Personnel Improvement Coordination&#x2014;Ministry of Education/Brazil) for the financial support of the research in the form of a doctoral scholarship. NOAA Extended SST V5 (ERSST) were provided by the NOAA, Boulder, Colorado, United States, from their website at <ext-link ext-link-type="uri" xlink:href="https://psl.noaa.gov/data/gridded/data.noaa.ersst.v5.html">https://psl.noaa.gov/data/gridded/data.noaa.ersst.v5.html</ext-link> and ONI index data at <ext-link ext-link-type="uri" xlink:href="https://origin.cpc.ncep.noaa.gov/products/analysis_monitoring/ensostuff/ONI_v5.php">https://origin.cpc.ncep.noaa.gov/products/analysis_monitoring/ensostuff/ONI_v5.php</ext-link>. GPCC (GPCC Global Precipitation Climatology Centre) data were provided by <xref ref-type="bibr" rid="B58">Schneider et al. (2022)</xref> from the website at <ext-link ext-link-type="uri" xlink:href="https://opendata.dwd.de/climate_environment/GPCC/html/fulldata-monthly_v2022_doi_download.html">https://opendata.dwd.de/climate_environment/GPCC/html/fulldata-monthly_ v2022_doi_download.html</ext-link>. Wind, omega and geopotential height data were from NCEP/NCAR Reanalysis I (<xref ref-type="bibr" rid="B33">Kalnay et al., 1996</xref>), available at: <ext-link ext-link-type="uri" xlink:href="https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html">https://psl.noaa.gov/data/gridded/data.ncep.reanalysis.html</ext-link>.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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